CN110060182A - Tourist image design method for tracing, device, computer equipment and storage medium - Google Patents
Tourist image design method for tracing, device, computer equipment and storage medium Download PDFInfo
- Publication number
- CN110060182A CN110060182A CN201910200332.7A CN201910200332A CN110060182A CN 110060182 A CN110060182 A CN 110060182A CN 201910200332 A CN201910200332 A CN 201910200332A CN 110060182 A CN110060182 A CN 110060182A
- Authority
- CN
- China
- Prior art keywords
- tourist
- tourism
- behavior
- human body
- original
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000000034 method Methods 0.000 title claims abstract description 49
- 238000013461 design Methods 0.000 title claims abstract description 45
- 230000006399 behavior Effects 0.000 claims abstract description 128
- 230000003542 behavioural effect Effects 0.000 claims description 21
- 241000208340 Araliaceae Species 0.000 claims description 9
- 235000005035 Panax pseudoginseng ssp. pseudoginseng Nutrition 0.000 claims description 9
- 235000003140 Panax quinquefolius Nutrition 0.000 claims description 9
- 235000008434 ginseng Nutrition 0.000 claims description 9
- 238000012937 correction Methods 0.000 claims description 6
- 230000006872 improvement Effects 0.000 claims description 6
- 230000007246 mechanism Effects 0.000 claims description 5
- 230000009471 action Effects 0.000 claims description 4
- 238000004364 calculation method Methods 0.000 claims description 3
- 238000012216 screening Methods 0.000 claims description 3
- 230000007704 transition Effects 0.000 claims description 3
- 238000004458 analytical method Methods 0.000 abstract description 2
- 230000008569 process Effects 0.000 description 12
- 230000008901 benefit Effects 0.000 description 3
- 230000008859 change Effects 0.000 description 2
- 238000013136 deep learning model Methods 0.000 description 2
- 238000001514 detection method Methods 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 230000011218 segmentation Effects 0.000 description 2
- 241000931705 Cicada Species 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 230000018109 developmental process Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 230000006870 function Effects 0.000 description 1
- 239000003550 marker Substances 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/29—Geographical information databases
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/22—Matching criteria, e.g. proximity measures
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/10—Services
- G06Q50/14—Travel agencies
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Business, Economics & Management (AREA)
- Physics & Mathematics (AREA)
- Tourism & Hospitality (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Databases & Information Systems (AREA)
- Marketing (AREA)
- Life Sciences & Earth Sciences (AREA)
- Strategic Management (AREA)
- Primary Health Care (AREA)
- Human Resources & Organizations (AREA)
- General Health & Medical Sciences (AREA)
- Remote Sensing (AREA)
- Economics (AREA)
- Health & Medical Sciences (AREA)
- General Business, Economics & Management (AREA)
- Artificial Intelligence (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Biology (AREA)
- Evolutionary Computation (AREA)
- Navigation (AREA)
Abstract
This application involves user behavior analysis technical field more particularly to a kind of tourist image design method for tracing, device, computer equipment and storage mediums, comprising: obtains tourist famous-city, tourism departure place and departure time, establishes tourism track route；The reference information for obtaining the tourist famous-city establishes original tourism route planning chart；The acquisition node to be modified of several acquisition tourist's human body behaviors is set；The characteristic parameter in the original tourism route planning chart is obtained, practical tourism route is obtained；Actual acquisition node is obtained after being modified according to practical tourism route to the acquisition node to be modified, the human body behavior for collecting the tourist is compared with criterion behavior template, determines the home type of the human body behavior of the tourist.The application effectively has recorded the tourist image design of tourist, and effective supervision of uncivil behavior when carrying out tour itineraries recommendation to it according to the tourist image design of tourist convenient for scenic spot, and going sight-seeing to tourist provides reference frame.
Description
Technical field
This application involves user behavior analysis technical field more particularly to a kind of tourist image design method for tracing, device, calculating
Machine equipment and storage medium.
Background technique
With the rapid raising of economic development, national social life is also more and more abundant, and tourism is also got in today's society
Come more popular." tourism " is well understood from word meaning." trip " is travelling, is gone out, in order to realize a certain purpose and spatially
From first to the traveling process on second ground；" trip " is to go out for an excursion, go sightseeing, entertaining, and as reaches travelling made by these purposes.
Currently, have the software of various record tour schedules, such as cicada travel notes, Baidu map and Amap in the market, this
A little softwares mainly record the sight spot image that tourist goes sight-seeing, and reach the time at each sight spot.
But for tourist, specific behavior lacks record in tourism, and tourist can not be made to fill when sharing tourism log
Point show tourism state, while also lack to tourist scenic spot uncivil behavior monitoring.
Summary of the invention
Based on this, it is necessary to aiming at the problem that tourist cannot sufficiently record visit behavior in tourism process, provide one kind
Tourist image design method for tracing, device, computer equipment and storage medium.
A kind of tourist image design method for tracing, includes the following steps:
Tourist famous-city, tourism departure place and departure time are obtained, tourism track route is established；
The reference information for obtaining the tourist famous-city, according to described referring to information, the tourism departure place and described
Departure time establishes original tourism route planning chart, and according to the original tourism route planning chart, several acquisition tourist people are arranged
The acquisition node to be modified of body behavior；
The characteristic parameter in the original tourism route planning chart is obtained, according to the characteristic parameter by the original tourism
Route planning figure is divided into several nonoverlapping rectangular areas；
Actual characteristic parameter of the tourist in actually walking in the rectangular area is obtained, according in the rectangular area
Actual characteristic parameter is modified the characteristic parameter of corresponding road section in the original tourism route planning chart, obtains practical tourism
Route；
Actual acquisition node is obtained after being modified according to practical tourism route to the acquisition node to be modified, described
Actual acquisition node acquires the human body behavior of the tourist, by collect the tourist human body behavior and criterion behavior template into
Row compares, and determines the home type of the human body behavior of the tourist.
In a wherein possible embodiment, the acquisition tourist famous-city, tourism departure place and departure time, build
Vertical tourism track route, comprising:
Obtain tourist famous-city, tourism departure place and departure time；
According to the tourist famous-city and the tourism departure place, establish from the tourism departure place to the tourism purpose
Several feasible track routes on ground；
According to the departure time, best tourism track route is extracted from the feasible track route.
In a wherein possible embodiment, the reference information for obtaining the tourist famous-city, according to the ginseng
According to information, the tourism departure place and the departure time, original tourism route planning chart is established, according to the original tourism
The acquisition node to be modified of several acquisition tourist's human body behaviors is arranged in route planning figure, comprising:
It is corresponding referring to information that the tourist famous-city is extracted from preset scene types attribute list；
According to described referring to information, sight spot and residence time are recommended in setting on the walking route；
The original trip is obtained after screening according to the departure time to the recommendation sight spot and the residence time
Swim route planning figure；
According to the recommendation scenic spot location information in the original tourism route planning chart, several acquisition tourist human body rows are set
For acquisition node.
In a wherein possible embodiment, the characteristic parameter obtained in the original tourism route planning chart,
The original tourism route planning chart is divided into several nonoverlapping rectangular areas according to the characteristic parameter, comprising:
Extract each of original tourism route planning chart digital information, according in front of the digital information or
The text information at rear determines the characteristic type of each digital information；
The original tourism route planning chart is divided into according to the characteristic type of the digital information several nonoverlapping
Rectangular area makes the digital information in each rectangular area belong to same characteristic type.
In a wherein possible embodiment, the reality for obtaining tourist in actually walking in the rectangular area
Characteristic parameter, according to the actual characteristic parameter in the rectangular area to corresponding road section in the original tourism route planning chart
Characteristic parameter is modified, and obtains practical tourism route, comprising:
The each rectangular area corresponding geographical location information of the tourist in actually walking is obtained, according to the geography
Location information is modified the characteristic parameter in the rectangular area, obtains the feature ginseng of revised each rectangular area
Number；
The characteristic parameter of revised each rectangular area is obtained, is inquired all in the original tourism route planning chart
Whether the characteristic parameter of rectangular area is acquired, if so, the feature for obtaining revised each rectangular area is joined
The corresponding track route of number is combined into practical tourism route and is saved；If it is not, then reacquiring tourist in actually walking
The corresponding geographical location information in each rectangular area.
It is described that the acquisition node to be modified is carried out according to practical tourism route in a wherein possible embodiment
Actual acquisition node is obtained after amendment, acquires the human body behavior of the tourist in the actual acquisition node, will be collected described
The human body behavior of tourist is compared with criterion behavior template, determines the home type of the human body behavior of the tourist, comprising:
The timing node for reaching each sight spot is extracted from the practical tourism route, reaches each sight spot according to described
Timing node correct the acquisition node and obtain the actual acquisition node；
When the actual acquisition node arrives, the behavioural characteristic of tourist's human body behavior image is obtained, by the row
It is characterized to be added in preset characteristic sequence and obtains improving characteristic sequence, by the improvement characteristic sequence and criterion behavior template
The result of presorting of the visitor behavior is obtained after being compared；
Enter after ginseng is modified into error correction model the result of presorting to obtain the final of tourist's human body behavior
Home type.
It is described when the actual acquisition node arrives in a wherein possible embodiment, obtain the tourist people
The behavioural characteristic is added in preset characteristic sequence and obtains improving characteristic sequence by the behavioural characteristic of body behavior image, will
The improvement characteristic sequence obtains the result of presorting of the visitor behavior after being compared with criterion behavior template, comprising:
The behavioural characteristic for obtaining tourist's human body behavior image, according to the time of tourist's human body behavior video generation
Sequentially, it is added in human body behavioural characteristic time series；
Using dynamic time warping algorithm DTW to the human body behavioral sequence with it is specific in preset behaviour template
Behavior sequence is matched, and is calculated between the two based on the matching probability of chi-Square measure, calculation formula is as follows:
In formula:For matching probability value,For template matching probability value, M (β, α) is action mode β and movement
Transition probability value between mode α, k are the acquisition moment；
If the matching probability value is greater than matching threshold, the visitor behavior is classified as one in preset behaviour template
Otherwise class is not classified as one kind.
A kind of tourist image design follow-up mechanism, including following module:
Route establishes module, is set as obtaining tourist famous-city, tourism departure place and departure time, establishes tourism walking
Route；
It plans module, is set as obtaining the reference information of the tourist famous-city, according to described referring to information, the trip
Departure place and the departure time are swum, original tourism route planning chart is established, according to the original tourism route planning chart, if
Set the acquisition node to be modified of several acquisition tourist's human body behaviors；
Region division module is set as obtaining the characteristic parameter in the original tourism route planning chart, according to the spy
It levies parameter and the original tourism route planning chart is divided into several nonoverlapping rectangular areas；
Route establishes module, is set as obtaining actual characteristic parameter of the tourist in actually walking in the rectangular area,
According to the actual characteristic parameter in the rectangular area to the characteristic parameter of corresponding road section in the original tourism route planning chart
It is modified, obtains practical tourism route；
Behavior belongs to module, is set as obtaining after being modified the acquisition node to be modified according to practical tourism route
Actual acquisition node acquires the human body behavior of the tourist in the actual acquisition node, will collect the human body of the tourist
Behavior is compared with criterion behavior template, determines the home type of the human body behavior of the tourist.
A kind of computer equipment, including memory and processor are stored with computer-readable instruction in the memory, institute
When stating computer-readable instruction and being executed by the processor, so that the processor executes the step of above-mentioned tourist image design method for tracing
Suddenly.
A kind of storage medium being stored with computer-readable instruction, the computer-readable instruction are handled by one or more
When device executes, so that the step of one or more processors execute above-mentioned tourist image design method for tracing.
Compared with current mechanism, in the application, by making rational planning for tourism route, and trip is set on tourist attractions
The node of objective tourist image design acquisition, has recorded tourist in each class behavior of tourist attractions.It is carried out by the tour to tourist
Precisely the acquisition node of setting acquisition visitor behavior is convenient for effectively have recorded the tourist image design of tourist after making rational planning for
Scenic spot carries out tour itineraries recommendation to it according to the tourist image design of tourist, and uncivil behavior when going sight-seeing to tourist is accomplished
Effectively supervision.In addition, by making rational planning for tourism route, so that the travel time of tourist has been saved, thus preferably
Appreciate the landscape at sight spot.It is divided by the attribute to tourist famous-city, is preferably arranged according to tourist demand and recommends sight spot
And the residence time.
Detailed description of the invention
By reading the following detailed description of the preferred embodiment, various other advantages and benefits are common for this field
Technical staff will become clear.The drawings are only for the purpose of illustrating a preferred embodiment, and is not considered as to the application
Limitation.
Fig. 1 is a kind of overall flow figure of the tourist image design method for tracing of the application in one embodiment；
Fig. 2 is the route establishment process signal in a kind of tourist image design method for tracing of the application in one embodiment
Figure；
Fig. 3 is the planning chart generating process signal in a kind of tourist image design method for tracing of the application in one embodiment
Figure；
Fig. 4 is the region division process signal in a kind of tourist image design method for tracing of the application in one embodiment
Figure；
Fig. 5 is the route elaboration process signal in a kind of tourist image design method for tracing of the application in one embodiment
Figure；
Fig. 6 is that the behavior in a kind of tourist image design method for tracing of the application in one embodiment belongs to process signal
Figure；
Fig. 7 is a kind of structure chart of the tourist image design follow-up mechanism of the application in one embodiment.
Specific embodiment
It is with reference to the accompanying drawings and embodiments, right in order to which the objects, technical solutions and advantages of the application are more clearly understood
The application is further elaborated.It should be appreciated that specific embodiment described herein is only used to explain the application, and
It is not used in restriction the application.
Those skilled in the art of the present technique are appreciated that unless expressly stated, singular " one " used herein, " one
It is a ", " described " and "the" may also comprise plural form.It is to be further understood that being arranged used in the description of the present application
Diction " comprising " refer to that there are the feature, integer, step, operation, element and/or component, but it is not excluded that in the presence of or addition
Other one or more features, integer, step, operation, element, component and/or their group.
Fig. 1 is a kind of overall flow figure of the tourist image design method for tracing of the application in one embodiment, such as Fig. 1 institute
Show, a kind of tourist image design method for tracing, comprising the following steps:
S1 obtains tourist famous-city, tourism departure place and departure time, establishes tourism track route；
Specifically, sending travel information acquisition instructions to user terminal, receives the tourist famous-city of user terminal input, travels out
Hair ground and departure time then send to the user terminal if the tourist famous-city can not be gone sight-seeing in the departure time
The information that please reselect tourism scheme can not be browsed.It is pre- according to tourist famous-city, tourism departure place and departure time application
The historical data of imputation method or function passenger travel obtains optimal tourism track route.
Wherein, preset algorithm can be shortest path first in the prior art.
S2 obtains the reference information of the tourist famous-city, according to described referring to information, the tourism departure place and institute
The departure time is stated, original tourism route planning chart is established, according to the original tourism route planning chart, several acquisition tourists are set
The acquisition node to be modified of human body behavior；
Specifically, referring to there is a few place sight spots in tourist famous-city referring to information, each sight spot is in tourist famous-city
More specific location information, tourist from first sight spot to the second sight spot time to be spent, by these information enter ginseng to mind
The original tourism route planning chart is obtained after being calculated in network model.Then acquisition tourist is set at each sight spot
The acquisition node of behavior.
S3 obtains the characteristic parameter in the original tourism route planning chart, will be described original according to the characteristic parameter
Tourism route planning chart is divided into several nonoverlapping rectangular areas；
Specifically, the characteristic parameter refers to that the length of route, height above sea level etc. react original tourism planning figure mesorelief
The parameter of geomorphology information.For example, centre needs to walk 4 tunnels from departure place A to destination B, then according to tunnel starting point or
Terminal carries out original tourism route planning chart to be divided into 4 regions.
S4 obtains actual characteristic parameter of the tourist in actually walking in the rectangular area, according to the rectangular area
Interior actual characteristic parameter is modified the characteristic parameter of corresponding road section in the original tourism route planning chart, obtains reality
Tourism route；
Specifically, the acquisition of actual parameter can use GPS positioning technology or LBS technology, the real-time walking to tourist
Route is tracked.Modified mode can use the route and original tourism planning when error correction model, i.e. practical walking
Whether the deviation of the route in figure is greater than error threshold, and if more than error threshold, then application error correction model is modified, no
It does not correct then.
S5 obtains actual acquisition node after being modified according to practical tourism route to the acquisition node to be modified,
The actual acquisition node acquires the human body behavior of the tourist, will collect human body behavior and the criterion behavior mould of the tourist
Plate is compared, and determines the home type of the human body behavior of the tourist.
Wherein, the acquisition of human body behavior can be by the way of human body critical point detection, and human body critical point detection is in people
18 key points are set out on body, these key points correspond to the major joint of human body, when human body generation activity, these joints
Angle change can occur, according to angle change and then obtain the behavior state of human body.
Collected using video acquisition devices such as digital cameras enter after the human body behavior of tourist ginseng to deep learning model with
The human body behavior belonging kinds of tourist can be obtained in criterion behavior template after being compared.
The present embodiment, the precisely acquisition of setting acquisition visitor behavior after being made rational planning for by the tour to tourist
Node carries out tourism item to it according to the tourist image design of tourist convenient for scenic spot to effectively have recorded the tourist image design of tourist
Mesh recommend, and to tourist go sight-seeing when uncivil behavior accomplished effective supervision.
Fig. 2 is the route establishment process signal in a kind of tourist image design method for tracing of the application in one embodiment
Figure establishes tourism track route, packet as shown, the S1, obtains tourist famous-city, tourism departure place and departure time
It includes:
S101, tourist famous-city, tourism departure place and departure time are obtained；
S102, according to the tourist famous-city and the tourism departure place, establish from the tourism departure place to the trip
Swim several feasible track routes of destination；
Specifically, being taken out from the historical data stored in database according to the tourist famous-city of user terminal input, departure place
It takes the departure place to reach all track routes of tourist famous-city, outbound path shortest 5 is screened from all track routes
Track route is as feasible track route.
S103, according to the departure time, best tourism track route is extracted from the feasible track route.
Specifically, extracting tourism departure place from the historical data stored in database according to the departure time and reaching
The shortest time of first tourist famous-city obtains the shortest time corresponding walking path and walking tool；Successively obtain
First tourist famous-city to the second tourist famous-city, the segmentation shortest time of the second tourist famous-city to final tourist famous-city,
According to the segmentation shortest time corresponding walking path and walking tool, the best track route of each section of splicing is obtained most
Good tourism track route and the walking tool of each section of use.
The present embodiment, by making rational planning for tourism route, so that the travel time of tourist has been saved, thus more preferably
Appreciation sight spot landscape.
Fig. 3 is the planning chart generating process signal in a kind of tourist image design method for tracing of the application in one embodiment
Figure, as shown, the S2, obtains reference the information of the tourist famous-city, according to it is described referring to information, described travel set out
Ground and the departure time establish original tourism route planning chart, according to the original tourism route planning chart, are arranged several
Acquire the acquisition node to be modified of tourist's human body behavior, comprising:
S201, the corresponding reference information of the tourist famous-city is extracted from preset scene types attribute list；
Specifically, application structure query language SQL carries out keyword retrieval, retrieval to the preset scenic spot classification chart
The category attribute label of at least one destination out；The category attribute label is entered ginseng to carry out into deep learning model
Ballot, the reference information of the destination is determined according to voting results.It has been said in the aforementioned embodiment referring to the content of information
Bright, which is not described herein again.
S202, according to described referring to information, sight spot and residence time are recommended in setting on the walking route；
Specifically, recommending scenery spot is carried out to user terminal, according to user terminal according to referring to the sight spot facilities in information
Sight spot and residence time are recommended in feedback result setting.
S203, the original is obtained after screening according to the departure time to the recommendation sight spot and the residence time
Beginning tourism route planning chart；
Specifically, will be marked, and will be from sight spot A to the path of sight spot B the residence time on the sight spot of the selection of user terminal
Original tourism route planning chart is obtained after being integrated after being marked with the time with tourism track route.
S204, according to the recommendation scenic spot location information in the original tourism route planning chart, several acquisition tourists are set
The acquisition node of human body behavior.
Tourist's human body behavior is adopted specifically, camera can be set on the marker that each recommends sight spot
Collection, is acquired the behavior of tourist after tourist enters camera acquisition range, and collected data are sent to use
Family end or administrative department's terminal.
Behavior can also be sent to user terminal according to preset information collection timing node after user reaches recommendation sight spot
Acquisition instructions, user terminal acquire user behavior according to behavior acquisition instructions.
The present embodiment is divided by the attribute to tourist famous-city, is preferably arranged according to tourist demand and is recommended scape
Point and residence time.
Fig. 4 is the region division process signal in a kind of tourist image design method for tracing of the application in one embodiment
Figure, as shown, the S3, obtains the characteristic parameter in the original tourism route planning chart, it will according to the characteristic parameter
The original tourism route planning chart is divided into several nonoverlapping rectangular areas, comprising:
S301, each of original tourism route planning chart digital information is extracted, before the digital information
The text information at side or rear determines the characteristic type of each digital information；
Specifically, having distance: 33km in original tourism route planning chart；Height above sea level: the information such as 1100m, then first to number
33 and 1100 are identified, it is distance, 1100 corresponding characteristic types that then faceted search, which obtains 33 corresponding characteristic types, forward
It is height above sea level, searching for available 33 corresponding units backward is km, and 1100 corresponding units are m.
S302, it the original tourism route planning chart is divided into according to the characteristic type of the digital information several does not weigh
Folded rectangular area makes the digital information in each rectangular area belong to same characteristic type.
Specifically, if it is characteristic type it is that height above sea level then indicates that this rectangular area is high mountain or basin, and if special
Sign type is that distance then indicates that this rectangular area is track route.
The present embodiment, can be in order to which to original travel route plan progress rationally amendment, to be more in line with, tourist is practical to travel
Route.
Fig. 5 is the route elaboration process signal in a kind of tourist image design method for tracing of the application in one embodiment
Figure, the S4 obtain actual characteristic parameter of the tourist in actually walking in the rectangular area, according in the rectangular area
Actual characteristic parameter the characteristic parameter of corresponding road section in the original tourism route planning chart is modified, obtain practical trip
Swim route, comprising:
S401, each rectangular area corresponding geographical location information of the tourist in actually walking is obtained, according to institute
It states geographical location information to be modified the characteristic parameter in the rectangular area, obtains the spy of revised each rectangular area
Levy parameter；
Specifically, being calculated currently according to the characteristic parameter in the current rectangle region of acquisition with the first prefixed time interval
First geographical location information；If according to the characteristic parameter in the current rectangle region, obtained first geographical location information
When beyond the current rectangle region, obtain adjacent with the characteristic parameter in the current rectangle region next in the database
The characteristic parameter of a rectangular area, and according to the characteristic parameter of next rectangular area, between first preset time
Every calculating the first current geographical location information again, and next rectangular area is set as current rectangle region；With
Second prefixed time interval, which is opened, obtains current second geographical location information, and according to second geographical location information with it is described
The comparison of first geographical location information is modified the track route of the acquisition, obtains revised each
The characteristic parameter of rectangular area.
S402, the characteristic parameter for obtaining revised each rectangular area are inquired in the original tourism route planning chart
The characteristic parameters of all rectangular areas whether be acquired,
If so, the corresponding track route of characteristic parameter for obtaining revised each rectangular area is combined into reality
Border tourism route is simultaneously saved；
If it is not, then reacquiring each rectangular area corresponding geographical location information of the tourist in actually walking.
The present embodiment has modified tourism route in real time by being acquired to the practical track route of tourist, so as to better
Tourist image design acquisition node is set, to really record the tourist image design of tourist.
Fig. 6 is that the behavior in a kind of tourist image design method for tracing of the application in one embodiment belongs to process signal
Figure, as shown, the S5, obtains actual acquisition after being modified according to practical tourism route to the acquisition node to be modified
Node acquires the human body behavior of the tourist in the actual acquisition node, will collect human body behavior and the mark of the tourist
Quasi- behaviour template is compared, and determines the home type of the human body behavior of the tourist, comprising:
S501, the timing node for reaching each sight spot is extracted from the practical tourism route, reach each according to described
The timing node at a sight spot corrects the acquisition node and obtains the actual acquisition node；
Specifically, tourist is reached the real time node at each sight spot and original timing node in practical tourism route
It is compared, if the difference of the two within error range, does not have to amendment, is otherwise used as using real time node and is actually adopted
Collect node.Error range is usually arranged as 5min~10min.
S502, when the actual acquisition node arrive when, the behavioural characteristic of tourist's human body behavior image is obtained, by institute
State behavioural characteristic be added in preset characteristic sequence obtain improve characteristic sequence, by the improvement characteristic sequence and criterion behavior
Template obtains the result of presorting of the visitor behavior after being compared；
Specifically, the behavioural characteristic of human body behavior image mainly has, behavior of taking pictures, watching behavior and rubbish behavior is lost etc..
Characteristic sequence is by the set of each class behavior formed after above-mentioned behavior cluster.It is added in characteristic sequence by behavioural characteristic
When, it can be using clustering methods such as K-mean Clustering Models.Criterion behavior template in this step is all previous human body behavior acquisition
Classification obtains afterwards, and storage is in the database.
S503, enter after ginseng is modified into error correction model the result of presorting to obtain tourist's human body behavior
Final home type.
Specifically, first-order error amendment can be carried out in error correction model, second order error amendment can also be carried out,
Make the error of classification results below 1% after amendment.
The present embodiment can effectively find not courteous behavior, while can also by sorting out to visitor behavior
State when travelling to tourist is analyzed, so that tourist corporation takes better service.
In one embodiment, the S502, when the actual acquisition node arrive when, obtain tourist's human body behavior
The behavioural characteristic is added in preset characteristic sequence and obtains improving characteristic sequence, changes described by the behavioural characteristic of image
The result of presorting of the visitor behavior is obtained after being compared into characteristic sequence with criterion behavior template, comprising:
The behavioural characteristic for obtaining tourist's human body behavior image, according to the time of tourist's human body behavior video generation
Sequentially, it is added in human body behavioural characteristic time series；
Specifically, characteristic time sequence refers to the time for being acquired tourist's human body behavior, i.e., it is more behind tourist's arrival sight spot
Start to acquire image for a long time.
Using dynamic time warping algorithm DTW to the human body behavioral sequence with it is specific in preset behaviour template
Behavior sequence is matched, and is calculated between the two based on the matching probability of chi-Square measure, calculation formula is as follows:
In formula:For matching probability value,For template matching probability value, M (β, α) is action mode β and movement
Transition probability value between mode α, k are the acquisition moment；
If the matching probability value is greater than matching threshold, the visitor behavior is classified as one in preset behaviour template
Otherwise class is not classified as one kind.
The present embodiment improves the accuracy of visitor behavior classification by dynamic time warping algorithm.
In one embodiment it is proposed that a kind of tourist image design follow-up mechanism, as shown in fig. 7, comprises following module:
Route establishes module 71, is set as obtaining tourist famous-city, tourism departure place and departure time, establishes tourism row
Walk route；
It plans module 72, is set as obtaining reference the information of the tourist famous-city, according to the reference information, described
It travels departure place and the departure time, establishes original tourism route planning chart, according to the original tourism route planning chart,
The acquisition node to be modified of several acquisition tourist's human body behaviors is set；
Region division module 73 is set as obtaining the characteristic parameter in the original tourism route planning chart, according to described
The original tourism route planning chart is divided into several nonoverlapping rectangular areas by characteristic parameter；
Route establishes module 74, is set as obtaining actual characteristic ginseng of the tourist in actually walking in the rectangular area
Number is joined according to feature of the actual characteristic parameter in the rectangular area to corresponding road section in the original tourism route planning chart
Number is modified, and obtains practical tourism route；
Behavior belongs to module 75, is set as obtaining after being modified the acquisition node to be modified according to practical tourism route
To actual acquisition node, the human body behavior of the tourist is acquired in the actual acquisition node, the people of the tourist will be collected
Body behavior is compared with criterion behavior template, determines the home type of the human body behavior of the tourist.
In one embodiment it is proposed that a kind of computer equipment, the computer equipment includes memory and processor,
Computer-readable instruction is stored in memory, when computer-readable instruction is executed by processor, so that processor execution is above-mentioned
The step of tourist image design method for tracing in each embodiment.
In one embodiment it is proposed that a kind of storage medium for being stored with computer-readable instruction, this is computer-readable
When instruction is executed by one or more processors, so that one or more processors execute the tourist image design in the various embodiments described above
The step of method for tracing.Wherein, the storage medium can be non-volatile memory medium.
Those of ordinary skill in the art will appreciate that all or part of the steps in the various methods of above-described embodiment is can
It is completed with instructing relevant hardware by program, which can be stored in a computer readable storage medium, storage
Medium may include: read-only memory (ROM, Read Only Memory), random access memory (RAM, Random
Access Memory), disk or CD etc..
Each technical characteristic of embodiment described above can be combined arbitrarily, for simplicity of description, not to above-mentioned reality
It applies all possible combination of the technical characteristic in example to be all described, as long as however, lance is not present in the combination of these technical characteristics
Shield all should be considered as described in this specification.
The some exemplary embodiments of the application above described embodiment only expresses, wherein describe it is more specific and detailed,
But it cannot be understood as the limitations to the application the scope of the patents.It should be pointed out that for the ordinary skill of this field
For personnel, without departing from the concept of this application, various modifications and improvements can be made, these belong to the application
Protection scope.Therefore, the scope of protection shall be subject to the appended claims for the application patent.
Claims (10)
1. a kind of tourist image design method for tracing characterized by comprising
Tourist famous-city, tourism departure place and departure time are obtained, tourism track route is established；
The reference information for obtaining the tourist famous-city, according to it is described referring to information, the tourism departure place and described set out
Time establishes original tourism route planning chart, and according to the original tourism route planning chart, several acquisition tourist human body rows are arranged
For acquisition node to be modified；
The characteristic parameter in the original tourism route planning chart is obtained, according to the characteristic parameter by the original tourism route
Planning chart is divided into several nonoverlapping rectangular areas；
Actual characteristic parameter of the tourist in actually walking in the rectangular area is obtained, according to the reality in the rectangular area
Characteristic parameter is modified the characteristic parameter of corresponding road section in the original tourism route planning chart, obtains practical tourism road
Line；
Actual acquisition node is obtained after being modified according to practical tourism route to the acquisition node to be modified, in the reality
Acquisition node acquires the human body behavior of the tourist, and the human body behavior for collecting the tourist is compared with criterion behavior template
Compared with determining the home type of the human body behavior of the tourist.
2. tourist image design method for tracing according to claim 1, which is characterized in that the acquisition tourist famous-city, tourism
Departure place and departure time establish tourism track route, comprising:
Obtain tourist famous-city, tourism departure place and departure time；
According to the tourist famous-city and the tourism departure place, establish from the tourism departure place to the tourist famous-city
Several feasible track routes；
According to the departure time, best tourism track route is extracted from the feasible track route.
3. tourist image design method for tracing according to claim 1, which is characterized in that the acquisition tourist famous-city
Original tourism route planning is established according to described referring to information, the tourism departure place and the departure time referring to information
The acquisition node to be modified of several acquisition tourist's human body behaviors is arranged according to the original tourism route planning chart in figure, comprising:
It is corresponding referring to information that the tourist famous-city is extracted from preset scene types attribute list；
According to described referring to information, sight spot and residence time are recommended in setting on the walking route；
The original tourism road is obtained after screening according to the departure time to the recommendation sight spot and the residence time
Line planning chart；
According to the recommendation scenic spot location information in the original tourism route planning chart, several acquisition tourist's human body behaviors are set
Acquisition node.
4. tourist image design method for tracing according to claim 1, which is characterized in that described to obtain the original tourism route
The original tourism route planning chart is divided into several nonoverlapping by the characteristic parameter in planning chart according to the characteristic parameter
Rectangular area, comprising:
Each of original tourism route planning chart digital information is extracted, according to the digital information front or behind
Text information determine the characteristic type of each digital information；
The original tourism route planning chart is divided into several nonoverlapping rectangles according to the characteristic type of the digital information
Region makes the digital information in each rectangular area belong to same characteristic type.
5. tourist image design method for tracing according to claim 1, which is characterized in that the acquisition tourist is in actually walking
Actual characteristic parameter in the rectangular area, according to the actual characteristic parameter in the rectangular area to the original tourism road
The characteristic parameter of corresponding road section is modified in line planning chart, obtains practical tourism route, comprising:
The each rectangular area corresponding geographical location information of the tourist in actually walking is obtained, according to the geographical location
Information is modified the characteristic parameter in the rectangular area, obtains the characteristic parameter of revised each rectangular area；
The characteristic parameter of revised each rectangular area is obtained, all rectangles in the original tourism route planning chart are inquired
Whether the characteristic parameter in region is acquired, if so, by the characteristic parameter pair for obtaining revised each rectangular area
The track route answered is combined into practical tourism route and is saved；If it is not, it is each in actually walking then to reacquire tourist
The corresponding geographical location information in a rectangular area.
6. tourist image design method for tracing according to claim 1, which is characterized in that it is described according to practical tourism route to institute
It states after acquisition node to be modified is modified and obtains actual acquisition node, acquire the people of the tourist in the actual acquisition node
The human body behavior for collecting the tourist is compared by body behavior with criterion behavior template, determines the human body row of the tourist
For home type, comprising:
The timing node for reaching each sight spot is extracted from the practical tourism route, according to it is described reach each sight spot when
Intermediate node corrects the acquisition node and obtains the actual acquisition node；
When the actual acquisition node arrives, the behavioural characteristic of tourist's human body behavior image is obtained, the behavior is special
Sign, which is added in preset characteristic sequence, to be obtained improving characteristic sequence, and the improvement characteristic sequence and criterion behavior template are carried out
The result of presorting of the visitor behavior is obtained more afterwards；
Enter after ginseng is modified into error correction model the result of presorting to obtain the final ownership of tourist's human body behavior
Type.
7. tourist image design method for tracing according to claim 6, which is characterized in that described when the actual acquisition node arrives
When coming, the behavioural characteristic of tourist's human body behavior image is obtained, the behavioural characteristic is added in preset characteristic sequence
It obtains improving characteristic sequence, obtains the visitor behavior after the improvement characteristic sequence is compared with criterion behavior template
It presorts result, comprising:
The behavioural characteristic for obtaining tourist's human body behavior image, the time according to tourist's human body behavior video generation are suitable
Sequence is added in human body behavioural characteristic time series；
Using dynamic time warping algorithm DTW to the specific behavior in the human body behavioral sequence and preset behaviour template
Sequence is matched, and is calculated between the two based on the matching probability of chi-Square measure, calculation formula is as follows:
In formula:For matching probability value,For template matching probability value, M (β, α) is action mode β and action mode α
Between transition probability value, k be acquisition the moment；
If the matching probability value is greater than matching threshold, the visitor behavior is classified as one kind in preset behaviour template,
Otherwise it is not classified as one kind.
8. a kind of tourist image design follow-up mechanism characterized by comprising
Route establishes module, is set as obtaining tourist famous-city, tourism departure place and departure time, establishes tourism walking road
Line；
Plan module, be set as obtaining the reference information of the tourist famous-city, according to it is described referring to information, described travel out
Hair ground and the departure time, original tourism route planning chart is established, according to the original tourism route planning chart, number is set
The acquisition node to be modified of a acquisition tourist's human body behavior；
Region division module is set as obtaining the characteristic parameter in the original tourism route planning chart, is joined according to the feature
The original tourism route planning chart is divided into several nonoverlapping rectangular areas by number；
Route establishes module, is set as obtaining actual characteristic parameter of the tourist in actually walking in the rectangular area, according to
Actual characteristic parameter in the rectangular area carries out the characteristic parameter of corresponding road section in the original tourism route planning chart
Amendment, obtains practical tourism route；
Behavior belongs to module, is set as obtaining reality after being modified the acquisition node to be modified according to practical tourism route
Acquisition node acquires the human body behavior of the tourist in the actual acquisition node, will collect the human body behavior of the tourist
It is compared with criterion behavior template, determines the home type of the human body behavior of the tourist.
9. a kind of computer equipment, including memory and processor, it is stored with computer-readable instruction in the memory, it is described
When computer-readable instruction is executed by the processor, so that the processor executes such as any one of claims 1 to 7 right
It is required that the step of tourist image design method for tracing.
10. a kind of storage medium for being stored with computer-readable instruction, the computer-readable instruction is handled by one or more
When device executes, so that one or more processors execute the tourist image design as described in any one of claims 1 to 7 claim and chase after
The step of track method.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910200332.7A CN110060182A (en) | 2019-03-16 | 2019-03-16 | Tourist image design method for tracing, device, computer equipment and storage medium |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910200332.7A CN110060182A (en) | 2019-03-16 | 2019-03-16 | Tourist image design method for tracing, device, computer equipment and storage medium |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN110060182A true CN110060182A (en) | 2019-07-26 |
Family
ID=67316926
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201910200332.7A Pending CN110060182A (en) | 2019-03-16 | 2019-03-16 | Tourist image design method for tracing, device, computer equipment and storage medium |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN110060182A (en) |
Cited By (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111429220A (en) * | 2020-03-25 | 2020-07-17 | 西安交通大学 | Travel route recommendation system and method based on operator big data |
| CN112365153A (en) * | 2020-11-10 | 2021-02-12 | 吉林建筑大学 | Method for making travel plan of vision-impaired person and related device |
| CN112465276A (en) * | 2021-01-28 | 2021-03-09 | 湖南惠旅云网络科技有限公司 | Method for automatically generating scenic spot playing recommended route |
| CN112991649A (en) * | 2021-02-07 | 2021-06-18 | 杭州佳服科技有限公司 | Intelligent emergency alarm post for public management and scenic spot management method |
| CN113704379A (en) * | 2021-09-10 | 2021-11-26 | 瞿萍 | Travel itinerary generating method, system and storage medium based on full itinerary |
| CN114090717A (en) * | 2022-01-07 | 2022-02-25 | 环球数科集团有限公司 | Travel note generation method and device and computer equipment |
Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2008006126A2 (en) * | 2006-07-14 | 2008-01-17 | Barkhoff, Rainer | Method and system for the establishment of digital routes |
| US20130110633A1 (en) * | 2011-11-02 | 2013-05-02 | Digital Footsteps, Ltd. | Adaptive presentation of guided tour information on mobile client terminal(s) |
| CN105043377A (en) * | 2015-06-23 | 2015-11-11 | 上海斐讯数据通信技术有限公司 | Method and device for recording running routes, and electronic equipment |
| CN106127125A (en) * | 2016-06-16 | 2016-11-16 | 山东大学 | Distributed DTW human body behavior intension recognizing method based on human body behavior characteristics |
| CN106534779A (en) * | 2016-10-28 | 2017-03-22 | 安徽三实信息技术服务有限公司 | Intelligent monitoring system for early warning of security of scenic spot |
| CN108419027A (en) * | 2018-02-28 | 2018-08-17 | 深圳春沐源控股有限公司 | intelligent photographing method and server |
| CN108444491A (en) * | 2018-03-21 | 2018-08-24 | 陈清洁 | A kind of Method for optimized planning of tourism traffic path |
| CN109116842A (en) * | 2018-07-18 | 2019-01-01 | 广东数相智能科技有限公司 | A kind of photographic method, electronic equipment and storage medium of the setting through rest point |
-
2019
- 2019-03-16 CN CN201910200332.7A patent/CN110060182A/en active Pending
Patent Citations (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2008006126A2 (en) * | 2006-07-14 | 2008-01-17 | Barkhoff, Rainer | Method and system for the establishment of digital routes |
| US20130110633A1 (en) * | 2011-11-02 | 2013-05-02 | Digital Footsteps, Ltd. | Adaptive presentation of guided tour information on mobile client terminal(s) |
| CN105043377A (en) * | 2015-06-23 | 2015-11-11 | 上海斐讯数据通信技术有限公司 | Method and device for recording running routes, and electronic equipment |
| CN106127125A (en) * | 2016-06-16 | 2016-11-16 | 山东大学 | Distributed DTW human body behavior intension recognizing method based on human body behavior characteristics |
| CN106534779A (en) * | 2016-10-28 | 2017-03-22 | 安徽三实信息技术服务有限公司 | Intelligent monitoring system for early warning of security of scenic spot |
| CN108419027A (en) * | 2018-02-28 | 2018-08-17 | 深圳春沐源控股有限公司 | intelligent photographing method and server |
| CN108444491A (en) * | 2018-03-21 | 2018-08-24 | 陈清洁 | A kind of Method for optimized planning of tourism traffic path |
| CN109116842A (en) * | 2018-07-18 | 2019-01-01 | 广东数相智能科技有限公司 | A kind of photographic method, electronic equipment and storage medium of the setting through rest point |
Cited By (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111429220A (en) * | 2020-03-25 | 2020-07-17 | 西安交通大学 | Travel route recommendation system and method based on operator big data |
| CN111429220B (en) * | 2020-03-25 | 2024-04-05 | 西安交通大学 | Travel route recommendation system and method based on operator big data |
| CN112365153A (en) * | 2020-11-10 | 2021-02-12 | 吉林建筑大学 | Method for making travel plan of vision-impaired person and related device |
| CN112465276A (en) * | 2021-01-28 | 2021-03-09 | 湖南惠旅云网络科技有限公司 | Method for automatically generating scenic spot playing recommended route |
| CN112991649A (en) * | 2021-02-07 | 2021-06-18 | 杭州佳服科技有限公司 | Intelligent emergency alarm post for public management and scenic spot management method |
| CN112991649B (en) * | 2021-02-07 | 2022-08-23 | 杭州佳服科技有限公司 | Intelligent emergency alarm post for public management and scenic spot management method |
| CN113704379A (en) * | 2021-09-10 | 2021-11-26 | 瞿萍 | Travel itinerary generating method, system and storage medium based on full itinerary |
| CN113704379B (en) * | 2021-09-10 | 2023-08-29 | 广州市美瀛信息科技有限公司 | Travel route generation method, system and storage medium based on full route |
| CN114090717A (en) * | 2022-01-07 | 2022-02-25 | 环球数科集团有限公司 | Travel note generation method and device and computer equipment |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN110060182A (en) | Tourist image design method for tracing, device, computer equipment and storage medium | |
| Zheng et al. | Learning transportation mode from raw gps data for geographic applications on the web | |
| CN112749825B (en) | Method and device for predicting destination of vehicle | |
| Haklay | How good is volunteered geographical information? A comparative study of OpenStreetMap and Ordnance Survey datasets | |
| US9536146B2 (en) | Determine spatiotemporal causal interactions in data | |
| Ali et al. | Ambiguity and plausibility: managing classification quality in volunteered geographic information | |
| CN107273530A (en) | Important ship target dynamic monitoring method based on internet information | |
| CN101010560A (en) | Information processing device and method, program, and information processing system | |
| Zhou et al. | A data-driven method for trip ends identification using large-scale smartphone-based GPS tracking data | |
| CN102915326A (en) | Mobile terminal scenery identifying system based on GPS (Global Positioning System) and image search technique | |
| Ding et al. | Towards generating network of bikeways from Mapillary data | |
| CN111739323B (en) | Method and device for acquiring intersection information | |
| Wakamiya et al. | Lets not stare at smartphones while walking: memorable route recommendation by detecting effective landmarks | |
| CN110532464B (en) | Tourism recommendation method based on multi-tourism context modeling | |
| CN107036609A (en) | Virtual reality air navigation aid, server, terminal and system based on BIM | |
| US20220357176A1 (en) | Methods and data processing systems for predicting road attributes | |
| CN117112931A (en) | Urban rail transit passenger flow prediction method based on multi-mode information fusion | |
| Knapen et al. | Determining structural route components from GPS traces | |
| Servizi et al. | Mining User Behaviour from Smartphone data: a literature review | |
| CN114485696B (en) | Arrival point acquisition method, electronic device and storage medium | |
| Chaudhuri et al. | Application of web-based Geographical Information System (GIS) in tourism development | |
| CN118014297A (en) | Intelligent evaluation method and system for supply and demand responsiveness of outdoor fitness facility | |
| CN115311867B (en) | Tunnel scene positioning method and device, computer equipment and storage medium | |
| Ivanovic et al. | Potential of crowdsourced traces for detecting updates in authoritative geographic data | |
| Van Dijk et al. | Post-processing GPS-tracks in reconstructing travelled routes in a GIS-environment: Network subset selection and attribute adjustment |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| WD01 | Invention patent application deemed withdrawn after publication | ||
| WD01 | Invention patent application deemed withdrawn after publication |
Application publication date: 20190726 |