CN106447584A - Highway network operation-oriented decision support system and using method thereof - Google Patents

Highway network operation-oriented decision support system and using method thereof Download PDF

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CN106447584A
CN106447584A CN201610842101.2A CN201610842101A CN106447584A CN 106447584 A CN106447584 A CN 106447584A CN 201610842101 A CN201610842101 A CN 201610842101A CN 106447584 A CN106447584 A CN 106447584A
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decision
module
data
scheme
early warning
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张健
张小丽
余东豪
郑元
徐凌慧
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Southeast University
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Southeast University
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    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
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    • G06F16/25Integrating or interfacing systems involving database management systems
    • G06F16/254Extract, transform and load [ETL] procedures, e.g. ETL data flows in data warehouses

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Abstract

The invention discloses a highway network operation-oriented decision support system, comprising a hardware platform and a software system, wherein the hardware platform comprises a data access end, a data interactive processing platform and a user terminal connected by network equipment in sequence; and the software system comprises a data access module, an on-line analysis processing module, a state early warning module, a mining analysis module, an auxiliary decision module and a technical support module. Data generated during highway network operation can be intelligently analyzed, multi-dimensional mining analysis is performed on the data under the support of basic data and knowledge and the coordination of the modules to discover a problem and propose a solving strategy, and a scientific and intelligent decision support system is thus established for providing qualitative and quantitative suggestion for various action decisions for improving the operation and service levels, and assisting in realizing secure, efficient and green goals of on-line operation and service.

Description

A kind of DSS towards the operation of highway network and its using method
Technical field
The present invention relates to computer, internet, communication, artificial intelligence, data mining and decision-making are led in freeway management Domain application and in particular to a kind of towards highway network operation DSS.
Background technology
2008, it is unimpeded that Jiangsu takes the lead in achieving Free Way Networking in the whole nation, accelerates Jiangsu Province's modern times comprehensive traffic The formation of transportation system, supports Yangtze River Delta Area economic society fast development demand, has fully demonstrated expressway construction Basic, guiding and service.For deeply carrying out " science and technology is strong to be handed over " strategy further, advance " four traffic " development, Since 2012, the networking operation of Jiangsu Province's highway obtains notable achievement with Intelligent Service construction.Mobile phone signaling, defend The construction of star positioning, the traffic circulation such as video complete monitoring, weather monitoring and ambient condition acquisition system, for networking operation kimonos Business provides superior traffic behavior sensed condition;Networking data center, dispatching platform, the fortune of reaching the standard grade of Public information issuance platform Row optimizes operation flow, greatly improves efficiency, validity and the economy of networking operation and service.Jiangsu Province is public at a high speed Road operation with Intelligent Service from preconsolidation stress, Top-layer Design Method to constructing and implementing, the core technology of employing, design concept and tentatively Construction achievement is all walked in national antecedent, has had larger popularization demonstration and has been worth.Therefore, on notable performance basis, river The in-depth construction of Su Sheng Expressway Information is beneficial to improve networking operation and service level further, realizes at a high speed comprehensively The safety of highway, efficiency and blue target, to practice " making traffic really become the commander of an advance unit or vanguard of development " theory.
But current informatization achievement still fails effectively to support the solution of problems with:
Service Upgrade Problem.The good service of highway is not only embodied in charge efficiency, is more embodied in user complete The good service experience obtaining in stroke, therefore during networking operation and service, needs to realize the public various in time Information is issued, the accident of efficiency processes, meets service area service of diversified demand etc..It is necessary in existing advanced perception On the basis of system and road net data center, excavate freeway traffic flow amount flow direction further, service area stops rule, confirms shadow Ring risk sources of safety and efficiency etc..
All kinds of facility resource allocation problems.Safety devices, Vehicle Detection facility, information issue the layout of the resources such as facility Satisfaction operation and demand for services not wasting economic, green principle again should be followed with quantity configuration, this needs considers Various influence factors carry out decision-making.
Regional Linking scheduling problem.With the growth of economic development and vehicle flowrate, Regional Linking scheduling problem will increasingly Frequently, in addition can be related to urban road coordination control or other means of transportation.Because networking operation and service have network Scale effect, scheduling decision is extremely important, but because being related to multiple mechanisms and multiple resources, scheduling decision is again extremely complex.
Road and bridge company operation and service level monitoring and evaluation problem.The operation of freeway net has network size effect Benefit, but Jiangsu high speed is a road (bridge) company management's pattern, for improving networking operation and service level, needs to improve each road The operation of bridge company and service level.The evaluation index of one side road and bridge company operation and service level is not yet set up, the opposing party Face be understand each road and bridge company " operation efficiency how ", " whether the traffic capacity can guarantee that ", " level of service how ", The problems such as " event find and treatment effeciency how ", simple, periodically, the statistical forms from bottom to top collected are difficult to Grasp operation and the dynamic change state of service from road network angle in real time.In the face of increasingly complicated Free Way Networking operation kimonos Business demand, current existing system can not meet management and the decision-making requirements of road network angle.
Therefore on the basis of current Expressway Information, build highway operation and Intelligent Service decision support system System, is conducive to above unstructured problems and the solution of semi-structured problem, is the action of all kinds of raising operations and service level Decision-making provides qualitative and quantitative suggestion, contributes to safe efficient, blue target the realization of operation and service of networking.
Content of the invention
Goal of the invention:In order to overcome the deficiencies in the prior art, providing a kind of is all kinds of raising operations and service water Flat action decision provides qualitative and quantitative suggestion, and auxiliary realization networking operation is safe efficient, blue target with service The DSS supported based on data center towards the operation of highway network.
Technical scheme:The present invention provides a kind of DSS towards the operation of highway network, puts down including hardware Platform and software systems, described hardware platform includes patting using at the data access end of network equipment connection, data interaction successively Platform and user terminal, described data access end is the access making decision system realization data center by means of communication, described Data interaction processing platform includes application server overall platform, and described application server overall platform includes four child servers It is respectively olap server, knowledge base server, method base server and model library server, described user terminal includes meeting Business end and client, described software systems include data access module, on-line analytical processing module, status early warning module, excavation Analysis module, aid decision module and technical support module, described on-line analytical processing module operates in and pats at data interaction On platform and be connected to data access module, described on-line analytical processing module is also connected with status early warning module, mining analysis Module and aid decision module, described status early warning module, mining analysis module and aid decision module are connected with each other successively, institute State status early warning module, mining analysis module and aid decision module and be all connected with technical support module.
Described data access end, by multimode means of communication, under set communication protocol restriction, makes decision system Access data center, data access end one side by detection, the optimization of network communication it is ensured that the unimpeded degree of data communication;Separately On the one hand data access speed and its stability are ensured.
Described olap server mainly realizes two aspect tasks, is on the one hand to carry out various dimensions to data in data center Inquiry, on the other hand the result inquiring is stored in the data storage of olap server, for follow-up data analysis, number Data is provided to support according to excavation etc.;Described knowledge base server stores performance indicators, operation and service goal, experience etc.;Institute Stating to cover in method base server has substantial amounts of method for solving such as traditional decision-tree, neural net method, covers positive example repulsion instead Example method, Rough Set, concept tree method, genetic algorithm, formula discovery, statistical analysis technique, fuzzy method, visualization skill Art etc.;Described model library server main purpose is to provide related traffic model, such as traffic flow mould for follow-up data analysis Type, traffic network analysis model, Traffic Evaluation Model etc..
Described user terminal includes at least one user computer, and by user terminal, policymaker can input corresponding determining The information such as plan parameter, decision predisposition, and the demand information of policymaker can be committed to server end and carry out by corresponding decision-making terminal Inquiry, analysis etc. are processed, and afterwards decision information are sent back user terminal, are showed certainly with visualization interface by user computer Plan person, assists the formulation of its decision scheme.
Described on-line analytical processing module is the query analysis instrument operating on data interaction processing platform, it is possible to achieve Data in the minds of in data with existing is carried out as magnitude of traffic flow inquiry, meteorological inquiry, facility inquiry, traffic capacity inquiry, event The functions such as inquiry, are further analyzed to data on this basis, are converted to decision assistant relevant information, than more typical Application is the section to multidimensional data and stripping and slicing, drills through, chooses to install, and is easy to user and extracts relevant data from different perspectives.
Described status early warning module is further to data analysis on the basis of on-line analytical processing module, by adjusting With method database and knowledge data base, realize the monitoring and early warning to traffic behavior, it be from traffic safety, traffic efficiency and Energy-saving and emission-reduction aspect carries out early warning judgement to traffic behavior it is provided that as highway ETC track flow accounting, traffic circulation Real time information can query rate, every ten thousand car death rates, roads emergency response starting time, unit volume of the circular flow energy resource consumption decline, list Position volume of the circular flow carbon emission declines, communications and transportation window has the early warning information blaming the aspects such as the rate of complaints, reaches to freeway net One-stop management information, directly monitoring operation and the correlation circumstance of service, carry out early warning to the abnormal key index monitoring.
Described mining analysis module is similar with status early warning module to be preliminary to data based on on-line analytical processing module In analyzing and processing, by calling to method database, disclose implicit, not previously known from mass data and have latent In the information being worth, the anticipation to potential problems in highway is realized with this, excavates as accident black-spot, event handling efficiency The information of influence factor, service level influence factor, Forecasting of Travel Time etc., is that the formulation of decision scheme lays the foundation.
Described aid decision module is the synthesis to status early warning module and mining analysis module, includes information money Source integration, qualitative decision reasoning, model analysis calculating, Decision fusion analysis, the comparison of scheme library inquiry, history scheme, decision-making party Case output, scheme investigation and decision scheme implementation evaluation, potential when being found that in status early warning module or mining analysis module Problem, when needing to take project and measures to tackle, aid decision module is by the information money of status early warning and mining analysis output Source is integrated, and then in combination model storehouse, existing model is modeled to existing problems analyzing, and the system in Application way storehouse The methods such as meter method, optimization method are solved, and after the comparison of scheme library inquiry and history decision scheme, generate optional Decision scheme is supplied to policymaker, wherein it is possible to provide aid decision have safety devices decision-making, Traffic monitoring facility decision-making, Information issues facility decision-making, Regional Linking scheduling decision, active safety control decision-making etc., the main function of aid decision module It is that optional decision scheme, when having multiple decision schemes or have larger dispute to decision scheme, aid decision mould are provided Scheme can be exported the end of holding a conference or consultation of user terminal by block, with the discussion that conducts a research, in addition, being determined in decision scheme and giving After implementing, according to the effect implemented, scheme can be evaluated, according to evaluation result, decision scheme be classified and store, formed History solution bank, so that the calling and comparing of successor.
Further, described data access end includes remote data center and local data center, in described teledata The heart passes through network transmission, realizes the access of remote data center, described local data center can be direct by local data center In access system.
Further, described end of holding a conference or consultation includes computer of holding a conference or consultation, projecting apparatus and large screen display, the predominantly meeting of scheme Business provides service;Described client includes some PCs, obtains decision support using computer, carries out decision-making to event Analysis.
Further, described technical support module includes method base, traffic model storehouse, case library and scheme base, a side Face in order to support the operation of existing decision system, on the other hand in order to update existing solution bank, so that follow-up calling and comparing.
A kind of using method of the DSS towards the operation of highway network, specifically includes following steps:
1) start DSS, carry out initialization and basic parameter setting;
2) system access data center is made by data access module;
3) input decision-making index of correlation, to carry out follow-up analysis;
4) decision index system according to input, calls the related data in database, using on-line analytical processing module logarithm Carry out intersecting inquiry according to storehouse, realize the analysis of multidimensional data, the data of the separate sources extracting is merged, lift information The degree of accuracy;
5) after selecting and merge having carried out to data, the traffic model storehouse in calling technology support module and method Storehouse, carries out preliminary treatment to data, and preserves result;
6) decision index system according to input, by the way of knowledge retrieval, reasoning by cases, intelligently parsing goes out dependent event Decision task, thus set up decision task;
7) after determining decision task, decision task is decomposed, by status early warning module and mining analysis module Two aspects carry out the analyzing and processing of depth to data, are computational algorithm and the mould in associated methods storehouse for status early warning module The traffic model in type storehouse, carries out status early warning analysis, mining analysis in terms of traffic safety, traffic efficiency, energy-saving and emission-reduction three Module carries out mining analysis by calling traffic model storehouse and method base to available data, finds out the potential traffic in highway Problem;
8) to step 7) in the result of obtained status early warning and mining analysis judge, if being not reaching to early warning bar Part, that is, indices be in normal level, and mining analysis result does not also find potential problems it is meant that not needing to carry out Further reply Analysis of Policy Making, now just can terminate flow process, show current results;If index has reached the limit value of early warning, Or mining analysis are found that potential problem, then can execute and call aid decision module;
9) aid decision module can carry out information integration the result of status early warning and mining analysis first, obtains event Details, then chooses suitable parameter and object function, generates specific decision objective, calls calculating and reasoning to be determined Plan, selects suitable decision process according to decision objective, and decision process is carried out using the method for intellectual analysis, associated methods storehouse, Traffic model storehouse, case library and scheme base carry out decision-making;
10) according to decision objective, generate decision-making primary election scheme, decision scheme is evaluated, according to evaluation result interpretation Whether scheme is feasible;
11) if scheme is infeasible, decision parameters are changed, re invocation computational reasoning step carries out decision-making, until meeting Target call;If concept feasible, primary election schema definition is proposed projects, carries out next step flow process;
12) if there being multiple decision schemes to have larger dispute, further determine whether that needs are held a conference or consultation investigation decision-making party Case, carries out scheme investigation if necessary, then tissue arrangement is held a conference or consultation environment, prepares terminal and the software environment held a conference or consultation, and terminal includes Hold a conference or consultation computer, projecting apparatus and large screen display screen, holding a conference or consultation, environment undertissue expert discusses to proposed projects, here On the basis of formed decision implement scheme, by terminal, scheme is exported;If not needing proposed projects is discussed, directly defeated Go out scheme;
13) according to the specific operational order of decision implement schemes generation, general family terminal computer is handed down to departments at different levels, group Knit man power and material's embodiment, determine the evaluation index of scheme implementation result, collect items using network implementation and terminal and comment The detailed data of valency index, generates evaluation index matrix, and matrix is adopted with the method for fuzzy clustering, step analysis to enforcement effect Fruit is evaluated;
14) evaluation result according to scheme implementation result, whether interpretation saves as scheme in case library;If it is not, then flowing Journey terminates;If so, then show that scheme achieves preferable implementation result, case can be saved as subsequently consulting, then integrate The related data of decision scheme, terminates flow process after being stored in case library.
Further, described step 8) in status early warning index include highway ETC track flow accounting, traffic fortune Row real time information can query rate, every ten thousand car death rates, roads emergency response starting time, unit volume of the circular flow energy resource consumption decline, Unit volume of the circular flow carbon emission declines, communications and transportation window has duty the rate of complaints.
Further, described step 10) in decision scheme commented in terms of traffic safety, efficiency, disposal of pollutants three Valency.
Beneficial effect:The data that the present invention produces when highway network can be runed carries out intelligently parsing, on basis Under the support of data and knowledge, via the cooperation of modules, data is carried out with the mining analysis of various dimensions, pinpoint the problems and carry Go out resolution policy, on the basis of current Expressway Information, build highway operation and Intelligent Service decision support System, can provide qualitative and quantitative suggestion for the action decision of all kinds of raising operations and service level, solve existing skill Service Upgrade Problem, all kinds of facility resource allocation problem and Regional Linking that art high speed highway information construction achievement exists are adjusted The unstructured problems such as degree problem and semi-structured problem, contributing to networking, it is safe efficient, blue target with service to run Realize.
Brief description
Fig. 1 is the structural representation of the hardware platform of the present invention;
Fig. 2 is the software system structure schematic diagram of the present invention;
Fig. 3 is the using method schematic flow sheet of the present invention.
Specific embodiment
Below in conjunction with the accompanying drawings and specific embodiment, it is further elucidated with the present invention it should be understood that these embodiments are merely to illustrate The present invention rather than restriction the scope of the present invention, after having read the present invention, those skilled in the art are each to the present invention The modification planting the equivalent form of value all falls within the application claims limited range.
Embodiment 1:
As depicted in figs. 1 and 2, the present invention provides a kind of DSS towards the operation of highway network, including Hardware platform 1 and software systems 2, described hardware platform 1 includes data access end 11, the data utilizing the network equipment to connect successively Interaction process platform 12 and user terminal 13, described data access end 11 is to make decision system realization data by means of communication The access at center, described data interaction processing platform 12 includes application server overall platform, and described application server is totally put down Platform includes four child servers and is respectively olap server 121, knowledge base server 122, method base server 123 and model Storehouse server 124, described user terminal 13 includes hold a conference or consultation end 131 and client 132, and described end 131 of holding a conference or consultation includes electricity of holding a conference or consultation Brain, projecting apparatus and large screen display, described client 132 includes 1 PC, and described data access end 11 includes far Journey data center 111 and local data center 112.
Described software systems 2 include data access module 21, on-line analytical processing module 26, status early warning module 22, dig Pick analysis module 23, aid decision module 24 and technical support module 25, described on-line analytical processing module 26 operates in data On interaction process platform 12 and be connected to data access module 21, it is pre- that described on-line analytical processing module 26 is also connected with state Alert module 22, mining analysis module 23 and aid decision module 24, described status early warning module 22, mining analysis module 23 and auxiliary Decision-making module 24 is helped to be connected with each other successively, described status early warning module 22, mining analysis module 23 and aid decision module 24 are equal It is connected to technical support module 25, described technical support module 25 includes method base, traffic model storehouse, case library and scheme Storehouse, described data access module 21 is in order to realize the data access of system, and ensures the quality of data transfer, including speed, steady Qualitative aspect;On-line analytical processing module 26, status early warning module 22, mining analysis module 23, aid decision module 24 and skill Art support module 25 is separately operable in the child servers under application server overall platform, in order to be analyzed to data message Process and the storage of scheme knowledge base manages.
Embodiment 2:
As shown in FIG. 1 to 3, a kind of using method of the DSS towards the operation of highway network, specifically Comprise the following steps:
1) start DSS, carry out initialization and basic parameter setting;
2) system access data center is made by data access module 21;
3) input decision-making index of correlation, to carry out follow-up analysis;
4) decision index system according to input, calls the related data in database, right using on-line analytical processing module 26 Database carries out intersecting inquiry, realizes the analysis of multidimensional data, the data of the separate sources extracting is merged, lifting letter The degree of accuracy of breath;
5) after selecting and merge having carried out to data, the traffic model storehouse in calling technology support module 25 and method Storehouse, carries out preliminary treatment to data, and preserves result;
6) decision index system according to input, by the way of knowledge retrieval, reasoning by cases, intelligently parsing goes out dependent event Decision task, thus set up decision task;
7) after determining decision task, decision task is decomposed, by status early warning module 22 and mining analysis mould 23 two aspects of block carry out the analyzing and processing of depth to data, are the computational algorithm in associated methods storehouse for status early warning module 22 And the traffic model of model library, carry out status early warning analysis in terms of traffic safety, traffic efficiency, energy-saving and emission-reduction three, dig Pick analysis module 23 carries out mining analysis by calling traffic model storehouse and method base to available data, finds out in highway Potential traffic problems;
8) to step 7) in the result of obtained status early warning and mining analysis judge, the index bag of status early warning Include highway ETC track flow accounting, traffic circulation real time information can query rate, every ten thousand car death rates, roads emergency response Starting time, unit volume of the circular flow energy resource consumption decline, the decline of unit volume of the circular flow carbon emission, communications and transportation window have duty the rate of complaints, If being not reaching to early-warning conditions, that is, indices are in normal level, and mining analysis result does not also find potential problems, Mean not need further to be tackled Analysis of Policy Making, now just can terminate flow process, show current results;If index reaches Arrive the limit value of early warning, or mining analysis have been found that potential problem, then can execute and call aid decision module 24;
9) aid decision module 24 can carry out information integration the result of status early warning and mining analysis first, obtains event Details, then choose suitable parameter and object function, generate specific decision objective, call calculating and reasoning to carry out Decision-making, selects suitable decision process according to decision objective, and decision process is carried out using the method for intellectual analysis, associated methods Storehouse, traffic model storehouse, case library and scheme base carry out decision-making;
10) according to decision objective, generate decision-making primary election scheme, decision scheme is evaluated, decision scheme is pacified from traffic Whether entirely, efficiency, three aspects of disposal of pollutants are evaluated, feasible according to evaluation result interpretation scheme;
11) if scheme is infeasible, decision parameters are changed, re invocation computational reasoning step carries out decision-making, until meeting Target call;If concept feasible, primary election schema definition is proposed projects, carries out next step flow process;
12) if there being multiple decision schemes to have larger dispute, further determine whether that needs are held a conference or consultation investigation decision-making party Case, carries out scheme investigation if necessary, then tissue arrangement is held a conference or consultation environment, prepares terminal and the software environment held a conference or consultation, user terminal 13 end 131 of holding a conference or consultation includes computer of holding a conference or consultation, projecting apparatus and large screen display, in the environment undertissue expert that holds a conference or consultation to suggestion side Case is discussed, and forms decision implement scheme on this basis, is exported scheme by user terminal 13;If not needing to suggestion Scheme is discussed, then direct output scheme;
13) according to the specific operational order of decision implement schemes generation, it is handed down at different levels using the computer of user terminal 13 Department, organizes man power and material's embodiment, determines the evaluation index of scheme implementation result, is collected using network implementation and terminal The detailed data of every evaluation index, generates evaluation index matrix, and matrix is adopted with the method pair of fuzzy clustering, step analysis Implementation result is evaluated;
14) evaluation result according to scheme implementation result, whether interpretation saves as scheme in case library;If it is not, then flowing Journey terminates;If so, then show that scheme achieves preferable implementation result, case can be saved as subsequently consulting, then integrate The related data of decision scheme, terminates flow process after being stored in the case library of technical support module 25.

Claims (7)

1. a kind of towards highway network operation DSS it is characterised in that:Including hardware platform (1) and software System (2), described hardware platform (1) includes data access end (11), the data interaction process utilizing the network equipment to connect successively Platform (12) and user terminal (13), described data access end (11) is to be made in decision system realization data by means of communication The access of the heart, described data interaction processing platform (12) includes application server overall platform, and described application server is totally put down Platform includes four child servers and is respectively olap server, knowledge base server, method base server and model library server, Described user terminal (13) includes hold a conference or consultation end and client, at described software systems (2) inclusion data access module, on-line analysis Reason module, status early warning module, mining analysis module, aid decision module and technical support module, described on-line analytical processing Module operates in data interaction processing platform (12) above and is connected to data access module, and described on-line analytical processing module is also Be connected to status early warning module, mining analysis module and aid decision module, described status early warning module, mining analysis module and Aid decision module is connected with each other successively, and described status early warning module, mining analysis module and aid decision module are all connected with Technical support module.
2. according to claim 1 a kind of towards highway network operation DSS it is characterised in that:Institute State data access end (11) and include remote data center (111) and local data center (112).
3. according to claim 1 a kind of towards highway network operation DSS it is characterised in that:Institute State end of holding a conference or consultation and include computer of holding a conference or consultation, projecting apparatus and large screen display, described client includes some PCs.
4. according to claim 1 a kind of towards highway network operation DSS it is characterised in that:Institute State technical support module and include method base, traffic model storehouse, case library and scheme base.
5. the using method of a kind of DSS towards the operation of highway network according to claim 1, its It is characterised by:Specifically include following steps:
1) start DSS, carry out initialization and basic parameter setting;
2) system access data center is made by data access module;
3) input decision-making index of correlation, to carry out follow-up analysis;
4) decision index system according to input, calls the related data in database, using on-line analytical processing module to database Carry out intersecting inquiry, realize the analysis of multidimensional data, the data of the separate sources extracting is merged, the standard of lifting information Exactness;
5) after selecting and merge having carried out to data, the traffic model storehouse in calling technology support module and method base, right Data carries out preliminary treatment, and preserves result;
6) decision index system according to input, by the way of knowledge retrieval, reasoning by cases, intelligently parsing goes out the decision-making of dependent event Task, thus set up decision task;
7) after determining decision task, decision task is decomposed, by status early warning module and mining analysis module two Aspect carries out the analyzing and processing of depth to data, is computational algorithm and the model library in associated methods storehouse for status early warning module Traffic model, carry out status early warning analysis, mining analysis module in terms of traffic safety, traffic efficiency, energy-saving and emission-reduction three By calling traffic model storehouse and method base, mining analysis are carried out to available data, the potential traffic found out in highway is asked Topic;
8) to step 7) in the result of obtained status early warning and mining analysis judge, if being not reaching to early-warning conditions, I.e. indices are in normal level, and mining analysis result also do not find potential problems it is meant that do not need into The reply Analysis of Policy Making of one step, now just can terminate flow process, show current results;If index has reached the limit value of early warning, or It is that mining analysis are found that potential problem, then can execute and call aid decision module;
9) aid decision module can carry out information integration the result of status early warning and mining analysis first, obtains the detailed of event Situation, then chooses suitable parameter and object function, generates specific decision objective, calls calculating and reasoning to carry out decision-making, Suitable decision process is selected according to decision objective, decision process is carried out using the method for intellectual analysis, associated methods storehouse, traffic Model library, case library and scheme base carry out decision-making;
10) according to decision objective, generate decision-making primary election scheme, decision scheme is evaluated, according to evaluation result interpretation scheme Whether feasible;
11) if scheme is infeasible, decision parameters are changed, re invocation computational reasoning step carries out decision-making, until meeting target Require;If concept feasible, primary election schema definition is proposed projects, carries out next step flow process;
12) if there being multiple decision schemes to have larger dispute, further determine whether that needs are held a conference or consultation investigation decision scheme, such as Fruit needs to carry out scheme investigation, then tissue arrangement is held a conference or consultation environment, prepares terminal and the software environment held a conference or consultation, and user terminal includes Hold a conference or consultation computer, projecting apparatus and large screen display, holding a conference or consultation, environment undertissue expert discusses to proposed projects, here basis Scheme is exported by upper formation decision implement scheme by terminal;If not needing proposed projects is discussed, directly output side Case;
13) according to the specific operational order of decision implement schemes generation, it is handed down to departments at different levels using user terminal computer, tissue Man power and material's embodiment, determines the evaluation index of scheme implementation result, collects every evaluation using network implementation and terminal The detailed data of index, generates evaluation index matrix, and matrix is adopted with the method for fuzzy clustering, step analysis to implementation result Evaluated;
14) evaluation result according to scheme implementation result, whether interpretation saves as scheme in case library;If it is not, then flow process is tied Bundle;If so, then show that scheme achieves preferable implementation result, case can be saved as subsequently consulting, then Integration Decision The related data of scheme, terminates flow process after being stored in case library.
6. the using method of a kind of DSS towards the operation of highway network according to claim 5, its It is characterised by:Described step 8) in status early warning index include highway ETC track flow accounting, traffic circulation is believed in real time Breath can query rate, every ten thousand car death rates, roads emergency response starting time, unit volume of the circular flow energy resource consumption decline, unit turnover Amount carbon emission declines, communications and transportation window has duty the rate of complaints.
7. the using method of a kind of DSS towards the operation of highway network according to claim 5, its It is characterised by:Described step 10) in decision scheme evaluated in terms of traffic safety, efficiency, disposal of pollutants three.
CN201610842101.2A 2016-09-22 2016-09-22 Highway network operation-oriented decision support system and using method thereof Pending CN106447584A (en)

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CN112362102A (en) * 2020-11-06 2021-02-12 湖北添安农业科技有限公司 Monitoring system for immediately monitoring agricultural production environment
CN113407182A (en) * 2021-06-15 2021-09-17 国网冀北电力有限公司工程管理分公司 Engineering construction management data analysis decision system platform
CN113870560A (en) * 2021-09-27 2021-12-31 公安部道路交通安全研究中心 Highway portrayal evaluation and safety risk research and judgment system based on multi-source data
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CN115129853A (en) * 2022-07-18 2022-09-30 浪潮卓数大数据产业发展有限公司 Real estate transaction decision support device and system
CN117556992A (en) * 2023-11-21 2024-02-13 盐城工学院 BIM-based project visual management method and system

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CN107609069A (en) * 2017-08-31 2018-01-19 北京优信同合科技有限责任公司 A kind of DSS based on staple commodities transaction platform
CN107644533B (en) * 2017-10-27 2021-02-12 上海云砥信息科技有限公司 Method for monitoring traffic flow of virtual section of expressway based on mobile network data
CN107644533A (en) * 2017-10-27 2018-01-30 上海云砥信息科技有限公司 The virtual section wagon flow quantity monitoring method of highway based on mobile network data
CN107943460A (en) * 2017-11-24 2018-04-20 陕西公路交通科技开发咨询公司 Freeway toll station operation information platform construction method and gained platform
CN109615170A (en) * 2018-11-08 2019-04-12 上海电科智能系统股份有限公司 A kind of DSS for highway network management
CN109727173A (en) * 2018-12-12 2019-05-07 贵阳银智科技贸易有限公司 Service area big data intelligence s ervice platform
CN110705452A (en) * 2019-09-27 2020-01-17 山东奥邦交通设施工程有限公司 Intelligent management and control method and system for facilities of expressway unattended toll station
CN111986485A (en) * 2020-09-01 2020-11-24 珠海交通工程技术有限公司 Method, system and device for evaluating operation function of traffic network
CN112257929A (en) * 2020-10-23 2021-01-22 广州中国科学院沈阳自动化研究所分所 Cutter suction dredging auxiliary decision making system and method
CN112362102A (en) * 2020-11-06 2021-02-12 湖北添安农业科技有限公司 Monitoring system for immediately monitoring agricultural production environment
CN113407182A (en) * 2021-06-15 2021-09-17 国网冀北电力有限公司工程管理分公司 Engineering construction management data analysis decision system platform
CN113407182B (en) * 2021-06-15 2024-04-12 国网冀北电力有限公司工程管理分公司 Engineering construction management data analysis decision-making system platform
CN113870560A (en) * 2021-09-27 2021-12-31 公安部道路交通安全研究中心 Highway portrayal evaluation and safety risk research and judgment system based on multi-source data
CN113870560B (en) * 2021-09-27 2022-10-04 公安部道路交通安全研究中心 Highway portrayal evaluation and safety risk research and judgment system based on multi-source data
CN114596182A (en) * 2022-03-09 2022-06-07 王淑娟 Government affair management method and system based on big data
CN115129853A (en) * 2022-07-18 2022-09-30 浪潮卓数大数据产业发展有限公司 Real estate transaction decision support device and system
CN117556992A (en) * 2023-11-21 2024-02-13 盐城工学院 BIM-based project visual management method and system
CN117556992B (en) * 2023-11-21 2024-05-10 盐城工学院 BIM-based project visual management method and system

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Application publication date: 20170222