CN101901428A - Electricity market simulating system by adopting SOA technology - Google Patents

Electricity market simulating system by adopting SOA technology Download PDF

Info

Publication number
CN101901428A
CN101901428A CN2010102320839A CN201010232083A CN101901428A CN 101901428 A CN101901428 A CN 101901428A CN 2010102320839 A CN2010102320839 A CN 2010102320839A CN 201010232083 A CN201010232083 A CN 201010232083A CN 101901428 A CN101901428 A CN 101901428A
Authority
CN
China
Prior art keywords
market
simulation
electricity
analysis
data
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.)
Granted
Application number
CN2010102320839A
Other languages
Chinese (zh)
Other versions
CN101901428B (en
Inventor
周海明
李伟刚
王海宁
陈乃仕
王文
史述红
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
State Grid Corp of China SGCC
China Electric Power Research Institute Co Ltd CEPRI
Original Assignee
China Electric Power Research Institute Co Ltd CEPRI
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by China Electric Power Research Institute Co Ltd CEPRI filed Critical China Electric Power Research Institute Co Ltd CEPRI
Priority to CN201010232083.9A priority Critical patent/CN101901428B/en
Publication of CN101901428A publication Critical patent/CN101901428A/en
Application granted granted Critical
Publication of CN101901428B publication Critical patent/CN101901428B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Landscapes

  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

The invention provides an electricity market simulating system by adopting an SOA technology, which realizes global simulation for current electricity market of the country, provides technical support means for simulating electricity market operation and electricity system operation in different environmental conditions and market behaviors, globally evaluating market status, preventing market risks, verifying market rules, studying safe and stable operation strategy and measures of the electricity system under electricity market condition, and training electricity market related working staff, and provides a reliable technical analysis tool for high-efficiency excellent operation of the electricity market of the country.

Description

A kind of electricity market simulating system that adopts the SOA technology
Technical field
The invention belongs to the Power System and its Automation field, be specifically related to a kind of electricity market simulating system of the SOA of employing technology.
Background technology
SOA (Service-Oriented Architecture, Enterprise SOA) is a component model, and it connects the different function units (being called service) of application program by definition excellent interface and contract between these services.Interface is to adopt neutral mode to define, and it should be independent of hardware platform, operating system and the programming language of the service of realization.This makes the service be structured in various such systems to carry out alternately with a kind of unification and universal mode.This feature with neutral interface definition (not having to force to be tied in the specific realization) is called the loose coupling between the service.The benefit of loosely coupled system has 2 points, a bit is its dirigibility, and on the other hand, when the inner structure of each service of forming whole application program little by little changed with realization, it can exist.
Electricity market simulating system still is in an exploratory stage, demand will be along with the deeply and constantly variation of simulation study, in order to reduce the problem of isomerism, interoperability and changing requirement, analogue system platform application SOA technique construction has the application program service of following feature: loose couplings, location transparency and agreement are independent.
Electricity market simulating system support platform based on the application of SOA technology, the application deployment service is flexible during the function expansion, and reusability is good, when using, integrated other function can pass through service call resolution protocol typical problem, need not to be subjected to the technology of integrated application to realize the different restrictions and the restriction of platform, realized dirigibility, reusability, opening and the extensibility of electricity market simulating system, and the concurrency of l-G simulation test.
The main method of research electricity market has the theoretical research based on microeconomics, game theory and finance etc. at present, to the empirical analysis or the proof analysis of actual electricity market, based on agency's the economic simulation method of calculating, the experimental analogic method of experimental economics.
Based on microeconomics, game theory method mainly is to find the solution by setting up the electricity market mathematical model, adopts correlation theory to research and analyse to the every factor that influences market.For example study the bidding strategies problem of genco in the market, can adopt the game theory methods analyst to draw a set of strategies, and genco calculates optimal strategy to separately cost, income etc.
The empirical analysis of actual electricity market mainly is the historical data according to electricity market, perhaps investigates in actual market, draws the problem that electricity market exists by analysis.Because the singularity and the complicacy in real-time electric power market, above method is mainly used to study the theoretical case or the historical crash analysis of electricity market, and market analysis exists some limitation to real-time electric power.The construction design of electricity market should adapt with its feature, is difficult to come modeling with positive method and conventional microeconomics, game theoretic method.
If electricity market is carried out simulation study, can design according to the actual conditions of electricity market, can find the potential problems that electricity market may exist, can help us in more profound and wider scope, to go to seek the inherent law of electricity market.These problems will influence many important electricity market decision-makings, and the cost of market enforcement ex-post analysis is very high, and power market simulation just becomes requisite research method.Power market simulation can be provided with according to the actual conditions of electricity market, be adapted to the Analysis of Complex economic system, can check the feasibility of various electricity market rules, also can test, so power market simulation can be used as the research method of a kind of " discovery " system and announcement electricity market inherent law at some key issues and hypothesis.
The method of the simulation study of electricity market mainly is divided into based on agency's calculating economics emulation and experimental economics experiment.Based on agency's simulation method mainly is to act on behalf of genco by intelligent algorithm to carry out bidding strategies and select, then according to go out all kinds of problems that clearly result studies electricity market at every turn.The method of experimental economics experiment is the earliest by Vernon. and Smith proposes and is applied to the experiment of power industry, mainly be by building a unified market platform, experiment parameter and experimental situation are set, and are experimentized by relevant personnel, experimental then result studies.Experimental economics is the power market transaction actual conditions that go out of real simulation more, but are subject to disturb, and the result who draws does not often restrain, and can not carry out qualitative explanation to some factors; And Computer Simulation is very rational, although bigger with actual market situation difference, can clearly reflect the influence of each factor.
Summary of the invention
The objective of the invention is based on aforementioned calculation economics and experimental economics theory, a kind of electricity market simulating system of the SOA of employing technology is provided, comprise simulation modeling platform, simulation run control platform and analysis and evaluation platform, realized the function of emulation experiment environment construction, emulation experiment arrangements, power market transaction process simulation and Electricity Market Operation state estimation; The function of this system comprises at simulation objectives Object Creation and configuration electricity market model-power market simulation experiment scene; Electric power system model data to emulation experiment scene correspondence manage and safeguard; Electricity market economic model data to emulation experiment scene correspondence manage and safeguard; Configuration marketing rule, and the market clearing algorithm of trading rules correspondence; Under the emulation experiment scene, can carry out analog simulation: adopt simulation dual mode, the operation overall process of emulation experiment is controlled based on the simulation and the quotation Network Based of intelligent agent to the power market transaction of different trading rules; Provide multiple Agent proxy bid algorithm, the simulation market member behavior of offering; Simulate the market clearing under the rule of different market mode, work out electricity price result clearly, and carry out analysis-by-synthesis relatively; The panorama of simulation process and simulation result data is showed; Simulation result performance analysis, multidimensional analysis, electricity market comprehensive assessment.
Wherein, the simulation modeling platform can be according to specific electricity market scheme and Electricity Market Operation rule, utilize the modeling tool of system, set up electricity market data model and information model, the functional mode of electricity market and workflow model, organization structural model in conjunction with the electricity market member, construct an emulation experiment scene fast, an emulation experiment scene is corresponding with the actual electricity market by emulation, the simulation modeling platform provides GIS graphical modeling instrument, image on GIS figure, carry out the management of emulation experiment scene and market member's management intuitively, the major function of described simulation modeling platform comprises:
(1) newly-built scene: on the GIS map, select certain position, newly-built l-G simulation test scene is provided with the essential information of this electricity market, and the zone that comprises;
(2) deletion scene: the l-G simulation test scene that selection has been set up, can delete relevant all information;
(3) interconnection family definition: to the l-G simulation test scene of having set up, the parameters such as title, top stub area and limit value of interconnection family in the definition scene;
(4) trading rules setting: to the l-G simulation test scene of having set up, the trading rules that adopt in the definition scene comprise parameters such as type of transaction, time type and quotation capacity hop count;
(5) newly-built market member: on the GIS map, select certain geographical position, can newly-built market member, member's parameter is set: title, coding, network loss coefficient, installed capacity and cost curve etc.;
(6) information about firms management: select existing market member, can delete relevant all information of this member, perhaps to this member's parameter editor that makes amendment.
Wherein, described simulation run control platform is disposed the emulation experiment environment that needs simulation, realization operates whole-process simulation to electricity market, comprises that the running links such as maintenance of data declaration, transaction calculating, contract decomposition and management, information issue, planning and operation of power networks state to electricity market provide simulation means; Operation control platform carries out configuration, the management of emulation experiment scheme, the emulation experiment scheme process that has disposed is carried out in control, and write down each emulation experiment process data and result data, show emulation experiment overall process and The simulation experiment result, described simulation run control platform major function comprises comprehensively:
1) market parameter maintenance: the parameter to the l-G simulation test scene is made amendment, is safeguarded, comprises scene setting, trading rules setting, the setting of market member's parameter, the definition of interconnection family and proxy bid default setting etc.;
2) systematic parameter is safeguarded: to safeguarding that with the irrelevant systematic parameter of scene comprise: type of transaction setting, unit attribute are provided with, the zone is provided with and the unit setting;
3) test configurations: in the simulation run of appointment controls environment, testing program is set, comprises information such as configuration l-G simulation test, test sight and test board according to test objective;
4) data are prepared: the market information before the mock trading is prepared, and comprising: load prediction, partition load distribution, turnaround plan and the space etc. of bidding;
5) test execution: according to the quotation mode difference of l-G simulation test, the test implementation is divided into based on agency's l-G simulation test execution and artificial quotation Network Based and mixes the l-G simulation test of offering and carry out;
6) test findings inquiry: the quote situations of inquiry l-G simulation test, go out transaction results and member's profit situation clearly, show in modes such as form, figure and GIS;
7) panorama is showed: panorama is showed quote situations in the l-G simulation test process, is gone out clearly information such as transaction results on GIS figure.
Wherein, described analysis and evaluation platform is to be responsible for emulation experiment process and result data are carried out analyzing and processing.Calculate all kinds of indexs, make up appraisement system according to the market analysis evaluation theory, and utilize data warehouse and visualization technique, analysis result is showed, form all kinds of market analysis reports; The main task of analysis and evaluation platform is that the data of market simulation experiment are carried out analytical calculation, and provides the analysis conclusion of power market simulation; Specifically comprise: the electricity market assay system of setting up a cover science; Theory and method that the electricity market quantitative test is estimated are proposed; Set up the market analysis evaluation system, the data analysis by to each link of power market transaction provides overall assessment to electricity market ruuning situation and market forces, and the potential market risk is provided alert, and countermeasure is diagnosed and proposed to revise to the electricity market rule; Emulation experiment data in conjunction with actual are applied to reality with market evaluation system and theory, carry out monographic study; The major function of analysis and evaluation platform comprises:
4) market surveillance information: be responsible for electricity market information collection, handle and represent; The main result of supervision, data mining and analysis and evaluation that electricity market is whole shows by the monitor message system; Monitor message monitors, purchases the supervision of electricity side by market situation supervision, generating side and scheduled for executing monitors that 4 groups of subsystems become;
5) data mining analysis: the instrument for the user provides a whole set of data mining, olap analysis processing, datagraphic to represent comprises: on-line analysis instrument, chart customization instrument and three-dimensional picture analysis tool;
6) market form issue: customize all kinds of analysis report templates, generate the year, month, day analysis report automatically.
Wherein, this system adopts multilayer distributed architecture Design, the open platform structure, and middle layer and data server all adopt unix system, and front end adopts the high microcomputer workstation of reliability; Network configuration adopts the Ethernet structure, and backbone network adopts the 1000M Fast Ethernet, guarantees the reliably fast of Network Transmission; Database adopts the large commercial database;
The employed software configuration of this system comprises:
4) show interbedded formation: being made of user interface, being used for the mutual of process user and application program, can be browser or any application program that can represent data;
5) application service layer: be made up of application component or service logic and infrastructure service facility etc., the structure in middle layer meets the J2EE standard;
6) data Layer: the data that application storing needs; These data can comprise database, XML document etc.; Data Layer is connected with the displaying interbedded formation by application service layer by the data interconnection technique of J2EE definition.
Wherein, described simulation based on intelligent agent is adopted and is calculated the economics experiment, and the experimental economics experiment is adopted in the simulation of described quotation Network Based.
Electricity market simulating system of the present invention is based on electric system and electricity market theory, operational research, calculating economics, experimental economics and system's control theory and artificial intelligence, appliance computer, network service, the information processing technology, realization is to the analog simulation of running, Operation of Electric Systems and market member's behavior of electricity market, realized the power market simulation of multi-user, multi-angle, overall process, for carrying out of power market simulation experiment provide one truly, efficiently, reliably, technology platform flexibly.Therefore, the invention has the beneficial effects as follows:
● adopt the WebGIS technology to be applied to the electricity market simulating system support platform, on the GIS figure, directly set up the electricity market model, realized based on the incorporate power market simulation modeling of picture library.
● particle swarm optimization algorithm is introduced intelligent agent, set up intelligent agent quotation strategy model, and use particle swarm optimization algorithm and find the solution based on maximizing of expected profit.
● by power market simulation test and case analysis, checking, perfect electricity market assessment indicator system, and extract the market analysis evaluation is influenced one group of high index of correlativity, be designed to radar map, monitor the Electricity Market Operation situation in the power market simulation process of the test intuitively, for the dynamic early warning that realizes the power market simulation process provides theoretical foundation.
● adopt SOA (Service-Oriented Architecture, Enterprise SOA) the electricity market simulating system support platform of technology application, realized dirigibility, reusability, opening and the extensibility of electricity market simulating system, and the concurrency of l-G simulation test.
● studied and defined first power market simulation experimental standard, comprised experiment purpose, test aspects such as tested selection, experimental situation foundation, experimental program configuration, experimental arrangement execution, analysis of experimental data and experimental result evaluation and stipulate.
Electricity market simulating system reproduces the overall process of power market transaction operation by objective reality, systematically prove and analysis and evaluation electricity market theory and market operation rule comprehensively, for the construction of electricity market provides decision support, change in electricity market design in the past, the planning " achievement in research is many qualitatively, the quantitative examination achievement is few ", the situation of " the centralized guidance Journal of Sex Research is many, operation Journal of Sex Research few ", conservation of power market construction cost, accelerate electricity market and build process, thereby have huge economic benefit and social benefit.
Description of drawings
The present invention is further described below in conjunction with accompanying drawing.
Fig. 1 electricity market simulating system major function process flow diagram
Fig. 2 electricity market simulating system software architecture diagram
Fig. 3 electricity market simulating system hardware structure diagram
Fig. 4 system emulation modeling, operation control, analysis and assessment platform selecting interface
Fig. 5 simulation modeling platform GIS sets up new experiment scene interface
Fig. 6 system emulation Modeling Platform market member is provided with the interface
Fig. 7 system operation control platform experiments is selected the interface
Fig. 8 electricity market simulating system experimental configuration interface
Fig. 9 electricity market simulating system data are prepared the interface
Figure 10 electricity market simulating system market member's agent algorithms is provided with the interface
Figure 11 electricity market simulating system transaction electricity price is showed the interface
Figure 12 electricity market simulating system market member acts on behalf of the learning curve interface
Figure 13 electricity market simulating system analysis and assessment platform interface
Figure 14 electricity market simulating system market evaluation radar map
Figure 15 electricity market simulating system market member's transaction results GIS shows the interface.
Embodiment
The major function of system of the present invention comprises electricity market member emulation, power market transaction emulation, analysis and evaluation on power market, electricity market simulation training etc.The design object of electricity market simulating system is: satisfy the simulation study needs of electricity markets construction at different levels such as country, zone and province, the simulation study needs of three-class power market regulation running, and the requirement of electricity market simulation training.Specifically comprise:
1) builds up market simulation testing laboratory of State Grid, form electric system simulation experimental study base under the Power Market, for electricity market designs, plans, builds, moves strong l-G simulation test research means is provided with the national grid simulation centre.
2) possess the market scheme of various types of transaction, various trade mode, different transaction cycles and the ability of operation rule analogue simulation and l-G simulation test research, but analogue simulation and experimental study markets at different levels design proposal and operation rule, the analysis and evaluation market operation efficient and the market risk that may hide, check the Electricity Market Operation System core algorithm of bidding, be the construction of China's electricity market, strong technical support and technical service is provided.
3) combine with the national grid simulation centre, carry out the l-G simulation test research of power system security under the Power Market, stable, economic operation problem.For electric network model and market model, the disturbance (as electric network fault, the increase and decrease of electric load, the variation of weather, economic development etc.) in can emulation reality is to verify their influences to power market transaction.
4) in power market simulation experimental study process, collect Electricity Market Operation case data under the various boundary environments, progressively set up the electricity market case library, build up China electricity market case center, the case data that accumulation is comprehensive, abundant is for the various researchs of electricity market, analysis provide service.
5) become electricity market technician's cultivation and training base, and the l-G simulation test base of international technological exchange, cooperation.
Electricity market simulating system is in conjunction with the actual conditions of China's electricity market construction operation and operation of power networks, according to overall planning, the principle of implementing step by step, making full use of on the basis of existing resource, actively draw the developing operation experience of existing power market simulation technical research both at home and abroad and related system, adopt advanced practical theory and technology, follow the corresponding world and national standard, design and develop out the electricity market simulating system of the leading level in the world with Chinese characteristics, realize the comprehensive simulation in China three-class power market, be Electricity Market Operation and the Operation of Electric Systems under the simulation varying environment condition and the market behavior, the comprehensive assessment state of market, the prevention market risk, the checking market rules, power system safety and stability operation strategy and measure under the research electricity market condition, and training electricity market related work personnel provide the technical support means, for the efficient good running of China's electricity market provides the reliable technique analysis tool.
Adopt the electricity market simulating system of SOA technology to comprise simulation modeling platform, simulation run control platform, analysis and evaluation platform, realized the function of emulation experiment environment construction, emulation experiment arrangements, power market transaction process simulation and Electricity Market Operation state estimation.System's major function comprises at interested simulation object creates and disposes the market mode emulation experiment scene of required emulation; To electric power system model data management, the maintenance of emulation experiment scene correspondence, for emulation experiment provides the data basis; To the data management of electricity market economic model, the maintenance of emulation experiment scene correspondence, for emulation experiment provides the data basis; Configuration marketing rule, and the market clearing algorithm of trading rules correspondence can be carried out analog simulation to different trading rules under the emulation experiment scene; Can adopt simulation (experimental economics experiment) dual mode of simulation based on intelligent agent (calculating the economics experiment) and quotation Network Based, the operation overall process of emulation experiment is controlled; Provide multiple Agent proxy bid algorithm, the simulation market member behavior of offering; Simulate the market clearing under the rule of different market mode, work out electricity price result clearly, and carry out analysis-by-synthesis relatively; The panorama of simulation process and simulation result data is showed; Simulation result performance analysis, multidimensional analysis, electricity market comprehensive assessment.The major function flow process of electricity market simulating system as shown in Figure 1.
Wherein the simulation modeling platform can be according to specific electricity market scheme and Electricity Market Operation rule, utilize the modeling tool of system, set up electricity market data model and information model, the functional mode of electricity market and workflow model, organization structural model in conjunction with the electricity market member, construct an emulation experiment scene fast, an emulation experiment scene is corresponding with the actual electricity market by emulation, as Tohoku Electric Power market model of place, east china electric power market model, and country and provincial electricity market model.The simulation modeling platform provides GIS graphical modeling instrument, on GIS figure image, carry out the management of emulation experiment scene and market member's management intuitively.Simulation modeling platform major function comprises:
1) newly-built scene: on the GIS map, select certain position, newly-built l-G simulation test scene (emulation electricity market).The essential information of this electricity market is set, and the zone that comprises.
2) deletion scene: the l-G simulation test scene that selection has been set up, can delete relevant all information.
3) interconnection family definition: to the l-G simulation test scene of having set up, parameters such as the title of interconnection family, top stub area, limit value in the definition scene.
4) trading rules setting: to the l-G simulation test scene of having set up, the trading rules that adopt in the definition scene comprise parameters such as type of transaction (going out mode clearly), time type (annual, monthly, a few days ago wait), the capacity hop count of offering.
5) newly-built market member: on the GIS map, select certain geographical position, can newly-built market member (comprising power plant, grid company), member's parameter is set: title, coding, network loss coefficient, installed capacity, cost curve etc.
6) information about firms management: select existing market member, can delete relevant all information of this member, perhaps to this member's parameter editor that makes amendment.
The emulation experiment environment that operation control platform deploy need be simulated, realization operates whole-process simulation to electricity market, comprises that the running links such as maintenance of data declaration, transaction calculating, contract decomposition and management, information issue, planning and operation of power networks state to electricity market provide simulation means.Operation control platform carries out configuration, the management of emulation experiment scheme, and the emulation experiment scheme process that has disposed is carried out in control, and writes down each emulation experiment process data and result data, shows emulation experiment overall process and The simulation experiment result comprehensively.Operation control platform major function comprises:
1) market parameter maintenance: the parameter to the l-G simulation test scene is made amendment, is safeguarded, comprises scene setting, trading rules setting, the setting of market member's parameter, the definition of interconnection family, proxy bid default setting etc.
2) systematic parameter is safeguarded: to safeguarding that with the irrelevant systematic parameter of scene comprise: type of transaction setting, unit attribute are provided with, the zone is provided with, the unit setting.
3) test configurations: in the simulation run of appointment controls environment, testing program is set, comprises information such as configuration l-G simulation test, test sight, test board according to test objective.
4) data are prepared: the market information before the mock trading is prepared, and comprising: load prediction, partition load distribution, turnaround plan, the space etc. of bidding.
5) test execution: according to the quotation mode difference of l-G simulation test, the test implementation is divided into based on agency's l-G simulation test execution and artificial quotation Network Based and mixes the l-G simulation test of offering and carry out.
6) test findings inquiry: the quote situations of inquiry l-G simulation test, go out transaction results and member's profit situation clearly, show in modes such as form, figure, GIS.
7) panorama is showed: panorama is showed quote situations in the l-G simulation test process, is gone out clearly information such as transaction results on GIS figure.
The analysis and evaluation platform is to be responsible for emulation experiment process and result data are carried out analyzing and processing.Calculate all kinds of indexs, make up appraisement system according to the market analysis evaluation theory, and utilize data warehouse and visualization technique, analysis result is showed, form all kinds of market analysis reports.The main task of analysis and evaluation platform is that the data of market simulation experiment are carried out analytical calculation, and provides the analysis conclusion of power market simulation.Specifically comprise: the electricity market assay system of setting up a cover science; Theory and method that the electricity market quantitative test is estimated are proposed; Set up the market analysis evaluation system, the data analysis by to each link of power market transaction provides overall assessment to electricity market ruuning situation and market forces, and the potential market risk is provided alert, and countermeasure is diagnosed and proposed to revise to the electricity market rule; Emulation experiment data in conjunction with actual are applied to reality with market evaluation system and theory, carry out monographic study.Analysis and evaluation platform major function comprises:
1) market surveillance information: be responsible for electricity market information collection, handle and represent.The main result of supervision, data mining and analysis and evaluation that electricity market is whole shows by the monitor message system.Monitor message monitors, purchases the supervision of electricity side, 4 groups of subsystems one-tenth of scheduled for executing supervision by market situation supervision, generating side.
2) data mining analysis: the instrument for the user provides a whole set of data mining, olap analysis processing, datagraphic to represent comprises: on-line analysis instrument, chart customization instrument and three-dimensional picture analysis tool.
3) market form issue: customize all kinds of analysis report templates, generate the year, month, day analysis report automatically.
Electricity market simulating system is with the basic automatization resource, comprise that technical support system for power market, energy management system (EMS), yardman's analogue system (DTS), communication system etc. are bottom resource, build the computer hardware and the network platform, general Software System such as employing large commercial database are built universal Software Platform, and based on this, exploitation is based on the simulation system software supporting platform of the opening of Multi-Agent technology, for the exploitation and the operation of application software provides good running environment and master tool.In the function design of application software, adopt the design concept of " on-demand, amount body layout ", use service-oriented architecture technology, system is divided into the functional domain that does not have coupling, and in each functional domain, the associated component of power market simulation demand and characteristic is satisfied in exploitation, realize the electricity market simulating system that " assembly " changed with the J2EE framework, to guarantee the flexible configuration of system, improve the availability and the service efficiency of software, and the convenience of safeguarding, revising and replenish upgrading.Electricity market simulating system adopts by client-side program/Web browser, application server, three layers B/S (browser/server) structure that database servers group becomes, based on the Internet technique construction, the software systems branch is realized for multilayer, comprise data Layer, application service layer, show interbedded formation etc., based on calculating economics and experimental economics theory, the intelligent agent technology that adopts the kinds of artificial intelligent algorithm to support, integrated application comprise the J2EE framework, advanced computers development technique such as SOA (Enterprise SOA) technology and GIS pattern exhibiting scheme, structure can reproduce true power market transaction environment, structure is flexible, and information exhibition is electricity market simulating system intuitively.The electricity market simulating system software configuration as shown in Figure 2.
1) show interbedded formation: being made of user interface, being used for the mutual of process user and application program, can be browser or any application program that can represent data.The unified browser mode that adopts of suggestion provides interactive interface for the user in electricity market simulating system.Adopt browser can simplify the client-side program development on the one hand as user interface, the user need not to install corresponding client-side program again on the other hand, because the convenience of browser, the user can finish the work on the workstation of any support browser, has very high dirigibility.Other each system facts have proved that this mode can satisfy the requirement of aspects such as the function of system, efficient, speed, safety fully.
2) application service layer: be made up of application component or service logic and infrastructure service facility etc., the structure in middle layer meets the J2EE standard.In application service layer, application component has been determined the business rule of application program, and program is often mutual by service logic and application data.The infrastructure service facility provides other functions of application component requirement, as message, things support etc.For the application program collaborative work that makes the middle layer just must the definition application object interface.The effect of interface is equivalent to a contract, and each object all states by interface, shows that it will accept specific parameter, carries out specific operation and return specific result.Application object uses these interfaces to communicate with one another.
3) data Layer: the data that application storing needs.These data can comprise database, XML document etc.Data Layer is connected with the displaying interbedded formation by application service layer by the data interconnection technique of J2EE definition.
Electricity market simulating system adopts multilayer distributed architecture Design, the open platform structure, and middle layer and data server all adopt unix system, and front end adopts the high microcomputer workstation of reliability; Network configuration adopts the Ethernet structure, and backbone network adopts the 1000M Fast Ethernet, guarantees the reliably fast of Network Transmission; Database adopts the large commercial database.Electricity market simulating system is the digital analogue system of a cover, and system software adopts the B/S structure, and all use equal subordinate in server end system, and the user uses this system to carry out simulation operations by browser.System hardware is made of 4 unix servers, a Windows server.The electricity market simulating system hardware configuration as shown in Figure 3.
Database server 1 and database server 2 are used to deposit analogue system simulation modeling platform and operation control platform data, can move a plurality of database instances, comprise simulation modeling, Simulation Control, a plurality of market simulation object, simulation training etc., how many changeable database server quantity of running environment of emulation simultaneously as required; Evaluating server is used to deposit analogue system analysis and evaluation platform data; Calculation server is used to dispose analogue system and goes out to clear the service of grade of sending out; Web Application Server is used to dispose the analogue system service.
Electricity market simulating system comprises simulation modeling, operation control, analysis and assessment platform, and embodiment is as follows:
1) simulation modeling platform major function comprises and setting up and the deletion scene, set up, revise and deletion market member, and the setting of scene interconnection family, the scene trading rules such as are provided with at function.
● enter simulation modeling platform GIS interface from system GIS master interface (as Fig. 4), the optional position of clicking map by mouse right button, pop-up box is pointed out newly-built scene; At right side, interface input scene parameter, selection affiliated area, click " newly-built " and can set up new scene, GIS dynamically adds this scene legend in the interface simultaneously.At simulation modeling generalized information system master interface, left mouse button is clicked the scenario node on the map, clicks " deleting this scene " at the interface, right side, can delete selected scene; Click " entering this scene ", then can enter next interface and carry out other operation (as Fig. 5).
● enter certain scene by simulation modeling GIS interface, left mouse button is clicked the member node on the map, click the right side " revise this unit " can below the selected unit of interface modification parameter; Enter certain scene by generalized information system, left mouse button is clicked the member node on the map, and the click right side " is deleted this unit " and can be deleted selected unit; Enter certain scene by generalized information system, click the optional position of map by mouse right button, can set up new member in this position, and at interface, right side input information about firms; According to the difference (being divided into grid company, genco) of market member type, system adjusts required maintenance parameters (as Fig. 6) automatically.
2) operation control platform major function comprises configuration, management, and the emulation experiment scheme process that has disposed is carried out in control, and writes down each emulation experiment process data and result data, shows emulation experiment overall process and The simulation experiment result comprehensively.
(1) enter simulation modeling platform GIS interface from system GIS master interface, in the scene that the selection of right side, interface will enter, then generalized information system navigates to the position of selected scene automatically; In the unit that the click of GIS interface left mouse button will be played the part of, point out user-selected unit and unit attribute on the right side, interface, and list this institute of unit energy role and enterable scene; System shows the type (calculating economics experiment, experimental economics experiment) of experiment that this role does according to selected role's difference; If the role is deal maker's (calculating economics experiment deal maker, experimental economics experiment deal maker), the authority of newly-built experiment is then arranged, other roles have only the authority (as Fig. 7) that participates in existing experiment.
(2) in information (as Fig. 8) such as experimental configuration layout setting experiment (comprising quotation mode, start time, concluding time), experiment sight (comprising sight sequence number, sight description, trading rules, time type), experiment plates.
(3) prepare to be provided with the required master data of experiment in data, comprise load prediction, place of safety divisions, partition load distribution, turnaround plan, power plant's minimum mode, market member bid (as Fig. 9) such as abilities.
(4) (comprise and adopt the quotation algorithm: Qlearning algorithm, Greedy algorithm, Roth-Ever algorithm, PSO algorithm in bid member's proxy policies of proxy bid layout setting; Quotation strategy: radical type quotation, the quotation of golden mean of the Confucian school type, conservative type quotation; Convergence threshold values: numeral between 0-1) (as Figure 10); Carry out the interface in experiment, information such as the experiment of selecting to be provided with, experiment plate start this experiment, can suspend implementation, operation such as continuation; The interface dynamically shows transaction electricity price information of this each wheel of each sight of dish experiment, includes and retrains out clearly electricity price, do not have and retrain out clearly electricity price, constraint weighted mean electricity price is arranged, do not have constraint weighted mean electricity price, the minimum electricity price of constraint is arranged, do not have curves (as Figure 11) such as the minimum electricity price of constraint; And can be inclined to coefficient curve at the interface and show that dynamically the market member acts on behalf of learning curve (as Figure 12).
3) the analysis and evaluation platform is that emulation experiment process and result data are carried out analyzing and processing.Calculate all kinds of indexs, make up appraisement system according to the market analysis evaluation theory, and utilize data warehouse and visualization technique, analysis result is showed.
● assessment such as comprehensive assessment interface display market supply and demand structure analysis, marketing price analysis, marketing component analysis, market information content (as Figure 13), and can intuitively show the Electricity Market Operation situation by radar map, for the dynamic early warning that realizes power market simulation provides theoretical foundation (as Figure 14).
Show market member's quotation information and bid results information (as Figure 15) by the GIS objective interface.
Invention has been described according to specific exemplary embodiment herein.It will be conspicuous carrying out suitable replacement to one skilled in the art or revise under not departing from the scope of the present invention.Exemplary embodiment only is illustrative, rather than to the restriction of scope of the present invention, scope of the present invention is by appended claim definition.

Claims (6)

1. electricity market simulating system that adopts the SOA technology, comprise simulation modeling platform, simulation run control platform and analysis and evaluation platform, realized the function of emulation experiment environment construction, emulation experiment arrangements, power market transaction process simulation and Electricity Market Operation state estimation; The function of this system comprises at simulation objectives Object Creation and configuration electricity market model-power market simulation experiment scene; Electric power system model data to emulation experiment scene correspondence manage and safeguard; Electricity market economic model data to emulation experiment scene correspondence manage and safeguard; Configuration marketing rule, and the market clearing algorithm of trading rules correspondence; Under the emulation experiment scene, can carry out analog simulation: adopt simulation dual mode, the operation overall process of emulation experiment is controlled based on the simulation and the quotation Network Based of intelligent agent to the power market transaction of different trading rules; Provide multiple Agent proxy bid algorithm, the simulation market member behavior of offering; Simulate the market clearing under the rule of different market mode, work out electricity price result clearly, and carry out analysis-by-synthesis relatively; The panorama of simulation process and simulation result data is showed; Simulation result performance analysis, multidimensional analysis, electricity market comprehensive assessment.
2. the system as claimed in claim 1, it is characterized in that: wherein the simulation modeling platform can be according to specific electricity market scheme and Electricity Market Operation rule, utilize the modeling tool of system, set up electricity market data model and information model, the functional mode of electricity market and workflow model, organization structural model in conjunction with the electricity market member, construct an emulation experiment scene fast, an emulation experiment scene is corresponding with the actual electricity market by emulation, the simulation modeling platform provides GIS graphical modeling instrument, image on GIS figure, carry out the management of emulation experiment scene and market member's management intuitively, the major function of described simulation modeling platform comprises:
(1) newly-built scene: on the GIS map, select certain position, newly-built l-G simulation test scene is provided with the essential information of this electricity market, and the zone that comprises;
(2) deletion scene: the l-G simulation test scene that selection has been set up, can delete relevant all information;
(3) interconnection family definition: to the l-G simulation test scene of having set up, the parameters such as title, top stub area and limit value of interconnection family in the definition scene;
(4) trading rules setting: to the l-G simulation test scene of having set up, the trading rules that adopt in the definition scene comprise parameters such as type of transaction, time type and quotation capacity hop count;
(5) newly-built market member: on the GIS map, select certain geographical position, can newly-built market member, member's parameter is set: title, coding, network loss coefficient, installed capacity and cost curve etc.;
(6) information about firms management: select existing market member, can delete relevant all information of this member, perhaps to this member's parameter editor that makes amendment.
3. the system as claimed in claim 1, it is characterized in that: described simulation run control platform is disposed the emulation experiment environment of needs simulation, realization operates whole-process simulation to electricity market, comprises that the running links such as maintenance of data declaration, transaction calculating, contract decomposition and management, information issue, planning and operation of power networks state to electricity market provide simulation means; Operation control platform carries out configuration, the management of emulation experiment scheme, the emulation experiment scheme process that has disposed is carried out in control, and write down each emulation experiment process data and result data, show emulation experiment overall process and The simulation experiment result, described simulation run control platform major function comprises comprehensively:
1) market parameter maintenance: the parameter to the l-G simulation test scene is made amendment, is safeguarded, comprises scene setting, trading rules setting, the setting of market member's parameter, the definition of interconnection family and proxy bid default setting etc.;
2) systematic parameter is safeguarded: to safeguarding that with the irrelevant systematic parameter of scene comprise: type of transaction setting, unit attribute are provided with, the zone is provided with and the unit setting;
3) test configurations: in the simulation run of appointment controls environment, testing program is set, comprises information such as configuration l-G simulation test, test sight and test board according to test objective;
4) data are prepared: the market information before the mock trading is prepared, and comprising: load prediction, partition load distribution, turnaround plan and the space etc. of bidding;
5) test execution: according to the quotation mode difference of l-G simulation test, the test implementation is divided into based on agency's l-G simulation test execution and artificial quotation Network Based and mixes the l-G simulation test of offering and carry out;
6) test findings inquiry: the quote situations of inquiry l-G simulation test, go out transaction results and member's profit situation clearly, show in modes such as form, figure and GIS;
7) panorama is showed: panorama is showed quote situations in the l-G simulation test process, is gone out clearly information such as transaction results on GIS figure.
4. the system as claimed in claim 1 is characterized in that: described analysis and evaluation platform is to be responsible for emulation experiment process and result data are carried out analyzing and processing.Calculate all kinds of indexs, make up appraisement system according to the market analysis evaluation theory, and utilize data warehouse and visualization technique, analysis result is showed, form all kinds of market analysis reports; The main task of analysis and evaluation platform is that the data of market simulation experiment are carried out analytical calculation, and provides the analysis conclusion of power market simulation; Specifically comprise: the electricity market assay system of setting up a cover science; Theory and method that the electricity market quantitative test is estimated are proposed; Set up the market analysis evaluation system, the data analysis by to each link of power market transaction provides overall assessment to electricity market ruuning situation and market forces, and the potential market risk is provided alert, and countermeasure is diagnosed and proposed to revise to the electricity market rule; Emulation experiment data in conjunction with actual are applied to reality with market evaluation system and theory, carry out monographic study; The major function of analysis and evaluation platform comprises:
1) market surveillance information: be responsible for electricity market information collection, handle and represent; The main result of supervision, data mining and analysis and evaluation that electricity market is whole shows by the monitor message system; Monitor message monitors, purchases the supervision of electricity side by market situation supervision, generating side and scheduled for executing monitors that 4 groups of subsystems become;
2) data mining analysis: the instrument for the user provides a whole set of data mining, olap analysis processing, datagraphic to represent comprises: on-line analysis instrument, chart customization instrument and three-dimensional picture analysis tool;
3) market form issue: customize all kinds of analysis report templates, generate the year, month, day analysis report automatically.
5. as the described system of claim 1-4, it is characterized in that: this system adopts multilayer distributed architecture Design, the open platform structure, and middle layer and data server all adopt unix system, and front end adopts the high microcomputer workstation of reliability; Network configuration adopts the Ethernet structure, and backbone network adopts the 1000M Fast Ethernet, guarantees the reliably fast of Network Transmission; Database adopts the large commercial database;
The employed software configuration of this system comprises:
1) show interbedded formation: being made of user interface, being used for the mutual of process user and application program, can be browser or any application program that can represent data;
2) application service layer: be made up of application component or service logic and infrastructure service facility etc., the structure in middle layer meets the J2EE standard;
3) data Layer: the data that application storing needs; These data can comprise database, XML props up shelves etc.; Data Layer is connected with the displaying interbedded formation by application service layer by the data interconnection technique of J2EE definition.
6. as the described system of claim 1-4, it is characterized in that: described simulation based on intelligent agent is adopted and is calculated the economics experiment, and the experimental economics experiment is adopted in the simulation of described quotation Network Based.
CN201010232083.9A 2010-07-21 2010-07-21 A kind of electricity market simulating system adopting SOA technology Active CN101901428B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201010232083.9A CN101901428B (en) 2010-07-21 2010-07-21 A kind of electricity market simulating system adopting SOA technology

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201010232083.9A CN101901428B (en) 2010-07-21 2010-07-21 A kind of electricity market simulating system adopting SOA technology

Publications (2)

Publication Number Publication Date
CN101901428A true CN101901428A (en) 2010-12-01
CN101901428B CN101901428B (en) 2016-01-20

Family

ID=43226945

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201010232083.9A Active CN101901428B (en) 2010-07-21 2010-07-21 A kind of electricity market simulating system adopting SOA technology

Country Status (1)

Country Link
CN (1) CN101901428B (en)

Cited By (29)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102033750A (en) * 2010-12-21 2011-04-27 东莞市高鑫机电科技服务有限公司 Architecture method for SOA-based intelligent enterprise equipment maintenance system and system
CN102622698A (en) * 2012-02-17 2012-08-01 内蒙古东部电力有限公司 Electricity market analyzing and predicting system and analyzing and predicting method thereof
CN102930393A (en) * 2012-10-25 2013-02-13 海南电网公司 Comprehensive power grid information display visualization system
CN102968308A (en) * 2012-11-29 2013-03-13 广东电网公司电力科学研究院 Construction method and system of three-dimensional GIS platform
CN103198143A (en) * 2013-04-18 2013-07-10 哈尔滨工业大学 Simulation resource data processing and controlling system for virtual tests
CN103258255A (en) * 2013-03-28 2013-08-21 国家电网公司 Knowledge discovery method applicable to power grid management system
CN103400218A (en) * 2013-07-11 2013-11-20 华北电力大学 Power grid energy management system (EMS) based on service component architecture
CN103646329A (en) * 2013-11-04 2014-03-19 国家电网公司 Interregional and interprovincial electricity trading operational control method
CN103714425A (en) * 2013-12-24 2014-04-09 南京师范大学 Electric power enterprise work flow structure verifying method
CN103765463A (en) * 2011-03-16 2014-04-30 格里迪克斯公司 Method and system for efficiently processing large volumes of complex small value financial transactions
CN104036067A (en) * 2014-05-10 2014-09-10 南京南瑞集团公司 Multi-participant and multi-intelligent-agent hybrid simulation environment construction method for supporting wide energy study
CN104331803A (en) * 2014-10-29 2015-02-04 国家电网公司 Trading volume locking and releasing design method for electric power market trading activity
CN104484191A (en) * 2015-01-05 2015-04-01 国家电网公司 Electric power marketing system reading-check-billing module teaching simulation system
CN104536304A (en) * 2014-12-31 2015-04-22 南京邮电大学 Electric system load multi-agent control method based on Matlab and Netlogo
CN104820862A (en) * 2015-03-10 2015-08-05 国家电网公司 Establishment method for electricity market supply-demand early-warning model based on dynamic clustering
CN106447462A (en) * 2016-10-18 2017-02-22 国网山东省电力公司烟台供电公司 Power market panorama experiment platform
CN106779451A (en) * 2016-12-28 2017-05-31 南京南瑞集团公司 Merge the carbon market trading activity modeling method of true participant and computer agency
CN107591800A (en) * 2017-09-04 2018-01-16 国网江苏省电力公司南京供电公司 The Forecasting Methodology of running status containing distributed power distribution network based on scene analysis
CN107872531A (en) * 2017-11-23 2018-04-03 上海晨鸟信息科技有限公司 Data processing method and device
CN108923423A (en) * 2018-07-16 2018-11-30 国家电网有限公司 Electricity transaction emulation mode based on micro services, apparatus and system
CN109146566A (en) * 2018-08-20 2019-01-04 广东电网有限责任公司 Subregion price method for visualizing, system and the device of power spot market
CN109308631A (en) * 2018-08-13 2019-02-05 南方电网科学研究院有限责任公司 A kind of modeling method of electricity market Analysis of Policy Making
CN109614706A (en) * 2018-12-11 2019-04-12 中国航空工业集团公司成都飞机设计研究所 A kind of numeral simulation analysis management system
CN109978646A (en) * 2017-12-28 2019-07-05 广东电网有限责任公司电力调度控制中心 A kind of power spot market process of exchange monitoring visualization system
CN109980775A (en) * 2017-12-28 2019-07-05 广东电网有限责任公司电力调度控制中心 A kind of power spot market acceptance of the bid power output monitoring Visualized Analysis System
CN109978212A (en) * 2017-12-28 2019-07-05 广东电网有限责任公司电力调度控制中心 A kind of integrated information display systems towards power spot market
WO2020052413A1 (en) * 2018-09-11 2020-03-19 京东数字科技控股有限公司 Combustion control optimization method and apparatus for thermal generator sets and readable storage medium
CN111815475A (en) * 2020-06-03 2020-10-23 南方电网科学研究院有限责任公司 Simulation device and method for power grid joint scheduling
CN116719980A (en) * 2023-08-02 2023-09-08 成都思达普科技有限公司 Visual analysis management system and management method for enterprise data

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101539858A (en) * 2008-12-16 2009-09-23 厦门亿力吉奥信息科技有限公司 Electric power GIS secondary development platform
CN101751645A (en) * 2008-12-19 2010-06-23 北京科东电力控制系统有限责任公司 Method for searching and determining trading channel in three-class power market

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101539858A (en) * 2008-12-16 2009-09-23 厦门亿力吉奥信息科技有限公司 Electric power GIS secondary development platform
CN101751645A (en) * 2008-12-19 2010-06-23 北京科东电力控制系统有限责任公司 Method for searching and determining trading channel in three-class power market

Cited By (38)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102033750A (en) * 2010-12-21 2011-04-27 东莞市高鑫机电科技服务有限公司 Architecture method for SOA-based intelligent enterprise equipment maintenance system and system
CN103765463A (en) * 2011-03-16 2014-04-30 格里迪克斯公司 Method and system for efficiently processing large volumes of complex small value financial transactions
CN102622698A (en) * 2012-02-17 2012-08-01 内蒙古东部电力有限公司 Electricity market analyzing and predicting system and analyzing and predicting method thereof
CN102930393A (en) * 2012-10-25 2013-02-13 海南电网公司 Comprehensive power grid information display visualization system
CN102968308A (en) * 2012-11-29 2013-03-13 广东电网公司电力科学研究院 Construction method and system of three-dimensional GIS platform
CN102968308B (en) * 2012-11-29 2016-06-22 广东电网公司电力科学研究院 The construction method of three-dimensional GIS platform and system
CN103258255B (en) * 2013-03-28 2016-04-20 国家电网公司 A kind of Methods of Knowledge Discovering Based being applicable to grid management systems
CN103258255A (en) * 2013-03-28 2013-08-21 国家电网公司 Knowledge discovery method applicable to power grid management system
CN103198143A (en) * 2013-04-18 2013-07-10 哈尔滨工业大学 Simulation resource data processing and controlling system for virtual tests
CN103400218A (en) * 2013-07-11 2013-11-20 华北电力大学 Power grid energy management system (EMS) based on service component architecture
CN103646329B (en) * 2013-11-04 2017-01-11 国家电网公司 Interregional and interprovincial electricity trading operational control method
CN103646329A (en) * 2013-11-04 2014-03-19 国家电网公司 Interregional and interprovincial electricity trading operational control method
CN103714425A (en) * 2013-12-24 2014-04-09 南京师范大学 Electric power enterprise work flow structure verifying method
CN104036067B (en) * 2014-05-10 2017-03-15 南京南瑞集团公司 A kind of hybrid simulation environment construction method for supporting big energy research
CN104036067A (en) * 2014-05-10 2014-09-10 南京南瑞集团公司 Multi-participant and multi-intelligent-agent hybrid simulation environment construction method for supporting wide energy study
CN104331803A (en) * 2014-10-29 2015-02-04 国家电网公司 Trading volume locking and releasing design method for electric power market trading activity
CN104536304B (en) * 2014-12-31 2016-06-08 南京邮电大学 A kind of power system load MAS control method based on Matlab and Netlogo
CN104536304A (en) * 2014-12-31 2015-04-22 南京邮电大学 Electric system load multi-agent control method based on Matlab and Netlogo
CN104484191A (en) * 2015-01-05 2015-04-01 国家电网公司 Electric power marketing system reading-check-billing module teaching simulation system
CN104820862A (en) * 2015-03-10 2015-08-05 国家电网公司 Establishment method for electricity market supply-demand early-warning model based on dynamic clustering
CN106447462A (en) * 2016-10-18 2017-02-22 国网山东省电力公司烟台供电公司 Power market panorama experiment platform
CN106779451A (en) * 2016-12-28 2017-05-31 南京南瑞集团公司 Merge the carbon market trading activity modeling method of true participant and computer agency
CN106779451B (en) * 2016-12-28 2021-06-04 南京南瑞集团公司 Carbon market trading behavior modeling method integrating real participants and computer mechanism
CN107591800B (en) * 2017-09-04 2020-01-17 国网江苏省电力公司南京供电公司 Method for predicting running state of power distribution network with distributed power supply based on scene analysis
CN107591800A (en) * 2017-09-04 2018-01-16 国网江苏省电力公司南京供电公司 The Forecasting Methodology of running status containing distributed power distribution network based on scene analysis
CN107872531A (en) * 2017-11-23 2018-04-03 上海晨鸟信息科技有限公司 Data processing method and device
CN109978646A (en) * 2017-12-28 2019-07-05 广东电网有限责任公司电力调度控制中心 A kind of power spot market process of exchange monitoring visualization system
CN109980775A (en) * 2017-12-28 2019-07-05 广东电网有限责任公司电力调度控制中心 A kind of power spot market acceptance of the bid power output monitoring Visualized Analysis System
CN109978212A (en) * 2017-12-28 2019-07-05 广东电网有限责任公司电力调度控制中心 A kind of integrated information display systems towards power spot market
CN108923423A (en) * 2018-07-16 2018-11-30 国家电网有限公司 Electricity transaction emulation mode based on micro services, apparatus and system
CN109308631A (en) * 2018-08-13 2019-02-05 南方电网科学研究院有限责任公司 A kind of modeling method of electricity market Analysis of Policy Making
CN109308631B (en) * 2018-08-13 2022-03-15 南方电网科学研究院有限责任公司 Modeling method for electric power market decision analysis
CN109146566A (en) * 2018-08-20 2019-01-04 广东电网有限责任公司 Subregion price method for visualizing, system and the device of power spot market
WO2020052413A1 (en) * 2018-09-11 2020-03-19 京东数字科技控股有限公司 Combustion control optimization method and apparatus for thermal generator sets and readable storage medium
CN109614706A (en) * 2018-12-11 2019-04-12 中国航空工业集团公司成都飞机设计研究所 A kind of numeral simulation analysis management system
CN111815475A (en) * 2020-06-03 2020-10-23 南方电网科学研究院有限责任公司 Simulation device and method for power grid joint scheduling
CN111815475B (en) * 2020-06-03 2024-02-13 南方电网科学研究院有限责任公司 Simulation device and method for power grid joint scheduling
CN116719980A (en) * 2023-08-02 2023-09-08 成都思达普科技有限公司 Visual analysis management system and management method for enterprise data

Also Published As

Publication number Publication date
CN101901428B (en) 2016-01-20

Similar Documents

Publication Publication Date Title
CN101901428B (en) A kind of electricity market simulating system adopting SOA technology
Teng et al. Recent advances on industrial data-driven energy savings: Digital twins and infrastructures
Fadeyi The role of building information modeling (BIM) in delivering the sustainable building value
Noonan-Wright et al. Developing the US wildland fire decision support system
AbouRizk et al. Research in modeling and simulation for improving construction engineering operations
Dembo et al. OR Practice—Large-Scale Nonlinear Network Models and Their Application
KR20200015642A (en) Project/Task Intelligent Goal Management Method and Platform based on Super Tree
CN102903063A (en) Integral electricity market operation system
EP3149665A1 (en) System and method for providing optimization or improvement measures for one or more buildings
Berwal et al. Computer Applications in Engineering and Management
Hampton et al. A review of current analytical methods, modelling tools and development frameworks applicable for future retail electricity market design
Zaidan et al. Accelerating the change to smart societies-a strategic knowledge-based framework for smart energy transition of urban communities
Dou et al. Characteristics and dynamics of BIM adoption in China: Social network analysis
Jia et al. Prioritizing the operation and maintenance complexity of mega transportation projects based on systems thinking
Elkalla et al. Solving fuzzy time–cost trade-off in construction projects using linear programming
Fedra et al. Expert systems for integrated development: a case study of Shanxi Province, the People's Republic of China
Lynch et al. Financial digital twin for public sector capital projects
Estebsari et al. Smart cities, grids, homes and the workforce: Challenges and prospects
Ng et al. Relationships between interdependency, reliability, and vulnerability of infrastructure systems: Case study of biofuel infrastructure development
Kraines et al. Urban sustainability technology evaluation in a distributed object-based modeling environment
Pijoan et al. Environment modelling for spatial load forecasting
Wang et al. [Retracted] Redistribution of Resources: Sustainable System Mechanisms for Enterprise Migration
Cico et al. Implementation of enterprise GIS in power distribution utilities
Woksepp et al. Applying Virtual Reality and 4D CAD models in the scheduling process of a large pelletizing plant
Xu et al. A hybrid dynamic model for building energy performance gap analysis: a perspective of energy-related stakeholder collaboration

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
ASS Succession or assignment of patent right

Owner name: STATE ELECTRIC NET CROP.

Effective date: 20130219

C41 Transfer of patent application or patent right or utility model
TA01 Transfer of patent application right

Effective date of registration: 20130219

Address after: 100192 Beijing city Haidian District Qinghe small Camp Road No. 15

Applicant after: China Electric Power Research Institute

Applicant after: State Grid Corporation of China

Address before: 100192 Beijing city Haidian District Qinghe small Camp Road No. 15

Applicant before: China Electric Power Research Institute

C14 Grant of patent or utility model
GR01 Patent grant