CN118692588A - Automatic detection method and system for quality of traditional Chinese medicine for treating prostate diseases - Google Patents
Automatic detection method and system for quality of traditional Chinese medicine for treating prostate diseases Download PDFInfo
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Abstract
The invention relates to the technical field of traditional Chinese medicine quality detection, and particularly discloses an automatic detection method and system for quality of traditional Chinese medicine for treating prostate diseases, comprising the following steps: based on the customer rating number, customer complaint number and customer rating star number of all reference patent medicines, obtaining customer feedback assigned values of all reference patent medicines, based on all class physical property measurement parameter assigned values, all class chemical component measurement parameter assigned values and customer feedback assigned values of all reference patent medicines, obtaining influence degree of all class physical property measurement parameters and influence degree of all class chemical component measurement parameters, and obtaining a second judgment result of the detected patent medicines according to the influence degree of all class physical property measurement parameters and the influence degree of all class chemical component measurement parameters. The invention realizes that physical property measurement parameters, chemical component measurement parameters and customer feedback data are incorporated into a quality detection system, and realizes more comprehensive and more accurate quality detection of traditional Chinese medicines.
Description
Technical Field
The invention relates to the technical field of traditional Chinese medicine quality detection, in particular to an automatic detection method and system for quality of traditional Chinese medicine for treating prostatosis.
Background
Currently, quality detection is always a key link for ensuring the curative effect, safety and market reputation of medicines in the industries of traditional Chinese medicines and patent medicines. However, the conventional quality detection method is often dependent on quantitative analysis of single components, and has the problems of limited coverage, difficulty in comprehensively reflecting comprehensive quality of medicines and the like. Along with the progress of scientific technology and the improvement of the requirements of consumers on the quality of products, the development of a more scientific, comprehensive and objective traditional Chinese medicine quality detection technology is particularly important.
However, the existing automatic detection method and system for quality of traditional Chinese medicine for treating prostatosis only detect appearance, color, smell and taste parameters of traditional Chinese medicine, compare the detected parameter values with characteristic parameters and parameter quality values in a parameter setting module to obtain true or false of the traditional Chinese medicine variety to be detected and relative parameter quality values, and finally calculate quality values according to the relative parameter quality values and weight coefficients to obtain quality values, but do not cover more extensive physical property and chemical component measurement parameters, do not consider the feedback data of clients to be included in a quality detection system, and do not realize more comprehensive and more accurate quality detection of traditional Chinese medicine. For example, the publication number is CN102435713B, the patent name is "automatic detection system for Chinese medicine quality", and the method comprises the following steps: the variety selection module is used for selecting a traditional Chinese medicine variety to be detected, and determining parameters related to the quality of the traditional Chinese medicine variety to be detected and weight coefficients of the parameters in the quality; the parameter setting module is used for setting characteristic parameters and parameter quality values of traditional Chinese medicine varieties to be detected; the parameter detection module is used for detecting appearance, color, smell and taste parameters of the traditional Chinese medicine; the parameter comparison module is used for comparing the detected parameter value with the characteristic parameter and the parameter quality value in the parameter setting module to obtain the true or false of the traditional Chinese medicine variety to be detected and the relative parameter quality value; the quality calculation module is used for calculating and obtaining quality values according to the quality values and the weight coefficients of the relative parameters. However, the patent only detects appearance, color, smell and taste parameters of the traditional Chinese medicine, compares the detected parameter values with characteristic parameters and parameter quality values in a parameter setting module to obtain true or false of the traditional Chinese medicine variety to be detected and relative parameter quality values, and finally calculates to obtain quality values according to the relative parameter quality values and weight coefficients, but does not cover wider physical property measurement parameters and chemical component measurement parameters, does not consider the inclusion of customer feedback data into a quality detection system, and does not realize more comprehensive and more accurate quality detection of the traditional Chinese medicine.
Therefore, the invention provides an automatic detection method and system for the quality of traditional Chinese medicine for treating prostate diseases.
Disclosure of Invention
The invention provides an automatic detection method and system for quality of traditional Chinese medicine for treating prostatosis, which are used for obtaining all kinds of physical property measurement parameters and all kinds of chemical component measurement parameters of detection patent medicine and all reference patent medicine according to all kinds of physical property measurement parameters and all kinds of chemical component measurement parameters of detection patent medicine and all reference patent medicine, quantifying the good and bad degree of all kinds of physical property measurement parameters and all kinds of chemical component measurement parameters of detection patent medicine, further obtaining a first judgment result of detection patent medicine according to all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values of detection patent medicine, carrying out preliminary judgment on quality of detection patent medicine according to the customer score number, customer complaint number and customer evaluation star number of all reference patent medicine, obtaining satisfaction degree of customers on reference patent medicine according to all kinds of physical property measurement parameter assignment values, all kinds of chemical component measurement parameters assignment values and customer feedback assignment values of all reference patent medicine, obtaining all kinds of physical property measurement parameter points and all kinds of reference patent medicine measurement parameter points and all kinds of chemical component measurement parameters of all kinds of reference patent medicine according to influence on the final degree of influence on all kinds of physical property measurement parameters and all kinds of chemical component measurement parameters of reference patent medicine according to the degree of customer score values of all kinds of reference patent medicine, realizing that the satisfaction degree of customers have influence on all kinds of physical property measurement parameters and all kinds of parameters have influence on the measurement parameters of all kinds of parameters of reference patent medicine on the quality measurement parameters and all kinds of reference parameters, the predicted customer feedback assigned value of the detection patent medicine is obtained, accurate quantitative prediction of satisfaction degree of the customer on the detection patent medicine is realized, and a second judgment result of the detection patent medicine is obtained according to the predicted customer feedback assigned value of the detection patent medicine and the first judgment result of the detection patent medicine, so that more comprehensive and more accurate quality detection of the traditional Chinese medicine is realized.
The invention provides an automatic detection method for the quality of traditional Chinese medicine for treating prostate diseases, which comprises the following steps:
S1: obtaining all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values of the detection patent medicine and all reference patent medicine based on all kinds of physical property measurement parameters and all kinds of chemical component measurement parameters of the detection patent medicine and all reference patent medicine, and obtaining a first judgment result of the detection patent medicine based on all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values of the detection patent medicine;
s2: obtaining client feedback assigned values of all the reference patent medicines based on the client evaluation numbers, the client complaint numbers and the client evaluation star numbers of all the reference patent medicines, and obtaining all the physical property measured parameter points and all the chemical component measured parameter points of each reference patent medicine based on all the physical property measured parameter assigned values, all the chemical component measured parameter assigned values and the client feedback assigned values of each reference patent medicine;
s3: based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines, the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters are obtained;
S4: based on the influence of all the physical property measurement parameters and the influence of all the chemical component measurement parameters, a predicted customer feedback value of the detection patent is obtained, and based on the predicted customer feedback value of the detection patent and a first judgment result of the detection patent, a second judgment result of the detection patent is obtained.
Preferably, the automatic detection method for the quality of the traditional Chinese medicine for treating the prostate disease comprises the following steps of S1: obtaining all class physical property determination parameter assignment values and all class chemical component determination parameter assignment values of the detection patent and all reference patent based on all class physical property determination parameters and all class chemical component determination parameters of the detection patent and all reference patent, obtaining a first judgment result of the detection patent based on all class physical property determination parameter assignment values and all class chemical component determination parameter assignment values of the detection patent, comprising:
Taking all production batches corresponding to the traditional Chinese medicines which receive the customer feedback before the current moment as reference batches, obtaining all reference batches, and taking all finished medicines produced by each reference batch as reference patent medicines to obtain all reference patent medicines;
obtaining all physical property measurement parameters of the detection patent medicine and all reference patent medicines, wherein all physical property measurement parameters comprise dissolution rate, ash content and moisture content;
Obtaining all chemical component measurement parameters of the detection patent medicine and all reference patent medicines, wherein all chemical component measurement parameters comprise the content of effective substances, the content of exogenous toxins and the content of endogenous toxins;
Obtaining each type of physical property measurement parameter assignment value of the detected finished medicine based on each type of physical property measurement parameters of the detected finished medicine and the corresponding type of physical property measurement parameter assignment model, and obtaining each type of chemical component measurement parameter assignment value of the detected finished medicine based on each type of chemical component measurement parameters of the detected finished medicine and the corresponding type of chemical component measurement parameter assignment model;
obtaining each type of physical property measurement parameter assignment value of each reference patent medicine based on each type of physical property measurement parameter of each reference patent medicine and the corresponding type of physical property measurement parameter assignment model, and obtaining each type of chemical component measurement parameter assignment value of each reference patent medicine based on each type of chemical component measurement parameter of each reference patent medicine and the corresponding type of chemical component measurement parameter assignment model;
And obtaining a first judgment result of the detection patent medicine based on the measurement parameter assigned values of all the physical properties of the detection patent medicine and the measurement parameter assigned values of all the chemical components.
Preferably, the automatic detection method for quality of Chinese medicine for treating prostatosis obtains the first judgment result of detecting patent medicine based on the determination parameter values of all kinds of physical properties and the determination parameter values of all kinds of chemical components of the detecting patent medicine, and comprises the following steps:
Judging whether at least one type of physical property measurement parameter assignment value is smaller than a corresponding type of physical property measurement parameter assignment threshold value in all types of physical property measurement parameter assignment values of the detected patent medicine, if yes, taking unqualified products as first judgment results of the detected patent medicine;
otherwise, judging whether at least one type of chemical component measurement parameter assignment value is smaller than the corresponding type of chemical component measurement parameter assignment threshold value in all types of chemical component measurement parameter assignment values of the detected patent medicine, if so, taking disqualification as a first judgment result of the detected patent medicine, and otherwise, taking qualification as a first judgment result of the detected patent medicine.
Preferably, the automatic detection method for the quality of the traditional Chinese medicine for treating the prostate disease comprises the following steps of S2: obtaining a customer feedback score value of all the reference patent medicines based on the customer evaluation value, the customer complaint number and the customer evaluation star number of all the reference patent medicines, and obtaining all the physical property measurement parameter points and all the chemical component measurement parameter points of each reference patent medicine based on all the physical property measurement parameter scores, all the chemical component measurement parameter scores and the customer feedback score values of each reference patent medicine, wherein the method comprises the following steps:
Acquiring the customer evaluation number, the customer complaint number and the customer evaluation star number of each reference patent medicine;
Obtaining a customer feedback scoring value of each reference patent drug based on the customer scoring value, the customer complaint number and the customer scoring star number of each reference patent drug;
And taking the assigned value of each type of physical property measurement parameter of each reference patent medicine as an abscissa value, taking the assigned value of customer feedback of the corresponding reference patent medicine as an ordinate value, obtaining each type of physical property measurement parameter point of each reference patent medicine, taking the assigned value of each type of chemical component measurement parameter of each reference patent medicine as an abscissa value, and taking the assigned value of customer feedback of the corresponding reference patent medicine as an ordinate value, thus obtaining each type of chemical component measurement parameter point of each reference patent medicine.
Preferably, the automatic detection method for quality of Chinese medicine for treating prostate disease obtains a customer feedback assigned value of each reference patent medicine based on the customer evaluation number, the customer complaint number and the customer evaluation star number of each reference patent medicine, comprising:
;
wherein, Assigning a value to the customer feedback of the current computational reference patent,For the current calculation of the customer rating number of the reference patent drug,The star count is evaluated for the current clients of the reference patent medicine,For the current calculation of the customer complaint number of the reference patent medicine, ln is a natural logarithm, and the value of the natural constant e is 2.718.
Preferably, the automatic detection method for the quality of the traditional Chinese medicine for treating the prostate disease comprises the following steps of: based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines, the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters are obtained, and the method comprises the following steps:
Combining all the reference patent medicines in any pair to obtain all group comparison patent medicines, wherein a single group comparison patent medicine comprises two reference patent medicines;
The distance between each type of physical property measurement parameter points between two reference medicines in each group of comparison medicines is taken as the distance between each type of physical property measurement parameter points of each group of comparison medicines, and the distance between each type of chemical component measurement parameter points between two reference medicines in each group of comparison medicines is taken as the distance between each type of chemical component measurement parameter points of each group of comparison medicines;
Taking any type of physical property measurement parameter distance in all types of physical property measurement parameter distances of each group of comparison patent medicines as a specific type of physical property measurement parameter distance, taking the sum of the rest types of physical property measurement parameter distances except the specific type of physical property measurement parameter distances in all types of physical property measurement parameter distances of each group of comparison patent medicines as the calculation distance of the specific type of physical property measurement parameters of each group of comparison patent medicines, and obtaining the calculation distance of all types of physical property measurement parameters of each group of comparison patent medicines;
Taking any type of chemical component measurement parameter distance in all type of chemical component measurement parameter distances of each group of comparison patent medicines as a specific type of chemical component measurement parameter distance, taking the sum of the rest type of chemical component measurement parameter distances except the specific type of chemical component measurement parameter distances in all type of chemical component measurement parameter distances of each group of comparison patent medicines as the calculation distance of the specific type of chemical component measurement parameters of each group of comparison patent medicines, and obtaining the calculation distance of all type of chemical component measurement parameters of each group of comparison patent medicines;
comparing all groups of comparison patent medicines with the corresponding group of comparison patent medicines with the smallest calculation distance of each type of physical property measurement parameters, and taking the corresponding group of comparison patent medicines as the calculation group of each type of physical property measurement parameters;
comparing all groups of the comparison patent medicines with the corresponding group with the smallest calculated distance of each type of chemical component measurement parameters as the calculated group comparison patent medicine of each type of chemical component measurement parameters;
Based on the calculated group comparison patent medicine of each type of physical property measurement parameters and the calculated group comparison patent medicine of each type of chemical component measurement parameters, the influence degree of each type of physical property measurement parameters and the influence degree of each type of chemical component measurement parameters are obtained.
Preferably, the automatic detection method for quality of traditional Chinese medicine for treating prostate disease is based on a calculated group comparison patent medicine of each type of physical property measurement parameters and a calculated group comparison patent medicine of each type of chemical component measurement parameters, and obtains influence degree of each type of physical property measurement parameters and influence degree of each type of chemical component measurement parameters, and comprises the following steps:
Based on the calculated group comparison patent medicine of each type of physical property measurement parameters, the influence degree of each type of physical property measurement parameters is obtained, namely:
;
wherein, The degree of influence of the parameters is determined for the currently calculated class physical properties,A value is assigned to the customer feedback of the 1 st reference patent medicine of the calculation group comparison patent medicine of the current calculation group physical property measurement parameters,A value is given to the customer feedback of the 2 nd reference patent medicine of the current calculation group comparison patent medicine of the measurement parameters of the physical properties of the calculation group,Assigning values to the calculated group of the current calculated class physical property measurement parameters for the 1 st reference patent medicine of the calculated group comparison patent medicine,The calculation group of the measurement parameters of the physical properties of the current calculation group is compared with the measurement parameters of the physical properties of the current calculation group of the 2 nd reference patent medicine, the ln is the natural logarithm, and the value of the natural constant e is 2.718;
based on the calculated group comparison patent medicine of each type of chemical component measurement parameters, the influence degree of each type of chemical component measurement parameters is obtained, namely:
;
wherein, The degree of influence of the parameters is determined for the currently calculated chemical-like composition,The client feedback assigned value of the 1 st reference patent medicine of the current calculation group comparison patent medicine for calculating the measurement parameters of the chemical components,A value is given to the customer feedback of the 2 nd reference patent medicine of the current calculation group comparison patent medicine for calculating the measurement parameters of the chemical components,Comparing the calculated group of the currently calculated chemical component measurement parameters with the calculated group of the 1 st reference patent medicine,And (3) comparing the calculated group of the currently calculated chemical component measurement parameters with the value of the currently calculated chemical component measurement parameter of the 2 nd reference patent medicine, wherein ln is a natural logarithm, and the value of a natural constant e is 2.718.
Preferably, the automatic detection method for the quality of the traditional Chinese medicine for treating the prostate disease comprises the following steps of S4: obtaining a predicted customer feedback score for the detected patent based on the influence of all the class physical property measurement parameters and the influence of all the class chemical component measurement parameters, and obtaining a second judgment result for the detected patent based on the predicted customer feedback score for the detected patent and the first judgment result for the detected patent, comprising:
obtaining a predicted customer feedback assigned value of the detected patent medicine based on the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters;
If the first judgment result of the detected patent medicine is unqualified, the unqualified is taken as a second judgment result of the detected patent medicine;
If the first judgment result of the detected patent medicine is qualified, judging whether the predicted customer feedback score of the detected patent medicine is larger than the predicted customer feedback score threshold, if so, taking good as a second judgment result of the detected patent medicine, and if not, taking excellent as a second judgment result of the detected patent medicine.
Preferably, the automatic detection method for quality of traditional Chinese medicine for treating prostate disease obtains a predicted customer feedback assigned value of the detected patent medicine based on influence degree of all kinds of physical property measurement parameters and influence degree of all kinds of chemical component measurement parameters, and comprises the following steps:
;
wherein, Assigning a value to the predicted customer feedback for detecting the patent,The degree of influence of the physical property measurement parameter of the i-th type, n is the number of types of the physical property measurement parameter,The mean value of the scores is assigned to all the customer feedback of the reference patent,Assigning a value to the i-th physical property measurement parameter of the detected patent medicine,The mean value of the values assigned to the parameters is determined for the i-th physical property of all reference patent drugs,For the influence of the i-th type chemical component measurement parameter, m is the number of types of chemical component measurement parameters,Assigning values to the i-th chemical component measurement parameters of the detection patent medicine,The mean value of the parameter assigned values was determined for all i-th chemical components of the reference patent.
The invention provides an automatic detection system for the quality of traditional Chinese medicines for treating prostate diseases, which is used for executing the automatic detection method for the quality of the traditional Chinese medicines for treating the prostate diseases in any one of embodiments 1 to 9, and comprises the following steps:
The assigning module is used for obtaining all kinds of physical property determining parameter assigning values and all kinds of chemical component determining parameter assigning values of the detection patent medicine and all reference patent medicine based on all kinds of physical property determining parameters and all kinds of chemical component determining parameters of the detection patent medicine and all reference patent medicine, and obtaining a first judging result of the detection patent medicine based on all kinds of physical property determining parameter assigning values and all kinds of chemical component determining parameter assigning values of the detection patent medicine;
The parameter point determining module is used for obtaining the client feedback assigned values of all the reference patent medicines based on the client evaluation numbers, the client complaint numbers and the client evaluation star numbers of all the reference patent medicines, and obtaining all the class physical property measured parameter points and all the class chemical component measured parameter points of each reference patent medicine based on all the class physical property measured parameter assigned values, all the class chemical component measured parameter assigned values and the client feedback assigned values of each reference patent medicine;
The calculation module is used for obtaining the influence of all the physical property measurement parameters and the influence of all the chemical component measurement parameters based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines;
The judging module is used for obtaining the predicted customer feedback assigned value of the detected patent medicine based on the influence degree of all the physical property measuring parameters and the influence degree of all the chemical component measuring parameters, and obtaining the second judging result of the detected patent medicine based on the predicted customer feedback assigned value of the detected patent medicine and the first judging result of the detected patent medicine.
Compared with the prior art, the invention has the following beneficial effects: according to all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine and all the reference patent medicine, all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine and all the reference patent medicine are obtained, the quality degree of all the physical property measurement parameters and the chemical component measurement parameters of the detection patent medicine is quantized, and then according to all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine, the first judgment result of the detection patent medicine is obtained, the preliminary judgment of the quality of the detection patent medicine is carried out, according to the customer grading number, the customer complaint number and the customer evaluation star number of all the reference patent medicine, the customer feedback grading value of all the reference patent medicine is obtained, the satisfaction degree of the reference patent medicine is quantized according to the physical property measurement parameter grading number, the chemical component measurement parameter grading number and the customer feedback grading value of all the reference patent medicine are obtained, all the physical property measurement parameter points and all the chemical component measurement parameters of the reference patent medicine are obtained, the final influence on the quality degree of the detection patent medicine according to the physical property measurement parameters of all the reference patent medicine is obtained, the final influence on the quality degree of the measurement parameters of the customer is realized, accurate quantitative prediction of satisfaction degree of the client on the detection of the finished medicine is realized, a second judgment result of the detection finished medicine is obtained according to a predicted client feedback assigned value of the detection finished medicine and a first judgment result of the detection finished medicine, and more comprehensive and more accurate quality detection of the traditional Chinese medicine is realized.
Additional features and advantages of the application will be set forth in the description which follows, and in part will be obvious from the description, or may be learned by practice of the application. The objects and other advantages of the application may be realized and obtained by means of the instrumentalities particularly pointed out in the written description of the application.
The technical scheme of the invention is further described in detail through the drawings and the embodiments.
Drawings
The accompanying drawings are included to provide a further understanding of the invention and are incorporated in and constitute a part of this specification, illustrate the invention and together with the embodiments of the invention, serve to explain the invention. In the drawings:
FIG. 1 is a flowchart of an automatic detection method for quality of a Chinese medicine for treating a prostate disease according to an embodiment of the present invention;
Fig. 2 is a schematic diagram of an automatic detection system for quality of a traditional Chinese medicine for treating a prostate disease according to an embodiment of the present invention.
Detailed Description
The preferred embodiments of the present invention will be described below with reference to the accompanying drawings, it being understood that the preferred embodiments described herein are for illustration and explanation of the present invention only, and are not intended to limit the present invention.
Example 1: the invention provides an automatic detection method for the quality of traditional Chinese medicines for treating prostate diseases, which refers to fig. 1 and comprises the following steps:
S1: obtaining all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values of the detection patent medicine and all reference patent medicine based on all kinds of physical property measurement parameters and all kinds of chemical component measurement parameters of the detection patent medicine and all reference patent medicine, and obtaining a first judgment result of the detection patent medicine based on all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values of the detection patent medicine;
s2: obtaining client feedback assigned values of all the reference patent medicines based on the client evaluation numbers, the client complaint numbers and the client evaluation star numbers of all the reference patent medicines, and obtaining all the physical property measured parameter points and all the chemical component measured parameter points of each reference patent medicine based on all the physical property measured parameter assigned values, all the chemical component measured parameter assigned values and the client feedback assigned values of each reference patent medicine;
s3: based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines, the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters are obtained;
S4: based on the influence of all the physical property measurement parameters and the influence of all the chemical component measurement parameters, a predicted customer feedback value of the detection patent is obtained, and based on the predicted customer feedback value of the detection patent and a first judgment result of the detection patent, a second judgment result of the detection patent is obtained.
In the embodiment, the detection of the finished medicine is the detection of the quality of the finished medicine by an automatic detection system for the quality of the traditional Chinese medicine for treating the prostate diseases.
In this embodiment, the reference patent medicine is a single reference patent medicine which can be used as a reference in all production batches (reference batches) corresponding to all traditional Chinese medicines received by clients before the current moment, all the patent medicines produced by each production batch are integrally regarded as reference patent medicines produced by one reference batch, wherein each reference patent medicine is equivalent to all the patent medicines produced by one reference batch, all the physical property measurement parameters and all the chemical component measurement parameters of the reference patent medicines can be directly extracted in a production database, specifically, each physical property measurement parameter or each chemical component measurement parameter of each reference patent medicine is obtained by randomly sampling and detecting the patent medicine produced by each reference batch when the traditional Chinese medicines of each reference batch are produced, and taking the average value of each physical property measurement parameter or the average value of each chemical component measurement parameter of a plurality of patent medicines which are detected by random sampling as each physical property measurement parameter or each chemical component measurement parameter of the reference patent medicine corresponding to the corresponding reference batch.
In this example, the physical property measurement parameter assigning value is an evaluation value (a value indicating the degree of merit of the physical property measurement parameters of the detection patent drug and all the reference patent drugs) obtained by assigning the physical property measurement parameters of the detection patent drug and all the reference patent drugs.
In this example, the chemical component measurement parameter assigning value is an evaluation value (a value indicating the degree of merit of the chemical component measurement parameters of the detection patent drug and all the reference patent drugs) obtained by assigning the chemical component measurement parameters of the detection patent drug and all the reference patent drugs.
In this embodiment, the first judgment result of the detection patent medicine is a preliminary judgment result of the detection patent medicine based on all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values, wherein the first judgment result of the detection patent medicine includes pass and fail.
In this example, the number of customer evaluations of the reference patent medicine is the number of customer evaluations of the reference patent medicine (reference lot) (the number of customer evaluations of patent medicine produced by the reference lot).
In this example, the number of customer complaints of the reference patent medicine is the number of customer complaints made to the reference patent medicine (reference lot) (the number of complaints made to the reference lot by the customer).
In this example, the number of customer evaluation stars of the reference patent medicine is a number-of-stars average of the number of customer evaluation of the reference patent medicine (reference lot) (number-of-stars average of the number of customer evaluation of the patent medicine produced by the reference lot).
In this embodiment, the customer feedback score of the reference patent is a score obtained based on the customer rating, customer complaint and customer rating star of the reference patent, which characterizes the customer's satisfaction with the reference patent.
In this embodiment, the influence of each type of physical property measurement parameter is a value obtained based on all types of physical property measurement parameter points and customer feedback assigned values of all reference patent medicines and reflecting the influence of each type of physical property measurement parameter on the satisfaction degree of customers on the patent medicines.
In this embodiment, the influence of each type of chemical component measurement parameter is a value obtained based on all types of chemical component measurement parameter points of all reference patent medicines and the customer feedback assigned value, and can reflect the influence of each type of chemical component measurement parameter on the satisfaction degree of customers on the patent medicines.
In this embodiment, the predicted customer feedback score for the detected patent is a score for the predicted customer's satisfaction with the detected patent based on the degree of influence of all of the class physical property measurement parameters and the degree of influence of all of the class chemical constituent measurement parameters.
In this embodiment, the second determination result of the detected patent medicine is a final determination result of the detected patent medicine based on the predicted customer feedback assigned value of the detected patent medicine and the first determination result of the detected patent medicine, wherein the second determination result of the detected patent medicine includes unqualified, good and excellent.
The beneficial effects of the technology are as follows: according to all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine and all the reference patent medicine, all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine and all the reference patent medicine are obtained, the quality degree of all the physical property measurement parameters and the chemical component measurement parameters of the detection patent medicine is quantized, and then according to all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine, the first judgment result of the detection patent medicine is obtained, the preliminary judgment of the quality of the detection patent medicine is carried out, according to the customer grading number, the customer complaint number and the customer evaluation star number of all the reference patent medicine, the customer feedback grading value of all the reference patent medicine is obtained, the satisfaction degree of the reference patent medicine is quantized according to the physical property measurement parameter grading number, the chemical component measurement parameter grading number and the customer feedback grading value of all the reference patent medicine are obtained, all the physical property measurement parameter points and all the chemical component measurement parameters of the reference patent medicine are obtained, the final influence on the quality degree of the detection patent medicine according to the physical property measurement parameters of all the reference patent medicine is obtained, the final influence on the quality degree of the measurement parameters of the customer is realized, accurate quantitative prediction of satisfaction degree of the client on the detection of the finished medicine is realized, a second judgment result of the detection finished medicine is obtained according to a predicted client feedback assigned value of the detection finished medicine and a first judgment result of the detection finished medicine, and more comprehensive and more accurate quality detection of the traditional Chinese medicine is realized.
Example 2: based on the embodiment 1, the automatic detection method for the quality of the traditional Chinese medicine for treating the prostate disease comprises the following steps of S1: obtaining all class physical property determination parameter assignment values and all class chemical component determination parameter assignment values of the detection patent and all reference patent based on all class physical property determination parameters and all class chemical component determination parameters of the detection patent and all reference patent, obtaining a first judgment result of the detection patent based on all class physical property determination parameter assignment values and all class chemical component determination parameter assignment values of the detection patent, comprising:
Taking all production batches corresponding to the traditional Chinese medicines which receive the customer feedback before the current moment as reference batches, obtaining all reference batches, and taking all finished medicines produced by each reference batch as reference patent medicines to obtain all reference patent medicines;
obtaining all physical property measurement parameters of the detection patent medicine and all reference patent medicines, wherein all physical property measurement parameters comprise dissolution rate, ash content and moisture content;
Obtaining all chemical component measurement parameters of the detection patent medicine and all reference patent medicines, wherein all chemical component measurement parameters comprise the content of effective substances, the content of exogenous toxins and the content of endogenous toxins;
Obtaining each type of physical property measurement parameter assignment value of the detected finished medicine based on each type of physical property measurement parameters of the detected finished medicine and the corresponding type of physical property measurement parameter assignment model, and obtaining each type of chemical component measurement parameter assignment value of the detected finished medicine based on each type of chemical component measurement parameters of the detected finished medicine and the corresponding type of chemical component measurement parameter assignment model;
obtaining each type of physical property measurement parameter assignment value of each reference patent medicine based on each type of physical property measurement parameter of each reference patent medicine and the corresponding type of physical property measurement parameter assignment model, and obtaining each type of chemical component measurement parameter assignment value of each reference patent medicine based on each type of chemical component measurement parameter of each reference patent medicine and the corresponding type of chemical component measurement parameter assignment model;
And obtaining a first judgment result of the detection patent medicine based on the measurement parameter assigned values of all the physical properties of the detection patent medicine and the measurement parameter assigned values of all the chemical components.
In this example, the dissolution rate is the dissolution rate of the traditional Chinese medicine in the unit time in the environment simulating human body.
In this example, ash content is the mass of inorganic impurities in the Chinese medicine per unit mass.
In this example, the water content is the mass of water in the traditional Chinese medicine per unit mass.
In this example, the content of the effective substance is the mass of the effective substance (the substance which plays the main role in the traditional Chinese medicine, for example, the content of the effective substance in cherokee rose fruit is flavonoid compound) in the traditional Chinese medicine of unit mass.
In this example, the exogenous toxin content is the sum of the contents of all toxic substances (such as pesticide residues, heavy metal pollution) introduced during the planting, processing, storage and the like of the traditional Chinese medicine.
In this example, the endogenous toxin content is the sum of the contents of all toxic components (including alkaloids and glycosides) contained in the traditional Chinese medicine.
In this embodiment, the physical property measurement parameter assigning model is a model input by taking a plurality of physical property measurement parameters of the detection patent medicine or the reference patent medicine acquired in advance as a model, taking the assigned value of each type of physical property measurement parameter of the corresponding detection patent medicine or the reference patent medicine which is marked manually as a model output, and the trained model for obtaining the assigned value of each type of physical property measurement parameter of the detection patent medicine or the reference patent medicine can be output.
In this embodiment, the chemical component measurement parameter assignment model is input by taking a plurality of chemical component measurement parameters of the detection patent medicine or the reference patent medicine acquired in advance as a model, taking the assignment value of each type of chemical component measurement parameter of the corresponding detection patent medicine or the reference patent medicine which is marked manually as a model output, and outputting the trained model for obtaining the assignment value of each type of chemical component measurement parameter of the detection patent medicine or the reference patent medicine by inputting each type of chemical component measurement parameter of the detection patent medicine or the reference patent medicine.
The beneficial effects of the technology are as follows: specific parameter items of all physical property measurement parameters and all chemical component measurement parameters of the detection patent medicines and all reference patent medicines are defined, all physical property measurement parameter assignment values and all chemical component measurement parameter assignment values of the detection patent medicines and all reference patent medicines are obtained according to all physical property measurement parameters and all chemical component measurement parameters of the detection patent medicines and all reference patent medicines, and the quality degree of the physical property measurement parameters and the chemical component measurement parameters of the detection patent medicines and all reference patent medicines is quantified.
Example 3: based on the embodiment 2, the automatic detection method for quality of the traditional Chinese medicine for treating the prostate disease obtains a first judgment result of detecting the patent medicine based on the measurement parameter assignment values of all types of physical properties and the measurement parameter assignment values of all types of chemical components of the detected patent medicine, and the method comprises the following steps:
Judging whether at least one type of physical property measurement parameter assignment value is smaller than a corresponding type of physical property measurement parameter assignment threshold value in all types of physical property measurement parameter assignment values of the detected patent medicine, if yes, taking unqualified products as first judgment results of the detected patent medicine;
otherwise, judging whether at least one type of chemical component measurement parameter assignment value is smaller than the corresponding type of chemical component measurement parameter assignment threshold value in all types of chemical component measurement parameter assignment values of the detected patent medicine, if so, taking disqualification as a first judgment result of the detected patent medicine, and otherwise, taking qualification as a first judgment result of the detected patent medicine.
In this embodiment, the physical property measurement parameter assigning threshold is a threshold set in advance for performing numerical comparison with the corresponding class of physical property measurement parameter assigning values to obtain the first determination result of the detection patent medicine.
In this embodiment, the threshold value of the chemical component measurement parameter assignment is a threshold value set in advance for performing numerical comparison with the corresponding class of chemical component measurement parameter assignment value to obtain the first judgment result of the detection patent medicine.
The beneficial effects of the technology are as follows: according to the assigned values of all the physical property measurement parameters and the assigned values of all the chemical component measurement parameters of the detected patent medicine, a first judgment result of the detected patent medicine is accurately obtained, and the preliminary judgment of the quality of the detected patent medicine is realized.
Example 4: based on the embodiment 1, the automatic detection method for the quality of the traditional Chinese medicine for treating the prostate disease comprises the following steps of S2: obtaining a customer feedback score value of all the reference patent medicines based on the customer evaluation value, the customer complaint number and the customer evaluation star number of all the reference patent medicines, and obtaining all the physical property measurement parameter points and all the chemical component measurement parameter points of each reference patent medicine based on all the physical property measurement parameter scores, all the chemical component measurement parameter scores and the customer feedback score values of each reference patent medicine, wherein the method comprises the following steps:
Acquiring the customer evaluation number, the customer complaint number and the customer evaluation star number of each reference patent medicine;
Obtaining a customer feedback scoring value of each reference patent drug based on the customer scoring value, the customer complaint number and the customer scoring star number of each reference patent drug;
And taking the assigned value of each type of physical property measurement parameter of each reference patent medicine as an abscissa value, taking the assigned value of customer feedback of the corresponding reference patent medicine as an ordinate value, obtaining each type of physical property measurement parameter point of each reference patent medicine, taking the assigned value of each type of chemical component measurement parameter of each reference patent medicine as an abscissa value, and taking the assigned value of customer feedback of the corresponding reference patent medicine as an ordinate value, thus obtaining each type of chemical component measurement parameter point of each reference patent medicine.
The beneficial effects of the technology are as follows: according to the customer rating number, customer complaint number and customer rating star number of all reference patent medicines, the customer feedback rating value of all reference patent medicines is obtained, the satisfaction degree of customers on the reference patent medicines is quantified, and according to all the physical property measuring parameter rating values, all the chemical component measuring parameter rating values and the customer feedback rating values of all the reference patent medicines, all the physical property measuring parameter points and all the chemical component measuring parameter points of all the reference patent medicines are obtained.
Example 5: based on the embodiment 4, the automatic detection method for quality of traditional Chinese medicine for treating prostate diseases obtains a customer feedback assigned value of each reference patent medicine based on the customer evaluation number, the customer complaint number and the customer evaluation star number of each reference patent medicine, comprising:
;
wherein, Assigning a value to the customer feedback of the current computational reference patent,For the current calculation of the customer rating number of the reference patent drug,The star count is evaluated for the current clients of the reference patent medicine,For the current calculation of the customer complaint number of the reference patent medicine, ln is a natural logarithm, and the value of the natural constant e is 2.718.
The beneficial effects of the technology are as follows: according to the customer rating number, the customer complaint number and the customer evaluation star number of all the reference patent medicines, the customer feedback assigned values of all the reference patent medicines are obtained, the satisfaction degree of the customers on the reference patent medicines is quantified, and the embodiment provides a specific method for obtaining the customer feedback assigned values of all the reference patent medicines according to the customer rating number, the customer complaint number and the customer evaluation star number of all the reference patent medicines in detail.
Example 6: based on the embodiment 1, the automatic detection method for the quality of the traditional Chinese medicine for treating the prostate disease comprises the following steps of: based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines, the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters are obtained, and the method comprises the following steps:
Combining all the reference patent medicines in any pair to obtain all group comparison patent medicines, wherein a single group comparison patent medicine comprises two reference patent medicines;
The distance between each type of physical property measurement parameter points between two reference medicines in each group of comparison medicines is taken as the distance between each type of physical property measurement parameter points of each group of comparison medicines, and the distance between each type of chemical component measurement parameter points between two reference medicines in each group of comparison medicines is taken as the distance between each type of chemical component measurement parameter points of each group of comparison medicines;
Taking any type of physical property measurement parameter distance in all types of physical property measurement parameter distances of each group of comparison patent medicines as a specific type of physical property measurement parameter distance, taking the sum of the rest types of physical property measurement parameter distances except the specific type of physical property measurement parameter distances in all types of physical property measurement parameter distances of each group of comparison patent medicines as the calculation distance of the specific type of physical property measurement parameters of each group of comparison patent medicines, and obtaining the calculation distance of all types of physical property measurement parameters of each group of comparison patent medicines;
Taking any type of chemical component measurement parameter distance in all type of chemical component measurement parameter distances of each group of comparison patent medicines as a specific type of chemical component measurement parameter distance, taking the sum of the rest type of chemical component measurement parameter distances except the specific type of chemical component measurement parameter distances in all type of chemical component measurement parameter distances of each group of comparison patent medicines as the calculation distance of the specific type of chemical component measurement parameters of each group of comparison patent medicines, and obtaining the calculation distance of all type of chemical component measurement parameters of each group of comparison patent medicines;
comparing all groups of comparison patent medicines with the corresponding group of comparison patent medicines with the smallest calculation distance of each type of physical property measurement parameters, and taking the corresponding group of comparison patent medicines as the calculation group of each type of physical property measurement parameters;
comparing all groups of the comparison patent medicines with the corresponding group with the smallest calculated distance of each type of chemical component measurement parameters as the calculated group comparison patent medicine of each type of chemical component measurement parameters;
Based on the calculated group comparison patent medicine of each type of physical property measurement parameters and the calculated group comparison patent medicine of each type of chemical component measurement parameters, the influence degree of each type of physical property measurement parameters and the influence degree of each type of chemical component measurement parameters are obtained.
The beneficial effects of the technology are as follows: according to all reference patent medicines, all group comparison patent medicines are obtained, according to all types of physical property measurement parameter points and all types of chemical component measurement parameter points of two reference patent medicines in each group comparison patent medicine, each type of physical property measurement parameter distance and each type of chemical component measurement parameter distance of each group comparison patent medicine are obtained, according to all types of physical property measurement parameter distances and all types of chemical component measurement parameter distances of each group comparison patent medicine, calculated group comparison patent medicines of each type of physical property measurement parameters and calculated group comparison patent medicines of each type of chemical component measurement parameters are obtained, finally influence degree of each type of physical property measurement parameters and influence degree of each type of chemical component measurement parameters on satisfaction degree of clients is obtained, and the influence degree of each type of physical property measurement parameters and each type of chemical component measurement parameters on patent medicines is quantized.
Example 7: based on the embodiment 6, the automatic detection method for quality of the traditional Chinese medicine for treating the prostate disease is based on the calculation group comparison patent medicine of each type of physical property measurement parameters and the calculation group comparison patent medicine of each type of chemical component measurement parameters, and the influence degree of each type of physical property measurement parameters and the influence degree of each type of chemical component measurement parameters are obtained, and comprises the following steps:
Based on the calculated group comparison patent medicine of each type of physical property measurement parameters, the influence degree of each type of physical property measurement parameters is obtained, namely:
;
wherein, The degree of influence of the parameters is determined for the currently calculated class physical properties,A value is assigned to the customer feedback of the 1 st reference patent medicine of the calculation group comparison patent medicine of the current calculation group physical property measurement parameters,A value is given to the customer feedback of the 2 nd reference patent medicine of the current calculation group comparison patent medicine of the measurement parameters of the physical properties of the calculation group,Assigning values to the calculated group of the current calculated class physical property measurement parameters for the 1 st reference patent medicine of the calculated group comparison patent medicine,The calculation group of the measurement parameters of the physical properties of the current calculation group is compared with the measurement parameters of the physical properties of the current calculation group of the 2 nd reference patent medicine, the ln is the natural logarithm, and the value of the natural constant e is 2.718;
based on the calculated group comparison patent medicine of each type of chemical component measurement parameters, the influence degree of each type of chemical component measurement parameters is obtained, namely:
;
wherein, The degree of influence of the parameters is determined for the currently calculated chemical-like composition,The client feedback assigned value of the 1 st reference patent medicine of the current calculation group comparison patent medicine for calculating the measurement parameters of the chemical components,A value is given to the customer feedback of the 2 nd reference patent medicine of the current calculation group comparison patent medicine for calculating the measurement parameters of the chemical components,Comparing the calculated group of the currently calculated chemical component measurement parameters with the calculated group of the 1 st reference patent medicine,And (3) comparing the calculated group of the currently calculated chemical component measurement parameters with the value of the currently calculated chemical component measurement parameter of the 2 nd reference patent medicine, wherein ln is a natural logarithm, and the value of a natural constant e is 2.718.
The beneficial effects of the technology are as follows: according to the calculated group comparison patent medicine of each type of physical property measurement parameters and the calculated group comparison patent medicine of each type of chemical component measurement parameters, the influence degree of all types of physical property measurement parameters and the influence degree of all types of chemical component measurement parameters are obtained, the influence degree of each type of physical property measurement parameters and each type of chemical component measurement parameters on the satisfaction degree of a client on the patent medicine is quantized, and the embodiment provides a specific method for quantizing the influence degree of each type of physical property measurement parameters and each type of chemical component measurement parameters on the satisfaction degree of the client on the patent medicine in detail.
Example 8: based on the embodiment 3, the automatic detection method for the quality of the traditional Chinese medicine for treating the prostate disease comprises the following steps of S4: obtaining a predicted customer feedback score for the detected patent based on the influence of all the class physical property measurement parameters and the influence of all the class chemical component measurement parameters, and obtaining a second judgment result for the detected patent based on the predicted customer feedback score for the detected patent and the first judgment result for the detected patent, comprising:
obtaining a predicted customer feedback assigned value of the detected patent medicine based on the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters;
If the first judgment result of the detected patent medicine is unqualified, the unqualified is taken as a second judgment result of the detected patent medicine;
If the first judgment result of the detected patent medicine is qualified, judging whether the predicted customer feedback score of the detected patent medicine is larger than the predicted customer feedback score threshold, if so, taking good as a second judgment result of the detected patent medicine, and if not, taking excellent as a second judgment result of the detected patent medicine.
The beneficial effects of the technology are as follows: according to the predicted customer feedback assigned value of the detection patent medicine and the first judgment result of the detection patent medicine, the second judgment result of the detection patent medicine is accurately obtained, and the traditional Chinese medicine quality detection is more comprehensively and accurately realized.
Example 9: based on the embodiment 8, the automatic detection method for quality of the traditional Chinese medicine for treating the prostatic diseases obtains the predicted customer feedback assigned value of the detected patent medicine based on the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters, and comprises the following steps:
;
wherein, Assigning a value to the predicted customer feedback for detecting the patent,The degree of influence of the physical property measurement parameter of the i-th type, n is the number of types of the physical property measurement parameter,The mean value of the scores is assigned to all the customer feedback of the reference patent,Assigning a value to the i-th physical property measurement parameter of the detected patent medicine,The mean value of the values assigned to the parameters is determined for the i-th physical property of all reference patent drugs,For the influence of the i-th type chemical component measurement parameter, m is the number of types of chemical component measurement parameters,Assigning values to the i-th chemical component measurement parameters of the detection patent medicine,The mean value of the parameter assigned values was determined for all i-th chemical components of the reference patent.
The beneficial effects of the technology are as follows: according to the influence of all the physical property measurement parameters and the influence of all the chemical component measurement parameters, the predicted customer feedback assigned value of the detected patent medicine is obtained, the accurate quantitative prediction of the satisfaction degree of the customer on the detected patent medicine is realized, and the embodiment provides a specific method for obtaining the predicted customer feedback assigned value of the detected patent medicine according to the influence of all the physical property measurement parameters and the influence of all the chemical component measurement parameters in detail.
Example 10: the invention provides an automatic detection system for the quality of traditional Chinese medicines for treating prostate diseases, which is used for executing the automatic detection method for the quality of the traditional Chinese medicines for treating the prostate diseases in any one of embodiments 1 to 9, and referring to fig. 2, the automatic detection system comprises the following steps:
The assigning module is used for obtaining all kinds of physical property determining parameter assigning values and all kinds of chemical component determining parameter assigning values of the detection patent medicine and all reference patent medicine based on all kinds of physical property determining parameters and all kinds of chemical component determining parameters of the detection patent medicine and all reference patent medicine, and obtaining a first judging result of the detection patent medicine based on all kinds of physical property determining parameter assigning values and all kinds of chemical component determining parameter assigning values of the detection patent medicine;
The parameter point determining module is used for obtaining the client feedback assigned values of all the reference patent medicines based on the client evaluation numbers, the client complaint numbers and the client evaluation star numbers of all the reference patent medicines, and obtaining all the class physical property measured parameter points and all the class chemical component measured parameter points of each reference patent medicine based on all the class physical property measured parameter assigned values, all the class chemical component measured parameter assigned values and the client feedback assigned values of each reference patent medicine;
The calculation module is used for obtaining the influence of all the physical property measurement parameters and the influence of all the chemical component measurement parameters based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines;
The judging module is used for obtaining the predicted customer feedback assigned value of the detected patent medicine based on the influence degree of all the physical property measuring parameters and the influence degree of all the chemical component measuring parameters, and obtaining the second judging result of the detected patent medicine based on the predicted customer feedback assigned value of the detected patent medicine and the first judging result of the detected patent medicine.
The beneficial effects of the technology are as follows: according to all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine and all the reference patent medicine, all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine and all the reference patent medicine are obtained, the quality degree of all the physical property measurement parameters and the chemical component measurement parameters of the detection patent medicine is quantized, and then according to all the physical property measurement parameters and all the chemical component measurement parameters of the detection patent medicine, the first judgment result of the detection patent medicine is obtained, the preliminary judgment of the quality of the detection patent medicine is carried out, according to the customer grading number, the customer complaint number and the customer evaluation star number of all the reference patent medicine, the customer feedback grading value of all the reference patent medicine is obtained, the satisfaction degree of the reference patent medicine is quantized according to the physical property measurement parameter grading number, the chemical component measurement parameter grading number and the customer feedback grading value of all the reference patent medicine are obtained, all the physical property measurement parameter points and all the chemical component measurement parameters of the reference patent medicine are obtained, the final influence on the quality degree of the detection patent medicine according to the physical property measurement parameters of all the reference patent medicine is obtained, the final influence on the quality degree of the measurement parameters of the customer is realized, accurate quantitative prediction of satisfaction degree of the client on the detection of the finished medicine is realized, a second judgment result of the detection finished medicine is obtained according to a predicted client feedback assigned value of the detection finished medicine and a first judgment result of the detection finished medicine, and more comprehensive and more accurate quality detection of the traditional Chinese medicine is realized.
It will be apparent to those skilled in the art that various modifications and variations can be made to the present invention without departing from the spirit and scope of the invention, and it is intended that the invention also encompass such modifications and variations.
Claims (10)
1. An automatic detection method for the quality of traditional Chinese medicine for treating prostate diseases is characterized by comprising the following steps:
S1: obtaining all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values of the detection patent medicine and all reference patent medicine based on all kinds of physical property measurement parameters and all kinds of chemical component measurement parameters of the detection patent medicine and all reference patent medicine, and obtaining a first judgment result of the detection patent medicine based on all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values of the detection patent medicine;
s2: obtaining client feedback assigned values of all the reference patent medicines based on the client evaluation numbers, the client complaint numbers and the client evaluation star numbers of all the reference patent medicines, and obtaining all the physical property measured parameter points and all the chemical component measured parameter points of each reference patent medicine based on all the physical property measured parameter assigned values, all the chemical component measured parameter assigned values and the client feedback assigned values of each reference patent medicine;
s3: based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines, the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters are obtained;
S4: based on the influence of all the physical property measurement parameters and the influence of all the chemical component measurement parameters, a predicted customer feedback value of the detection patent is obtained, and based on the predicted customer feedback value of the detection patent and a first judgment result of the detection patent, a second judgment result of the detection patent is obtained.
2. The method for automatically detecting the quality of a traditional Chinese medicine for treating a prostate disease according to claim 1, wherein S1: obtaining all class physical property determination parameter assignment values and all class chemical component determination parameter assignment values of the detection patent and all reference patent based on all class physical property determination parameters and all class chemical component determination parameters of the detection patent and all reference patent, obtaining a first judgment result of the detection patent based on all class physical property determination parameter assignment values and all class chemical component determination parameter assignment values of the detection patent, comprising:
Taking all production batches corresponding to the traditional Chinese medicines which receive the customer feedback before the current moment as reference batches, obtaining all reference batches, and taking all finished medicines produced by each reference batch as reference patent medicines to obtain all reference patent medicines;
obtaining all physical property measurement parameters of the detection patent medicine and all reference patent medicines, wherein all physical property measurement parameters comprise dissolution rate, ash content and moisture content;
Obtaining all chemical component measurement parameters of the detection patent medicine and all reference patent medicines, wherein all chemical component measurement parameters comprise the content of effective substances, the content of exogenous toxins and the content of endogenous toxins;
Obtaining each type of physical property measurement parameter assignment value of the detected finished medicine based on each type of physical property measurement parameters of the detected finished medicine and the corresponding type of physical property measurement parameter assignment model, and obtaining each type of chemical component measurement parameter assignment value of the detected finished medicine based on each type of chemical component measurement parameters of the detected finished medicine and the corresponding type of chemical component measurement parameter assignment model;
obtaining each type of physical property measurement parameter assignment value of each reference patent medicine based on each type of physical property measurement parameter of each reference patent medicine and the corresponding type of physical property measurement parameter assignment model, and obtaining each type of chemical component measurement parameter assignment value of each reference patent medicine based on each type of chemical component measurement parameter of each reference patent medicine and the corresponding type of chemical component measurement parameter assignment model;
And obtaining a first judgment result of the detection patent medicine based on the measurement parameter assigned values of all the physical properties of the detection patent medicine and the measurement parameter assigned values of all the chemical components.
3. The method for automatically detecting the quality of a Chinese medicine for treating a prostate disease according to claim 2, wherein the obtaining of the first judgment result of the detection patent medicine based on the all kinds of physical property measurement parameter assignment values and all kinds of chemical component measurement parameter assignment values of the detection patent medicine comprises:
Judging whether at least one type of physical property measurement parameter assignment value is smaller than a corresponding type of physical property measurement parameter assignment threshold value in all types of physical property measurement parameter assignment values of the detected patent medicine, if yes, taking unqualified products as first judgment results of the detected patent medicine;
otherwise, judging whether at least one type of chemical component measurement parameter assignment value is smaller than the corresponding type of chemical component measurement parameter assignment threshold value in all types of chemical component measurement parameter assignment values of the detected patent medicine, if so, taking disqualification as a first judgment result of the detected patent medicine, and otherwise, taking qualification as a first judgment result of the detected patent medicine.
4. The method for automatically detecting the quality of a traditional Chinese medicine for treating a prostate disease according to claim 1, wherein S2: obtaining a customer feedback score value of all the reference patent medicines based on the customer evaluation value, the customer complaint number and the customer evaluation star number of all the reference patent medicines, and obtaining all the physical property measurement parameter points and all the chemical component measurement parameter points of each reference patent medicine based on all the physical property measurement parameter scores, all the chemical component measurement parameter scores and the customer feedback score values of each reference patent medicine, wherein the method comprises the following steps:
Acquiring the customer evaluation number, the customer complaint number and the customer evaluation star number of each reference patent medicine;
Obtaining a customer feedback scoring value of each reference patent drug based on the customer scoring value, the customer complaint number and the customer scoring star number of each reference patent drug;
And taking the assigned value of each type of physical property measurement parameter of each reference patent medicine as an abscissa value, taking the assigned value of customer feedback of the corresponding reference patent medicine as an ordinate value, obtaining each type of physical property measurement parameter point of each reference patent medicine, taking the assigned value of each type of chemical component measurement parameter of each reference patent medicine as an abscissa value, and taking the assigned value of customer feedback of the corresponding reference patent medicine as an ordinate value, thus obtaining each type of chemical component measurement parameter point of each reference patent medicine.
5. The method for automatically detecting the quality of a Chinese medicine for treating a prostate disease according to claim 4, wherein obtaining the customer feedback score value of each reference patent medicine based on the customer evaluation number, the customer complaint number and the customer evaluation star number of each reference patent medicine comprises:
;
wherein, Assigning a value to the customer feedback of the current computational reference patent,For the current calculation of the customer rating number of the reference patent drug,The star count is evaluated for the current clients of the reference patent medicine,For the current calculation of the customer complaint number of the reference patent medicine, ln is a natural logarithm, and the value of the natural constant e is 2.718.
6. The method for automatically detecting the quality of a traditional Chinese medicine for treating a prostate disease according to claim 1, wherein S3: based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines, the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters are obtained, and the method comprises the following steps:
Combining all the reference patent medicines in any pair to obtain all group comparison patent medicines, wherein a single group comparison patent medicine comprises two reference patent medicines;
The distance between each type of physical property measurement parameter points between two reference medicines in each group of comparison medicines is taken as the distance between each type of physical property measurement parameter points of each group of comparison medicines, and the distance between each type of chemical component measurement parameter points between two reference medicines in each group of comparison medicines is taken as the distance between each type of chemical component measurement parameter points of each group of comparison medicines;
Taking any type of physical property measurement parameter distance in all types of physical property measurement parameter distances of each group of comparison patent medicines as a specific type of physical property measurement parameter distance, taking the sum of the rest types of physical property measurement parameter distances except the specific type of physical property measurement parameter distances in all types of physical property measurement parameter distances of each group of comparison patent medicines as the calculation distance of the specific type of physical property measurement parameters of each group of comparison patent medicines, and obtaining the calculation distance of all types of physical property measurement parameters of each group of comparison patent medicines;
Taking any type of chemical component measurement parameter distance in all type of chemical component measurement parameter distances of each group of comparison patent medicines as a specific type of chemical component measurement parameter distance, taking the sum of the rest type of chemical component measurement parameter distances except the specific type of chemical component measurement parameter distances in all type of chemical component measurement parameter distances of each group of comparison patent medicines as the calculation distance of the specific type of chemical component measurement parameters of each group of comparison patent medicines, and obtaining the calculation distance of all type of chemical component measurement parameters of each group of comparison patent medicines;
comparing all groups of comparison patent medicines with the corresponding group of comparison patent medicines with the smallest calculation distance of each type of physical property measurement parameters, and taking the corresponding group of comparison patent medicines as the calculation group of each type of physical property measurement parameters;
comparing all groups of the comparison patent medicines with the corresponding group with the smallest calculated distance of each type of chemical component measurement parameters as the calculated group comparison patent medicine of each type of chemical component measurement parameters;
Based on the calculated group comparison patent medicine of each type of physical property measurement parameters and the calculated group comparison patent medicine of each type of chemical component measurement parameters, the influence degree of each type of physical property measurement parameters and the influence degree of each type of chemical component measurement parameters are obtained.
7. The method for automatically detecting the quality of a traditional Chinese medicine for treating a prostate disease according to claim 6, wherein the step of obtaining the influence degree of each type of physical property measurement parameter and the influence degree of each type of chemical component measurement parameter based on the calculated group comparison patent medicine of each type of physical property measurement parameter and the calculated group comparison patent medicine of each type of chemical component measurement parameter comprises the steps of:
Based on the calculated group comparison patent medicine of each type of physical property measurement parameters, the influence degree of each type of physical property measurement parameters is obtained, namely:
;
wherein, The degree of influence of the parameters is determined for the currently calculated class physical properties,A value is assigned to the customer feedback of the 1 st reference patent medicine of the calculation group comparison patent medicine of the current calculation group physical property measurement parameters,A value is given to the customer feedback of the 2 nd reference patent medicine of the current calculation group comparison patent medicine of the measurement parameters of the physical properties of the calculation group,Assigning values to the calculated group of the current calculated class physical property measurement parameters for the 1 st reference patent medicine of the calculated group comparison patent medicine,The calculation group of the measurement parameters of the physical properties of the current calculation group is compared with the measurement parameters of the physical properties of the current calculation group of the 2 nd reference patent medicine, the ln is the natural logarithm, and the value of the natural constant e is 2.718;
based on the calculated group comparison patent medicine of each type of chemical component measurement parameters, the influence degree of each type of chemical component measurement parameters is obtained, namely:
;
wherein, The degree of influence of the parameters is determined for the currently calculated chemical-like composition,The client feedback assigned value of the 1 st reference patent medicine of the current calculation group comparison patent medicine for calculating the measurement parameters of the chemical components,A value is given to the customer feedback of the 2 nd reference patent medicine of the current calculation group comparison patent medicine for calculating the measurement parameters of the chemical components,Comparing the calculated group of the currently calculated chemical component measurement parameters with the calculated group of the 1 st reference patent medicine,And (3) comparing the calculated group of the currently calculated chemical component measurement parameters with the value of the currently calculated chemical component measurement parameter of the 2 nd reference patent medicine, wherein ln is a natural logarithm, and the value of a natural constant e is 2.718.
8. The method for automatically detecting the quality of a traditional Chinese medicine for treating a prostate disease according to claim 3, wherein S4: obtaining a predicted customer feedback score for the detected patent based on the influence of all the class physical property measurement parameters and the influence of all the class chemical component measurement parameters, and obtaining a second judgment result for the detected patent based on the predicted customer feedback score for the detected patent and the first judgment result for the detected patent, comprising:
obtaining a predicted customer feedback assigned value of the detected patent medicine based on the influence degree of all the physical property measurement parameters and the influence degree of all the chemical component measurement parameters;
If the first judgment result of the detected patent medicine is unqualified, the unqualified is taken as a second judgment result of the detected patent medicine;
If the first judgment result of the detected patent medicine is qualified, judging whether the predicted customer feedback score of the detected patent medicine is larger than the predicted customer feedback score threshold, if so, taking good as a second judgment result of the detected patent medicine, and if not, taking excellent as a second judgment result of the detected patent medicine.
9. The method for automatically detecting the quality of a traditional Chinese medicine for treating a prostate disease according to claim 8, wherein the step of obtaining the predicted customer feedback score of the detected patent medicine based on the influence of all the physical property-measuring parameters and the influence of all the chemical component-measuring parameters comprises:
;
wherein, Assigning a value to the predicted customer feedback for detecting the patent,The degree of influence of the physical property measurement parameter of the i-th type, n is the number of types of the physical property measurement parameter,The mean value of the scores is assigned to all the customer feedback of the reference patent,Assigning a value to the i-th physical property measurement parameter of the detected patent medicine,The mean value of the values assigned to the parameters is determined for the i-th physical property of all reference patent drugs,For the influence of the i-th type chemical component measurement parameter, m is the number of types of chemical component measurement parameters,Assigning values to the i-th chemical component measurement parameters of the detection patent medicine,The mean value of the parameter assigned values was determined for all i-th chemical components of the reference patent.
10. An automatic detection system for quality of traditional Chinese medicine for treating prostate diseases, which is characterized in that the automatic detection method for quality of traditional Chinese medicine for treating prostate diseases according to any one of claims 1 to 9 is implemented, comprising:
The assigning module is used for obtaining all kinds of physical property determining parameter assigning values and all kinds of chemical component determining parameter assigning values of the detection patent medicine and all reference patent medicine based on all kinds of physical property determining parameters and all kinds of chemical component determining parameters of the detection patent medicine and all reference patent medicine, and obtaining a first judging result of the detection patent medicine based on all kinds of physical property determining parameter assigning values and all kinds of chemical component determining parameter assigning values of the detection patent medicine;
The parameter point determining module is used for obtaining the client feedback assigned values of all the reference patent medicines based on the client evaluation numbers, the client complaint numbers and the client evaluation star numbers of all the reference patent medicines, and obtaining all the class physical property measured parameter points and all the class chemical component measured parameter points of each reference patent medicine based on all the class physical property measured parameter assigned values, all the class chemical component measured parameter assigned values and the client feedback assigned values of each reference patent medicine;
The calculation module is used for obtaining the influence of all the physical property measurement parameters and the influence of all the chemical component measurement parameters based on all the physical property measurement parameter points, all the chemical component measurement parameter points and the customer feedback assigned values of all the reference patent medicines;
The judging module is used for obtaining the predicted customer feedback assigned value of the detected patent medicine based on the influence degree of all the physical property measuring parameters and the influence degree of all the chemical component measuring parameters, and obtaining the second judging result of the detected patent medicine based on the predicted customer feedback assigned value of the detected patent medicine and the first judging result of the detected patent medicine.
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