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CN118798860A - A special equipment detection technology management system and method - Google Patents

A special equipment detection technology management system and method Download PDF

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CN118798860A
CN118798860A CN202411291880.2A CN202411291880A CN118798860A CN 118798860 A CN118798860 A CN 118798860A CN 202411291880 A CN202411291880 A CN 202411291880A CN 118798860 A CN118798860 A CN 118798860A
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曾亚辉
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Abstract

本发明涉及特种设备检测技术管理的技术领域,公开了一种特种设备检测技术管理系统及方法,包括用于管理用户和设备信息的信息管理模块,用于分析调配任务的任务检测模块,用于调优检测流程和方法并更新特种设备检测准则的检测管理模块,用于管理存储检验报告并更新检验准则的合规管理模块,用于分析和监测特种设备检测安全的安全预警模块,用于生成特种设备检验报告并分析检验结果的报表统计模块,实现了特种设备检测结果评估分析的自动化智能化。

The present invention relates to the technical field of special equipment detection technology management, and discloses a special equipment detection technology management system and method, including an information management module for managing user and equipment information, a task detection module for analyzing and allocating tasks, a detection management module for optimizing detection processes and methods and updating special equipment detection criteria, a compliance management module for managing and storing inspection reports and updating inspection criteria, a safety early warning module for analyzing and monitoring special equipment detection safety, and a report statistics module for generating special equipment inspection reports and analyzing inspection results, thereby realizing the automation and intelligence of special equipment detection result evaluation and analysis.

Description

一种特种设备检测技术管理系统及方法A special equipment detection technology management system and method

技术领域Technical Field

本发明涉及特种设备检测技术管理的技术领域,公开了一种特种设备检测技术管理系统及方法。The invention relates to the technical field of special equipment detection technology management, and discloses a special equipment detection technology management system and method.

背景技术Background Art

特种设备检测技术管理系统在发展过程中仍存在一些不足之处,不同地区、不同类型的特种设备可能有各自的标准和规范要求,但目前的管理系统在标准化方面仍存在差异。这可能导致系统之间的互操作性不足,难以实现跨地区、跨系统的数据共享和协同工作,特种设备类型繁多,涉及的检测技术和设备差异较大,管理系统可能难以覆盖所有类型的特种设备,或者在某些设备类型上的兼容性和适配性不足,特种设备检测技术管理系统在发展过程中面临着技术标准化、数据质量、成本效益以及法规适配等多方面的挑战和不足,需要在未来的发展中持续改进和完善。There are still some deficiencies in the development process of the special equipment detection technology management system. Different regions and different types of special equipment may have their own standards and specifications, but the current management system still has differences in standardization. This may lead to insufficient interoperability between systems, making it difficult to achieve cross-regional and cross-system data sharing and collaborative work. There are many types of special equipment, and the detection technologies and equipment involved vary greatly. The management system may be difficult to cover all types of special equipment, or lack compatibility and adaptability on certain types of equipment. The special equipment detection technology management system faces challenges and deficiencies in technical standardization, data quality, cost-effectiveness, and regulatory adaptation during its development, and needs to be continuously improved and perfected in future development.

例如公开号为CN115145962A的中国专利公开了一种特种设备检验检测报告系统,包括协调芯片,所述协调芯片连接有资料审查模块、现场数据测量模块以及现场相关实验模块。该特种设备检验检测报告系统,通过资料审查模块内的AI识别模块与人工判断模块实现对扫描进入的资料信息进行审查,防止特种设备相关的检规数据信息缺失,进而能提高在对比数据时的严谨性,通过AI比对模块将现场测量传感器组测量的数据与三维立体模型进行比对,通过判断模块对实现数据与标准实验数据库进行比对,进而提高现场数据比对的准确性,通过现场相关实验模块使用AI技术提高检验效率,通过在现场开具电子版特种设备检验检测报告,提高安装单位的安装质量。For example, a Chinese patent with publication number CN115145962A discloses a special equipment inspection and testing report system, including a coordination chip, which is connected to a data review module, an on-site data measurement module, and an on-site related experiment module. The special equipment inspection and testing report system uses the AI recognition module and the manual judgment module in the data review module to review the scanned data information, prevent the missing of the inspection and regulation data information related to the special equipment, and thus improve the rigor when comparing data. The data measured by the on-site measurement sensor group is compared with the three-dimensional model through the AI comparison module, and the data is compared with the standard experiment database through the judgment module, thereby improving the accuracy of on-site data comparison. The inspection efficiency is improved by using AI technology through the on-site related experiment module, and the installation quality of the installation unit is improved by issuing an electronic version of the special equipment inspection and testing report on site.

上述专利只通过AI和芯片无法处理庞大的数据,系统中的AI识别模块、比对模块或者现场相关实验模块存在技术成熟度不足或稳定性问题,导致系统在实际应用中的可靠性和稳定性受到影响,对于特种设备的检验检测数据涉及敏感信息在数据采集、传输和存储过程中未设置严格的安全保护措施,如果在这些方面存在漏洞或不足,可能会导致数据泄露或者未经授权的数据访问风险。The above-mentioned patent cannot process huge amounts of data only through AI and chips. The AI recognition module, comparison module or field-related experimental module in the system has insufficient technical maturity or stability issues, which affects the reliability and stability of the system in practical applications. For the inspection and testing data of special equipment involving sensitive information, no strict security protection measures are set during the data collection, transmission and storage process. If there are loopholes or deficiencies in these aspects, it may lead to data leakage or unauthorized data access risks.

发明内容Summary of the invention

本部分的目的在于概述本发明的实施例的一些方面以及简要介绍一些较佳实施例。在本部分以及本申请的说明书摘要和发明名称中可能会做些简化或省略以避免使本部分、说明书摘要和发明名称的目的模糊,而这种简化或省略不能用于限制本发明的范围。The purpose of this section is to summarize some aspects of embodiments of the present invention and briefly introduce some preferred embodiments. Some simplifications or omissions may be made in this section and the specification abstract and the invention title of this application to avoid blurring the purpose of this section, the specification abstract and the invention title, and such simplifications or omissions cannot be used to limit the scope of the present invention.

为解决上述技术问题,本发明的主要目的在于提供一种特种设备检测技术管理系统,包括:In order to solve the above technical problems, the main purpose of the present invention is to provide a special equipment detection technology management system, including:

信息管理模块,包括用于管理和存储用户信息的用户信息单元和用于存储和管理特种设备信息的设备信息单元;An information management module, including a user information unit for managing and storing user information and an equipment information unit for storing and managing special equipment information;

任务检测模块,包括用于分析和规划设备检测任务的任务分析单元、用于调度分配检测任务和检测准则的检测调配单元和用于收集和处理检测任务数据的任务调度单元;The task detection module includes a task analysis unit for analyzing and planning equipment detection tasks, a detection allocation unit for scheduling and allocating detection tasks and detection criteria, and a task scheduling unit for collecting and processing detection task data;

检测管理模块,包括用于优化特种设备检测流程和方法的反馈调优单元,用于管理、调配和更新特种设备检测技术的检测技术管理单元。The detection management module includes a feedback tuning unit for optimizing special equipment detection processes and methods, and a detection technology management unit for managing, deploying and updating special equipment detection technology.

作为本发明一种特种设备检测技术管理系统的一种优选方案,其中:As a preferred solution of a special equipment detection technology management system of the present invention, wherein:

所述任务分析单元包括检测任务制定、检测任务分配和资源分配;The task analysis unit includes detection task formulation, detection task allocation and resource allocation;

所述检测任务制定用于根据设备类型、使用情况和特种设备检测检验规定,制定特种设备定期的检测计划;The inspection task is used to formulate a regular inspection plan for special equipment based on the equipment type, usage and special equipment inspection and testing regulations;

所述检测任务分配用于根据设备信息和风险评估,确定检测任务的优先级;The detection task allocation is used to determine the priority of the detection task based on the equipment information and risk assessment;

所述检测调配单元包括任务分配、调度管理和实时调整;The detection and deployment unit includes task allocation, scheduling management and real-time adjustment;

所述任务调度单元包括数据收集、异常处理和报告生成。The task scheduling unit includes data collection, exception handling and report generation.

作为本发明一种特种设备检测技术管理系统的一种优选方案,其中:As a preferred solution of a special equipment detection technology management system of the present invention, wherein:

还包括:Also includes:

检验报告管理单元包括报告接收与存储、报告分析与审查、报告归档与检索和报告通知与反馈;The inspection report management unit includes report reception and storage, report analysis and review, report filing and retrieval, and report notification and feedback;

采集特种设备检测结果,对检测结果进行数据处理,清洗错误和冗余的数据,并建立特种设备检测的特种设备检测项结果标签量,通过特种设备检测项结果标签量计算正向指标进行归一化处理,计算各项检测结果的权重系数,综合权重系数对特种设备检测结果进行评估;Collect special equipment test results, process the test results, clean up erroneous and redundant data, and establish the special equipment test item result label quantity for special equipment testing. Calculate the positive indicators through the special equipment test item result label quantity for normalization, calculate the weight coefficient of each test result, and evaluate the special equipment test results based on the comprehensive weight coefficient;

所述特种设备检测项结果标签量通过建立特种设备检测结果中的检测项的标签量,对特种设备检测项进行标注。The special equipment inspection item result label quantity marks the special equipment inspection items by establishing the label quantity of the inspection items in the special equipment inspection results.

作为本发明一种特种设备检测技术管理系统的一种优选方案,其中:As a preferred solution of a special equipment detection technology management system of the present invention, wherein:

所述特种设备检测项结果标签量计算表达式如下所示:The calculation expression of the label quantity of the special equipment inspection item result is as follows:

其中,为特种设备检测第i个检测项的第j个检测结果值,为特种设备检测第一个检测项,为特种设备检测第一个检测项的检测结果值,i为序数取1,2,3,……,n,j为序数取1,2,3,……,n,n为任意正整数;in, is the jth test result value of the i-th test item of special equipment testing, This is the first test item for special equipment testing. is the test result value of the first test item of the special equipment test, i is an ordinal number ranging from 1, 2, 3, ..., n, j is an ordinal number ranging from 1, 2, 3, ..., n, and n is an arbitrary positive integer;

通过建立正向指标对特种设备检测的特种设备检测项结果标签量进行数据统一处理,调取第i个检测项中第j个检测结果值,以特种设备检测项为数据基础,通过特种设备n次检测结果的极值计算;By establishing positive indicators, the data of the special equipment inspection item result label quantity of the special equipment inspection is uniformly processed, the jth inspection result value in the i-th inspection item is retrieved, and the extreme value calculation of the n-times inspection results of the special equipment is performed based on the special equipment inspection item;

所述正向指标计算表达式如下所示:The forward indicator calculation expression is as follows:

其中,为正向指标计算后的特种设备检测中第i个检测项的最终结果值,为第i个检测项中的第一个检测结果值,为第i个检测项中的第j个检测结果值的最小值,第i个检测项中的第j个检测结果值的最大值,为第i个检测项中的第j个检测结果值的标准值。in, is the final result value of the i-th test item in the special equipment test after the positive index is calculated, is the first test result value in the i-th test item, is the minimum value of the jth detection result value in the i-th detection item, The maximum value of the jth test result value in the i-th test item, is the standard value of the j-th test result value in the i-th test item.

作为本发明一种特种设备检测技术管理系统的一种优选方案,其中:As a preferred solution of a special equipment detection technology management system of the present invention, wherein:

初始权重系数由系统预设,通过权重系数计算,对初始权重系数进行训练和更新,通过所述正向指标计算后的特种设备检测的特种设备检测项结果标签量提取熵值,并计算熵值的均值,进而得出更新初始权重系数所需的所述权重系数;The initial weight coefficient is preset by the system, and the initial weight coefficient is trained and updated through weight coefficient calculation. The entropy value is extracted from the label quantity of the special equipment detection item result of the special equipment detection after the positive indicator calculation, and the mean of the entropy value is calculated, so as to obtain the weight coefficient required for updating the initial weight coefficient;

所述权重系数计算表达式如下所示:The weight coefficient calculation expression is as follows:

其中,为第i项检测项检测结果权重系数值,M为特种设备检测总项数,为第i个检测项的最终结果的熵值。in, is the weight coefficient value of the test result of the i-th test item, M is the total number of special equipment test items, is the entropy value of the final result of the i-th detection item.

作为本发明一种特种设备检测技术管理系统的一种优选方案,其中:As a preferred solution of a special equipment detection technology management system of the present invention, wherein:

所述正向指标计算表达式计算特种设备检测结果,所述权重系数计算表达式计算出更新的权重系数,通过特种设备检测结果评估计算表达式评估特种设备检测结果;The positive indicator calculation expression calculates the special equipment test result, the weight coefficient calculation expression calculates the updated weight coefficient, and the special equipment test result is evaluated by the special equipment test result evaluation calculation expression;

所述特种设备检测结果评估计算表达式如下所示:The calculation expression for evaluating the special equipment test results is as follows:

其中,F为特种设备检测结果评估;Among them, F is the evaluation of special equipment test results;

通过所述特种设备检测结果评估计算,若检测结果超出预设阈值,则通过反馈调优单元对特种设备检测流程进行更新优化,若检测结果未超出阈值,则输出特种设备检测结果评估;Through the evaluation calculation of the special equipment test result, if the test result exceeds the preset threshold, the special equipment test process is updated and optimized through the feedback tuning unit; if the test result does not exceed the threshold, the special equipment test result evaluation is output;

通过特种设备参数监测模型对特种设备检测结果评估进行实时监测和预测,并通过损失函数拟合特种设备第i项第j个结果评估的预测准确系数,对反馈调优特种设备检测流程进行实时调整。The special equipment parameter monitoring model is used to monitor and predict the special equipment inspection result evaluation in real time, and the loss function is used to fit the prediction accuracy coefficient of the jth result evaluation of the i-th item of special equipment to make real-time adjustments to the feedback and tuning special equipment inspection process.

作为本发明一种特种设备检测技术管理系统的一种优选方案,其中:As a preferred solution of a special equipment detection technology management system of the present invention, wherein:

所述反馈调优单元包括数据分析与反馈、问题识别与解决和流程优化;The feedback tuning unit includes data analysis and feedback, problem identification and resolution, and process optimization;

所述检测技术管理单元包括技术评估与更新和数据选择与部署;The detection technology management unit includes technology assessment and update and data selection and deployment;

反馈调优单元通过校正权重系数,进而对特种设备检测结果评估进行校正;The feedback tuning unit corrects the evaluation of the special equipment test results by correcting the weight coefficient;

所述反馈调优单元接收特种设备检测结果评估,对特种设备检测流程进行更新,更新特种设备流程表达式如下所示:The feedback tuning unit receives the special equipment test result evaluation and updates the special equipment test process. The expression of updating the special equipment process is as follows:

其中,为更新特种设备检测流程。in, To update the special equipment inspection process.

一种特种设备检测技术管理方法,其中:A method for managing special equipment detection technology, wherein:

S1、用户登录特种设备检测技术管理系统,通过特种设备检测技术管理系统录入特种设备信息;S1. The user logs in to the special equipment detection technology management system and enters special equipment information through the special equipment detection technology management system;

S2、特种设备检测技术管理系统更新特种设备检测技术规则和检验标准;S2. Special equipment testing technology management system updates special equipment testing technology rules and inspection standards;

S3、特种设备检测技术管理系统接收用户录入特种设备信息,自动调度分配检测准则和检测任务;S3. The special equipment testing technology management system receives the special equipment information entered by the user and automatically dispatches and allocates testing criteria and testing tasks;

S4、远程分配特种设备检测任务并协助用户对特种设备进行检测检验;S4. Remotely distribute special equipment inspection tasks and assist users in inspecting and testing special equipment;

S5、特种设备检测技术管理系统通过特种设备检测过程数据和检测结果实时调整和优化特种设备检测流程和方法;S5. The special equipment testing technology management system adjusts and optimizes the special equipment testing process and methods in real time through the special equipment testing process data and test results;

S6、完成特种设备检测,并生成特种设备检验报告。S6. Complete special equipment inspection and generate special equipment inspection report.

一种计算机设备,包括:存储器,用于存储指令;处理器,用于执行所述指令,使得所述设备执行一种特种设备检测技术管理方法。A computer device includes: a memory for storing instructions; a processor for executing the instructions, so that the device executes a special equipment detection technology management method.

一种计算机可读存储介质,其上存储有计算机程序,该计算机程序被执行时,实现一种特种设备检测技术管理方法。A computer-readable storage medium stores a computer program, which, when executed, implements a special equipment detection technology management method.

本发明的有益效果:Beneficial effects of the present invention:

本发明通过设置各单元协调工作确保检测任务的高效执行和反馈。任务分析单元负责根据系统算法和用户需求分析制定检测任务,检测调配单元根据任务分析的结果进行资源调配和任务分配,而任务调度单元则接收和处理检测结果,将结果反馈给用户或其他相关系统,通过神经网络模型对特种设备检测结果进行预测,并及时调整优化检测流程,大大缩减了用户特种设备检测的时间,实现了特种设备检测结果评估分析的自动化智能化,并且本发明克服了数据安全的问题和硬件设备识别分析特种设备检测结果精度不足和稳定性不足的缺点。The present invention ensures efficient execution and feedback of detection tasks by setting up coordinated work of each unit. The task analysis unit is responsible for formulating detection tasks according to system algorithms and user demand analysis, the detection allocation unit allocates resources and assigns tasks according to the results of task analysis, and the task scheduling unit receives and processes the detection results, feeds back the results to users or other related systems, predicts the special equipment detection results through a neural network model, and timely adjusts and optimizes the detection process, greatly reducing the time for users to detect special equipment, and realizing the automation and intelligence of the evaluation and analysis of special equipment detection results. In addition, the present invention overcomes the problems of data security and the shortcomings of insufficient accuracy and stability of hardware equipment identification and analysis of special equipment detection results.

附图说明BRIEF DESCRIPTION OF THE DRAWINGS

为了更清楚地说明本发明实施例的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其它的附图。其中:In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the following briefly introduces the drawings required for describing the embodiments. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without creative labor. Among them:

图1为本发明一种特种设备检测技术管理系统的系统组成图;FIG1 is a system composition diagram of a special equipment detection technology management system of the present invention;

图2为本发明一种特种设备检测技术管理方法流程图;FIG2 is a flow chart of a special equipment detection technology management method of the present invention;

图3为本发明一种特种设备检测技术管理方法的特种设备检测过程流程图;FIG3 is a flow chart of a special equipment detection process of a special equipment detection technology management method of the present invention;

图4为特种设备参数监测模型工作流程。Figure 4 shows the workflow of the special equipment parameter monitoring model.

具体实施方式DETAILED DESCRIPTION

为使本发明的上述目的、特征和优点能够更加明显易懂,下面结合说明书附图对本发明的具体实施方式做详细的说明。In order to make the above-mentioned objects, features and advantages of the present invention more obvious and easy to understand, the specific implementation methods of the present invention are described in detail below in conjunction with the accompanying drawings.

在下面的描述中阐述了很多具体细节以便于充分理解本发明,但是本发明还可以采用其他不同于在此描述的其它方式来实施,本领域技术人员可以在不违背本发明内涵的情况下做类似推广,因此本发明不受下面公开的具体实施例的限制。In the following description, many specific details are set forth to facilitate a full understanding of the present invention, but the present invention may also be implemented in other ways different from those described herein, and those skilled in the art may make similar generalizations without violating the connotation of the present invention. Therefore, the present invention is not limited to the specific embodiments disclosed below.

其次,此处所称的“一个实施例”或“实施例”是指可包含于本发明至少一个实现方式中的特定特征、结构或特性。在本说明书中不同地方出现的“在一个实施例中”并非均指同一个实施例,也不是单独的或选择性的与其他实施例互相排斥的实施例。Secondly, the term "one embodiment" or "embodiment" as used herein refers to a specific feature, structure, or characteristic that may be included in at least one implementation of the present invention. The term "in one embodiment" that appears in different places in this specification does not necessarily refer to the same embodiment, nor does it refer to a separate or selective embodiment that is mutually exclusive with other embodiments.

实施例一:Embodiment 1:

如图1所示,一种特种设备检测技术管理系统,包括:As shown in Figure 1, a special equipment detection technology management system includes:

信息管理模块,包括用于管理和存储用户信息的用户信息单元和用于存储和管理特种设备信息的设备信息单元;An information management module, including a user information unit for managing and storing user information and an equipment information unit for storing and managing special equipment information;

其中,用户信息单元包括用户身份管理、权限管理和角色管理;Among them, the user information unit includes user identity management, authority management and role management;

进一步的,用户身份管理用于记录和管理系统中各个用户的身份信息、登录凭据和权限设置;Furthermore, user identity management is used to record and manage the identity information, login credentials and permission settings of each user in the system;

权限管理用于定义和分配用户的操作权限,确保只有授权人员可以访问和操作特定功能;Permission management is used to define and assign user operating permissions to ensure that only authorized personnel can access and operate specific functions;

角色管理用于定义不同用户角色及其权限,便于批量设置权限和管理用户组。Role management is used to define different user roles and their permissions, making it easier to set permissions and manage user groups in batches.

设备信息单元包括设备台账、状态跟踪和安全信息管理;The equipment information unit includes equipment records, status tracking, and safety information management;

进一步的,设备台账用于记录每个特种设备的详细信息,如型号、制造商、安全规格、维护历史等;Furthermore, the equipment ledger is used to record detailed information of each special equipment, such as model, manufacturer, safety specifications, maintenance history, etc.;

状态跟踪用于实时跟踪特种设备的运行状态和位置,提供设备在用、维修中或待使用的清晰视图;Status tracking is used to track the operating status and location of special equipment in real time, providing a clear view of equipment in use, under maintenance or waiting to be used;

安全信息管理用于存储设备的安全评估报告、检测数据和其他相关安全信息。Security information management is used to store security assessment reports, test data and other relevant security information of the device.

进一步的,信息管理模块主要用于整合不同来源的用户和设备数据,确保数据的一致性和完整性,并且实时更新和查询,使用户和管理人员能够及时了解到设备状态和用户活动,最终生成用户活动报告、设备状态报告以及其他管理报告,支持管理决策和审计需求。Furthermore, the information management module is mainly used to integrate user and device data from different sources, ensure data consistency and integrity, and update and query in real time, so that users and managers can promptly understand device status and user activities, and ultimately generate user activity reports, device status reports and other management reports to support management decisions and audit needs.

任务检测模块,包括用于分析和规划设备检测任务的任务分析单元、用于调度和分配检测任务和检测准则的检测调配单元和用于收集和处理检测任务数据的任务调度单元;A task detection module, including a task analysis unit for analyzing and planning equipment detection tasks, a detection deployment unit for scheduling and allocating detection tasks and detection criteria, and a task scheduling unit for collecting and processing detection task data;

其中,任务分析单元包括检测任务制定、检测任务分配和资源分配;Among them, the task analysis unit includes detection task formulation, detection task allocation and resource allocation;

进一步的,检测任务制定用于根据设备类型、使用情况和特种设备检测检验规定,制定特种设备定期的检测计划;Furthermore, the inspection task formulation is used to formulate a regular inspection plan for special equipment based on the equipment type, usage and special equipment inspection and testing regulations;

检测任务分配用于根据设备信息和风险评估,确定检测任务的优先级;Inspection task allocation is used to determine the priority of inspection tasks based on equipment information and risk assessment;

资源分配用于计划所需的人力、时间和设备资源,确保检测任务的顺利执行。Resource allocation is used to plan the required human, time and equipment resources to ensure the smooth execution of the inspection task.

检测调配单元包括任务分配、调度管理和实时调整;The detection and deployment unit includes task allocation, scheduling management and real-time adjustment;

进一步的,任务分配用于将制定好的检测计划分配给相应的设备或操作人员;Furthermore, task allocation is used to assign the prepared inspection plan to the corresponding equipment or operators;

调度管理用于协调和安排检测任务的执行时间和地点,最大化资源利用率;Scheduling management is used to coordinate and arrange the execution time and location of detection tasks to maximize resource utilization;

实时调整用于根据实际情况调整任务分配和调度安排,应对突发情况或优化执行效率。Real-time adjustment is used to adjust task allocation and scheduling arrangements according to actual conditions, respond to emergencies or optimize execution efficiency.

任务调度单元包括数据收集、异常处理和报告生成;The task scheduling unit includes data collection, exception handling, and report generation;

数据收集用于收集和记录检测任务的详细数据,包括设备状态、检测结果和任何发现的问题;Data collection is used to collect and record detailed data of the inspection task, including equipment status, inspection results and any problems found;

异常处理用于处理并记录检测的异常和问题,如设备损坏、安全隐患等;Exception handling is used to handle and record detected exceptions and problems, such as equipment damage, safety hazards, etc.

报告生成用于生成检测报告和反馈,向相关部门或管理人员提供详细的检测结果和建议;Report generation is used to generate test reports and feedback, providing detailed test results and suggestions to relevant departments or managers;

任务检测模块通过这些功能,确保特种设备按时接受必要的检测和维护,以维持设备的安全性、可靠性和合规性。这种系统化的管理方法不仅提高了设备的运行效率,还减少了潜在的安全风险和维护成本。Through these functions, the task detection module ensures that special equipment receives necessary inspections and maintenance on time to maintain the safety, reliability and compliance of the equipment. This systematic management approach not only improves the operating efficiency of the equipment, but also reduces potential safety risks and maintenance costs.

如图3所示,一种特种设备检测技术管理方法的特种设备检测过程包括,S101、用户检测特种设备,根据用户输入的特种设备型号自动分配特种设备检测准则和调取特种设备检测准则;S102、由远端设备上传检测的特种设备数据,并根据特种设备数据建立特征属性集;S103、通过正向指标对特征属性集进行归一化处理;S104、根据不同的特种设备型号,对归一化处理后的数据计算不同检测项实际检测结果的特征权重;S105、通过不同检测项检测结果的特征权重对用户的特种设备检测进行评估;S106、通过卷积神经网络对特种设备的检测结果评估进行监测和预测;S107、输出用户检测特种设备的结果并生成检测报告单;As shown in FIG3 , a special equipment detection process of a special equipment detection technology management method includes: S101, a user detects special equipment, and automatically assigns special equipment detection criteria and retrieves special equipment detection criteria according to the special equipment model input by the user; S102, the detected special equipment data is uploaded by a remote device, and a feature attribute set is established according to the special equipment data; S103, the feature attribute set is normalized by a positive indicator; S104, according to different special equipment models, the feature weights of the actual detection results of different detection items are calculated for the normalized data; S105, the user's special equipment detection is evaluated by the feature weights of the detection results of different detection items; S106, the evaluation of the detection results of special equipment is monitored and predicted by a convolutional neural network; S107, the results of the user's special equipment detection are output and a detection report is generated;

进一步的,通过准则调整,实时更新特种设备检测准则、技术标准和检测流程;Furthermore, through the adjustment of criteria, special equipment inspection criteria, technical standards and inspection processes are updated in real time;

进一步的,通过反馈调优单元,优化和修剪特种设备检测评估;Furthermore, through the feedback tuning unit, the special equipment inspection and evaluation is optimized and pruned;

进一步的,根据数据分析的结果和反馈信息,优化特种设备的检测流程;Furthermore, the inspection process of special equipment is optimized based on the results and feedback of data analysis;

检测管理模块,包括用于优化特种设备检测流程和方法的反馈调优单元,用于管理、调配和更新特种设备检测技术的检测技术管理单元;The detection management module includes a feedback tuning unit for optimizing the detection process and methods of special equipment, and a detection technology management unit for managing, deploying and updating the detection technology of special equipment;

其中,反馈调优单元包括数据分析与反馈、问题识别与解决和流程优化;Among them, the feedback tuning unit includes data analysis and feedback, problem identification and resolution, and process optimization;

数据分析与反馈用于收集和分析设备检测过程中产生的数据和反馈信息。Data analysis and feedback are used to collect and analyze data and feedback information generated during equipment testing.

采集特种设备检测结果,对检测结果进行数据处理,清洗错误和冗余的数据,并建立特种设备检测的特种设备检测项结果标签量,通过特种设备检测项结果标签量计算正向指标进行归一化处理,计算各项检测结果的权重系数,综合权重系数对特种设备检测结果进行评估。Collect special equipment inspection results, perform data processing on the inspection results, clean up erroneous and redundant data, and establish the special equipment inspection item result label quantity for special equipment inspection. Calculate the positive indicators through the special equipment inspection item result label quantity for normalization, calculate the weight coefficient of each inspection result, and evaluate the special equipment inspection results based on the comprehensive weight coefficient.

所述特种设备检测项结果标签量通过建立特种设备检测结果中的检测项的标签量,对特种设备检测项进行标注;The special equipment test item result label quantity is used to mark the special equipment test items by establishing the label quantity of the test items in the special equipment test results;

特种设备检测项结果标签量计算表达式如下所示:The calculation expression for the label quantity of special equipment inspection item results is as follows:

其中,为特种设备检测第i个检测项的第j个检测结果值,为特种设备检测第一个检测项,为特种设备检测第一个检测项的检测结果值,i为序数取1,2,3,……,n,j为序数取1,2,3,……,n,n为任意正整数;in, is the jth test result value of the i-th test item of special equipment testing, This is the first test item for special equipment testing. is the test result value of the first test item of the special equipment test, i is an ordinal number ranging from 1, 2, 3, ..., n, j is an ordinal number ranging from 1, 2, 3, ..., n, and n is an arbitrary positive integer;

第i个检测项的第j个检测结果值表示特种设备的一个检测项包含多个检测结果值,其中第i个代表特种设备中的多个检测项中的其中第i个检测项,第j个检测结果表示第i个检测项检测的第j个结果;The jth test result value of the i-th test item indicates that one test item of the special equipment contains multiple test result values, wherein the i-th value represents the i-th test item among the multiple test items in the special equipment, and the j-th test result indicates the j-th result of the i-th test item test;

为第1个检测项的第1个结果,为第2个检测项的第2个结果值,为第i个检测项中的第j个检测结果值,为第一个检测项标签量,为带有第一个检测项标签量下的第1个检测结果值; is the first result of the first test item, is the second result value of the second test item, is the jth test result value in the i-th test item, is the label quantity of the first detection item, is the first test result value with the first test item label;

通过建立正向指标对特种设备检测的特种设备检测项结果标签量进行数据统一处理,调取第i个检测项中第j个检测结果值,以特种设备检测项为数据基础,通过特种设备n次检测结果的极值计算;By establishing positive indicators, the data of the special equipment inspection item result label quantity of the special equipment inspection is uniformly processed, the jth inspection result value in the i-th inspection item is retrieved, and the extreme value calculation of the n-times inspection results of the special equipment is performed based on the special equipment inspection item;

通过计算第i项检测项中的第j个检测结果值的标准值与最小值的差与最大值和最小值的差值之间的比值,计算出正向指标,正向指标反映检测结果的离散度,若为0,则数据标准,若为非0,则说明数据有偏差,通过指标项计算偏差值;By calculating the ratio between the difference between the standard value and the minimum value of the jth test result value in the i-th test item and the difference between the maximum value and the minimum value, a positive index is calculated. The positive index reflects the dispersion of the test result. If it is 0, the data is standard. If it is non-zero, it means that the data is biased. The deviation value is calculated through the index item.

正向指标计算表达式如下所示:The forward indicator calculation expression is as follows:

其中,为正向指标计算后的特种设备检测中第i个检测项的最终结果值,为第i个检测项中的第一个检测结果值,为第i个检测项中的第j个检测结果值的最小值,第i个检测项中的第j个检测结果值的最大值,为第i个检测项中的第j个检测结果值的标准值;in, is the final result value of the i-th test item in the special equipment test after the positive index is calculated, is the first test result value in the i-th test item, is the minimum value of the jth detection result value in the i-th detection item, The maximum value of the jth test result value in the i-th test item, is the standard value of the jth test result value in the i-th test item;

通过正向指标计算后的特种设备检测的特种设备检测项结果标签量调取第i个检测项中第j个检测结果值;The special equipment inspection item result label quantity of the special equipment inspection after the positive indicator calculation retrieves the jth inspection result value in the i-th inspection item;

初始权重系数由系统预设,通过权重系数计算,对初始权重系数进行训练和更新,通过所述正向指标计算后的特种设备检测的特种设备检测项结果标签量提取熵值,并计算熵值的均值,进而得出更新初始权重系数所需的所述权重系数;The initial weight coefficient is preset by the system, and the initial weight coefficient is trained and updated through weight coefficient calculation. The entropy value is extracted from the label quantity of the special equipment detection item result of the special equipment detection after the positive indicator calculation, and the mean of the entropy value is calculated, so as to obtain the weight coefficient required for updating the initial weight coefficient;

权重系数计算表达式如下所示:The weight coefficient calculation expression is as follows:

其中,为第i项检测项检测结果权重系数值,M为特种设备检测总项数,为第i个检测项的最终结果的熵值;in, is the weight coefficient value of the test result of the i-th test item, M is the total number of special equipment test items, is the entropy value of the final result of the i-th detection item;

所述正向指标计算表达式计算特种设备检测结果,所述权重系数计算表达式计算出更新的权重系数,通过特种设备检测结果评估计算表达式评估特种设备检测结果;The positive indicator calculation expression calculates the special equipment test result, the weight coefficient calculation expression calculates the updated weight coefficient, and the special equipment test result is evaluated by the special equipment test result evaluation calculation expression;

反馈调优单元通过校正权重系数,进而对特种设备检测结果评估进行校正;The feedback tuning unit corrects the evaluation of the special equipment test results by correcting the weight coefficient;

特种设备检测结果评估计算表达式如下所示:The calculation expression for evaluating the special equipment test results is as follows:

其中,F为特种设备检测结果评估;Among them, F is the evaluation of special equipment test results;

通过特种设备检测结果评估计算,若检测结果超出预设阈值,则通过反馈调优单元对特种设备检测流程进行更新优化,若检测结果未超出阈值,则输出特种设备检测结果评估。Through the evaluation and calculation of the special equipment test results, if the test results exceed the preset threshold, the special equipment test process is updated and optimized through the feedback tuning unit. If the test results do not exceed the threshold, the special equipment test result evaluation is output.

反馈调优单元接收特种设备检测结果评估,对特种设备检测流程进行更新,更新特种设备流程表达式如下所示:The feedback tuning unit receives the evaluation of the special equipment test results and updates the special equipment test process. The expression for updating the special equipment process is as follows:

其中,为更新特种设备检测流程。in, To update the special equipment inspection process.

如图4所示,特种设备参数监测模型工作流程包括:As shown in Figure 4, the workflow of the special equipment parameter monitoring model includes:

S201、通过输入层接收特种设备检测评估结果,并对特种设备检测评估结果进行卷积运算;S201, receiving the special equipment detection and evaluation results through the input layer, and performing a convolution operation on the special equipment detection and evaluation results;

S202、通过隐藏层对特种设备检测评估结果进行特征提取,并通过池化层对卷积层的输出的特种设备检测评估结果特征进行优化;S202, extracting features of the special equipment detection and evaluation results through the hidden layer, and optimizing the features of the special equipment detection and evaluation results output by the convolution layer through the pooling layer;

S203、依照特种设备检测指标和规则对特种设备检测评估结果进行筛选;S203. Screen the special equipment inspection and evaluation results according to the special equipment inspection indicators and rules;

S204、以隐藏层提取的特征值作为输出层的输入,通过全连接层将带有权重特征值的特种设备检测结果整合成序列,输入至特种设备参数监测模型,进而完成对特种设备检测结果评估的预测;S204, using the eigenvalues extracted by the hidden layer as the input of the output layer, integrating the special equipment detection results with weighted eigenvalues into a sequence through the fully connected layer, and inputting it into the special equipment parameter monitoring model, thereby completing the prediction of the evaluation of the special equipment detection results;

进一步的,通过模型优化更新特种设备参数监测模型;Furthermore, the special equipment parameter monitoring model is updated through model optimization;

通过特种设备参数监测模型对检测结果进行实时监测和预测,模型优化用于训练模型并且更新特种设备参数监测模型参数,包括模型权重和偏差,令最小化的损失函数收敛甚至是达到最优值;The detection results are monitored and predicted in real time through the special equipment parameter monitoring model. Model optimization is used to train the model and update the parameters of the special equipment parameter monitoring model, including model weights and deviations, so that the minimized loss function converges or even reaches the optimal value.

通过特种设备参数监测模型对特种设备检测结果评估进行实时监测和预测,并通过损失函数拟合特种设备第i个检测项的检测结果评估的预测准确系数,对反馈调优特种设备检测流程进行实时调整,实现检测结果评估智能化和检测流程实时调整。The special equipment parameter monitoring model is used to monitor and predict the special equipment test result evaluation in real time, and the loss function is used to fit the prediction accuracy coefficient of the test result evaluation of the i-th test item of the special equipment. The feedback and tuning of the special equipment test process is adjusted in real time to achieve intelligent test result evaluation and real-time adjustment of the test process.

问题识别与解决用于识别检测流程中可能出现的问题和瓶颈,并提出改进建议;Problem identification and resolution is used to identify possible problems and bottlenecks in the testing process and to make suggestions for improvement;

流程优化用于根据数据分析的结果和反馈信息,优化特种设备的检测流程,以提高效率和准确性;Process optimization is used to optimize the inspection process of special equipment based on the results and feedback of data analysis to improve efficiency and accuracy;

检测技术管理单元包括技术评估与更新和数据选择与部署;The detection technology management unit includes technology assessment and updating and data selection and deployment;

技术评估与更新用于管理和评估现有的检测技术,确保其符合最新的法规和技术标准;Technology assessment and update is used to manage and evaluate existing testing technologies to ensure they comply with the latest regulations and technical standards;

技术选择与部署用于根据特种设备的类型和要求,选择合适的检测技术,并进行部署和调配;Technology selection and deployment is used to select appropriate detection technology according to the type and requirements of special equipment, and to deploy and adjust it;

合规管理模块,包括用于管理和存储特种设备检验报告的检验报告检验单元和用于管理和更新技术规则和检验标准的检验技术规则管理单元;A compliance management module, including an inspection report inspection unit for managing and storing special equipment inspection reports and an inspection technical rule management unit for managing and updating technical rules and inspection standards;

检验报告检验单元包括报告接收与存储、报告分析与审查、报告归档与检索和报告通知与反馈;The inspection report inspection unit includes report reception and storage, report analysis and review, report filing and retrieval, and report notification and feedback;

报告接收与存储用于负责接收、存储和管理特种设备的检验报告和检验单;Report receiving and storage is responsible for receiving, storing and managing inspection reports and inspection sheets of special equipment;

报告分析与审查用于对接收到的检验报告进行分析和审查,确保其完整性和准确性;Report analysis and review is used to analyze and review the received inspection reports to ensure their completeness and accuracy;

报告归档与检索用于将审核通过的检验报告进行归档,并建立便捷的检索系统,以便随时查询历史检验记录;Report archiving and retrieval is used to archive the approved inspection reports and establish a convenient retrieval system to query historical inspection records at any time;

报告通知与反馈用于向相关部门或管理人员发送必要的报告通知和反馈,确保相关人员了解设备的检验情况;Report notification and feedback are used to send necessary report notification and feedback to relevant departments or managers to ensure that relevant personnel understand the inspection status of the equipment;

检验技术规则管理单元包括技术规则更新与管理和规则部署与实施;The inspection technical rules management unit includes technical rule updating and management and rule deployment and implementation;

技术规则更新与管理用于管理和更新特种设备的检验技术规则和标准,确保其符合最新的法规和技术要求;Technical rule updating and management is used to manage and update the inspection technical rules and standards for special equipment to ensure that they comply with the latest regulations and technical requirements;

规则部署与实施用于根据设备类型和使用情况,选择适用的检验技术规则,并在系统中进行有效的部署和实施。Rule deployment and implementation are used to select applicable inspection technology rules based on equipment type and usage, and to effectively deploy and implement them in the system.

安全预警模块,用于分析和监测特种设备检测安全的安全单元;Safety early warning module, a safety unit used to analyze and monitor the safety of special equipment detection;

其中,安全预警模块包括安全分析与监测、安全管理与响应和安全优化;Among them, the security early warning module includes security analysis and monitoring, security management and response, and security optimization;

进一步的,安全分析与监测用于实时收集特种设备检测过程中的检测数据,通过数据分析技术,对设备检测过程中的安全情况进行分析和评估,识别潜在的安全风险和问题,并设定的特种设备检测模型,对检测异常情况进行识别并生成安全预警,如设备运行异常、检测数据异常等;Furthermore, safety analysis and monitoring is used to collect the detection data of special equipment in real time during the detection process. Through data analysis technology, the safety situation in the equipment detection process is analyzed and evaluated, potential safety risks and problems are identified, and the special equipment detection model is set to identify abnormal detection situations and generate safety warnings, such as abnormal equipment operation, abnormal detection data, etc.;

检测数据包括设备运行状态、检测结果等。The test data includes equipment operating status, test results, etc.

报表统计模块,包括用于生成特种设备检验报告的生成报表单元和用于分析特种设备检验结果的数据源分析单元;A report statistics module, including a report generation unit for generating a special equipment inspection report and a data source analysis unit for analyzing special equipment inspection results;

生成报表单元用于生成特种设备检验报告,将检验结果以报表的形式呈现出来,以便于管理和审阅,定义不同类型的检验报告格式,包括表格、图表、统计图等形式,将特种设备的检验数据填充到相应的报表格式中,其中允许用户根据需要选择特定的数据字段和展示方式,以定制化报表内容,并自动化生成报表,根据预设的时间或事件触发,生成最新的检验报告。The report generation unit is used to generate special equipment inspection reports and present the inspection results in the form of reports for easy management and review. Different types of inspection report formats are defined, including tables, charts, statistical charts, etc. The inspection data of special equipment is filled into the corresponding report format, which allows users to select specific data fields and display methods as needed to customize the report content and automatically generate reports. The latest inspection report is generated according to the preset time or event trigger.

数据源分析单元用于展示分析后特种设备检验结果的数据源,通过数据挖掘和大数据模型,帮助用户更深入地理解检验数据背后的信息和趋势。The data source analysis unit is used to display the data source of the special equipment inspection results after analysis. Through data mining and big data models, it helps users to have a deeper understanding of the information and trends behind the inspection data.

通过数据挖掘用于识别和报告特种设备检验结果中的异常或异常模式,帮助及早发现潜在的问题;Data mining is used to identify and report anomalies or abnormal patterns in special equipment inspection results, helping to detect potential problems early;

大数据模型用于从存储的检验数据中提取、聚合和过滤信息,分析特种设备检验的历史数据,识别可能的趋势和变化,如设备性能的改善或恶化。Big data models are used to extract, aggregate and filter information from stored inspection data, analyze historical data of special equipment inspections, and identify possible trends and changes, such as improvement or deterioration of equipment performance.

通过图表、统计图等形式将分析结果直观地展示,帮助用户快速理解数据背后的含义。The analysis results are intuitively displayed in the form of charts, statistical graphs, etc., helping users quickly understand the meaning behind the data.

实施例二:Embodiment 2:

如图2所示,一种特种设备检测技术管理方法,包括,As shown in FIG2 , a special equipment detection technology management method includes:

S1、用户登录特种设备检测技术管理系统,通过特种设备检测技术管理系统录入特种设备信息;S1. The user logs in to the special equipment detection technology management system and enters special equipment information through the special equipment detection technology management system;

S2、特种设备检测技术管理系统更新特种设备检测技术规则和检验标准;S2. Special equipment testing technology management system updates special equipment testing technology rules and inspection standards;

S3、特种设备检测技术管理系统接收用户录入特种设备信息,自动调度分配检测准则和检测任务;S3. The special equipment testing technology management system receives the special equipment information entered by the user and automatically dispatches and allocates testing criteria and testing tasks;

S4、远程分配特种设备检测任务并协助用户对特种设备进行检测检验;S4. Remotely distribute special equipment inspection tasks and assist users in inspecting and testing special equipment;

S5、特种设备检测技术管理系统通过特种设备检测过程数据和检测结果实时调整和优化特种设备检测流程和方法;S5. The special equipment testing technology management system adjusts and optimizes the special equipment testing process and methods in real time through the special equipment testing process data and test results;

S6、完成特种设备检测,并生成特种设备检验报告。S6. Complete special equipment inspection and generate special equipment inspection report.

重要的是,应注意,在多个不同示例性实施方案中示出的本申请的构造和布置仅是例示性的。尽管在此公开内容中仅详细描述了两个实施方案,但参阅此公开内容的人员应容易理解,在实质上不偏离该申请中所描述的主题的新颖教导和优点的前提下,许多改型是可能的例如,各种元件的尺寸、尺度、结构、形状和比例、以及参数值(例如,温度、压力等)、安装布置、材料的使用、颜色、定向的变化等。例如,示出为整体成形的元件可以由多个部分或元件构成,元件的位置可被倒置或以其它方式改变,并且分立元件的性质或数目或位置可被更改或改变。因此,所有这样的改型旨在被包含在本发明的范围内。可以根据替代的实施方案改变或重新排序任何过程或方法步骤的次序或顺序。任何“装置加功能”的条款都旨在覆盖在本文中所描述的执行功能的结构,且不仅是结构等同而且还是等同结构。在不背离本发明的范围的前提下,可以在示例性实施方案的设计、运行状况和布置中做出其他替换、改型、改变和省略。因此,本发明不限制于特定的实施方案,而是扩展至仍落在所附的权利要求书的范围内的多种改型。Importantly, it should be noted that the construction and arrangement of the present application shown in a plurality of different exemplary embodiments are only exemplary. Although only two embodiments are described in detail in this disclosure, it should be readily understood by those who refer to this disclosure that many modifications are possible, for example, the size, scale, structure, shape and ratio of various elements, and parameter values (e.g., temperature, pressure, etc.), installation arrangement, use of materials, color, directional changes, etc., without substantially departing from the novel teachings and advantages of the subject matter described in the application. For example, the element shown as integrally formed can be composed of multiple parts or elements, the position of the element can be inverted or otherwise changed, and the nature or number or position of the discrete element can be changed or changed. Therefore, all such modifications are intended to be included in the scope of the present invention. The order or sequence of any process or method steps can be changed or reordered according to alternative embodiments. Any "device plus function" clause is intended to cover the structure of the execution function described in this article, and is not only structurally equivalent but also equivalent structure. Without departing from the scope of the present invention, other replacements, modifications, changes and omissions can be made in the design, operating conditions and arrangement of the exemplary embodiment. Therefore, the invention is not limited to a specific embodiment, but extends to numerous modifications still falling within the scope of the appended claims.

此外,为了提供示例性实施方案的简练描述,可以不描述实际实施方案的所有特征(即,与当前考虑的执行本发明的最佳模式不相关的那些特征,或与实现本发明不相关的那些特征)。Additionally, in order to provide a concise description of exemplary embodiments, all features of an actual embodiment may not be described (ie, those features that are not relevant to the best mode presently contemplated for carrying out the invention or those features that are not relevant to implementing the invention).

应理解的是,在任何实际实施方式的开发过程中,如在任何工程或设计项目中,可做出大量的具体实施方式决定。这样的开发努力可能是复杂的且耗时的,但对于那些得益于此公开内容的普通技术人员来说,不需要过多实验,开发努力将是一个设计、制造和生产的常规工作。It should be understood that in the development of any actual implementation, as in any engineering or design project, numerous implementation-specific decisions may be made. Such a development effort may be complex and time-consuming, but for those of ordinary skill having the benefit of this disclosure, the development effort will be a routine task of design, fabrication, and production without undue experimentation.

应说明的是,以上实施例仅用以说明本发明的技术方案而非限制,尽管参照较佳实施例对本发明进行了详细说明,本领域的普通技术人员应当理解,可以对本发明的技术方案进行修改或者等同替换,而不脱离本发明技术方案的精神和范围,其均应涵盖在本发明的权利要求范围当中。It should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention rather than to limit it. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical solutions of the present invention may be modified or replaced by equivalents without departing from the spirit and scope of the technical solutions of the present invention, which should all be included in the scope of the claims of the present invention.

Claims (10)

1. A special equipment detection technology management system is characterized in that: comprising the following steps:
The information management module comprises a user information unit for managing and storing user information and a device information unit for storing and managing special device information;
The task detection module comprises a task analysis unit for analyzing and planning detection tasks of equipment, a detection allocation unit for dispatching and distributing the detection tasks and detection criteria, and a task dispatching unit for collecting and processing detection task data;
the detection management module comprises a feedback optimizing unit for optimizing the detection flow and method of the special equipment and a detection technology management unit for managing, deploying and updating the detection technology of the special equipment.
2. The special equipment detection technology management system according to claim 1, wherein:
the task analysis unit comprises detection task formulation, detection task allocation and resource allocation;
the detection task is formulated to be used for formulating a periodic detection plan of the special equipment according to the equipment type, the service condition and the special equipment detection and inspection rule;
The detection task is distributed to determine the priority of the detection task according to the equipment information and the risk assessment;
the detection allocation unit comprises task allocation, scheduling management and real-time adjustment;
The task scheduling unit includes data collection, exception handling, and report generation.
3. The special equipment detection technology management system according to claim 2, wherein: further comprises:
The inspection report management unit comprises report receiving and storing, report analyzing and examining, report archiving and retrieving and report notifying and feeding back;
Collecting special equipment detection results, performing data processing on the detection results, cleaning error and redundant data, establishing the special equipment detection item result label quantity of the special equipment detection, performing normalization processing on forward indexes by calculating the special equipment detection item result label quantity, calculating weight coefficients of all detection results, and evaluating the special equipment detection results by comprehensive weight coefficients;
and the label quantity of the result of the special equipment detection item marks the special equipment detection item by establishing the label quantity of the detection item in the special equipment detection result.
4. A special equipment detection technology management system according to claim 3, wherein:
The special equipment detection item result label quantity calculation expression is as follows:
Wherein, The j-th detection result of the i-th detection item is detected for the special equipment,The first detection item is detected for the special device,Detecting a detection result value of a first detection item for special equipment, wherein i is ordinal number 1,2,3, … …, n, j is ordinal number 1,2,3, … …, n, n is any positive integer;
Carrying out data unified processing on the result label quantity of the special equipment detection item detected by the special equipment by establishing a forward index, calling the j detection result value in the i detection item, using the special equipment detection item as a data base, and calculating the extreme value of the n detection results of the special equipment;
The forward index calculation expression is as follows:
Wherein, The final result value of the i-th detection item in the special equipment detection after the forward index calculation,For the first test result value in the ith test item,Is the minimum value of the j-th detection result value in the i-th detection item,The maximum value of the j-th detection result value in the i-th detection item,Is the standard value of the j-th detection result value in the i-th detection item.
5. The special equipment detection technology management system according to claim 4, wherein:
The method comprises the steps that an initial weight coefficient is preset by a system, training and updating are carried out on the initial weight coefficient through weight coefficient calculation, an entropy value is extracted through the special equipment detection item result label quantity detected by special equipment after forward direction index calculation, and the average value of the entropy value is calculated, so that the weight coefficient required for updating the initial weight coefficient is obtained;
the weight coefficient calculation expression is as follows:
Wherein, The weight coefficient value of the detection result is the i-th detection item, M is the total number of detection items of special equipment,The entropy value of the final result of the i-th detection item.
6. The special equipment detection technology management system according to claim 5, wherein:
The forward index calculation expression calculates a special equipment detection result, the weight coefficient calculation expression calculates an updated weight coefficient, and the special equipment detection result is evaluated through the special equipment detection result evaluation calculation expression;
The special equipment detection result evaluation calculation expression is as follows:
F is the evaluation of the detection result of the special equipment;
The special equipment detection result evaluation calculation is carried out, if the detection result exceeds a preset threshold value, the special equipment detection flow is updated and optimized through a feedback optimization unit, and if the detection result does not exceed the threshold value, the special equipment detection result evaluation is output;
And carrying out real-time monitoring and prediction on the detection result evaluation of the special equipment through the special equipment parameter monitoring model, fitting a prediction accuracy coefficient of the detection result evaluation of the ith detection item of the special equipment through a loss function, and carrying out real-time adjustment on the detection flow of the feedback-tuning special equipment.
7. The special equipment detection technology management system according to claim 6, wherein:
The feedback optimizing unit comprises data analysis and feedback, problem identification and solution and flow optimization;
the detection technology management unit comprises technology evaluation, updating, data selection and deployment;
The feedback optimization unit corrects the detection result evaluation of the special equipment through correcting the weight coefficient;
the feedback optimization unit receives the detection result evaluation of the special equipment, updates the detection flow of the special equipment, and updates the flow expression of the special equipment as follows:
Wherein, To update the detection flow of special equipment.
8. A special equipment detection technology management method for implementing the special equipment detection technology management system as set forth in any one of claims 1 to 7, characterized in that: comprising the steps of (a) a step of,
S1, a user logs in a special equipment detection technology management system, and special equipment information is logged in through the special equipment detection technology management system;
S2, a special equipment detection technology management system updates special equipment detection technology rules and inspection standards;
s3, the special equipment detection technology management system receives special equipment information input by a user, and automatically schedules and distributes detection criteria and detection tasks;
S4, remote allocation of special equipment detection tasks and assistance of a user to detect and test the special equipment;
s5, the special equipment detection technology management system adjusts and optimizes the special equipment detection flow and method in real time through the special equipment detection process data and detection results;
s6, finishing special equipment detection and generating a special equipment inspection report.
9. A computer device, characterized by: comprising the following steps:
a memory for storing instructions;
a processor configured to execute the instructions, and cause the device to perform a special device detection technology management method as set forth in claim 8.
10. A computer-readable storage medium having stored thereon a computer program, characterized by: the computer program, when executed, implements a special equipment detection technique management method as set forth in claim 8.
CN202411291880.2A 2024-09-14 2024-09-14 A special equipment detection technology management system and method Pending CN118798860A (en)

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