用户名: 密码: 验证码:
城市电网三维可视化规划方法及应用研究
详细信息    本馆镜像全文|  推荐本文 |  |   获取CNKI官网全文
摘要
传统的城市电网规划一般使用单线图、平面图形。而随着城市经济的快速发展,负荷容量及负荷密度的大幅增长,城市电网的规模也日趋复杂,原有简单的几何图形加注记的形式不能有效地反映城市电网线路现状以及周围城市的市政环境。近年来,随着三维建模、空间数据库以及多智能体等技术的发展,在三维空间上的真实、准确、全面地展示城市电网规划所需的信息成为可能。因此,研究基于三维可视化技术的城市电网规划平台及动态规划方法具有重要的理论和现实意义。
     本文对建立三维可视化城市电网规划平台及应用多智能体技术于城市电网规划的各方面问题进行了深入的研究和探讨,全文包括以下几个章节:
     第一章详细分析了城市电网的发展现状,对目前电网规划的研究内容、目的意义进行了探讨,综述了当前电网规划中存在的问题,并指出三维可视化是解决这些问题的一种新的途径。最后,阐述了本课题的研究意义。
     第二章在介绍三维可视化基本概念、关键技术的基础上,分析了本文所要建立的空间三维可视化城市电网规划平台的基本功能,包括电网现状分析、负荷预测、变电站定容选址以及网架规划等。根据这些基本功能要求,对空间三维可视化城市电网规划平台的总体架构、网络构架、总体数据流和电网规划模型进行了研究和设计。另外,对图形管理软件平台进行了分析,最后,给出实现平台框架的各种关键技术。
     第三章在分析和研究IEC61970/61968标准的基础上,遵循CIM标准和CIM扩展原则,结合面向对象的三维可视化建模技术,对城市电网规划中涉及到的相关模型进行三维建模。并提出了一套面向CIM的三维建模方法OCIM-3D,即将电网设备的空间模型通过继承基础空间包,进而分类扩展,合并进入CIM体系,为在计算机中真实再现城市电网的三维景观提供基础支持。另外,通过对空间数据库、多态数据访问技术的研究,为城市电网空间信息的管理、传输和集成共享提供了可行的技术方案。
     第四章对三维可视化城市电网规划数据集成平台进行了研究,从城市电网规划实践中目前普遍存在的“信息集成度差”、“存在信息孤岛”等问题着手,采用最新的信息集成标准、企业综合集成总线、CORBA标准等,基于多智能体技术,提出了电网规划的开放式信息集成平台及其体系结构,并研究了其实现方式。将孤岛电网信息系统有效结合起来,为三维城市电网规划的信息获取、信息共享、信息传输提供有力的支撑。
     第五章基于多智能体技术,提出了一种解决城市电网优化规划一系列问题的框架。首先,提出了一种结合粒子群优算法的分布式计算结构,然后,针对城市电网划中的负荷预测、变电站定容选址、网架优化规划等问题,对算法流程进行了改进,该框架可望为进一步通过结合空间数据改进优化模型,进行大规模城市电网动态可视化规划提供支持。
     为了验证本文所建立的三维可视化城市电网规划平台的有效性,以重庆城市电网十二五规划为例,第六章给出了应用该平台进行城市电网规划的结果。
     第七章总结了本文的主要贡献及下一步研究工作的展望。
Traditionally, single-line diagrams and planar graphs are used in the management of urban power grid. As the economic develops rapidly, there is a significant increase in load capacity and density, the urban power grid becomes more and more complex. The current information of urban power grid and municipal environment can barely be shown by the traditional ways. In recent years the development of 3D modeling, space database, and MAS(multi-agent system) technique make it possible to display the needed information in 3D space really, exactly and completely, which urban power grid desired. Thus, research on 3D visualization of urban power network planning platform and dynamic programming method has important theoretical and practical significance.
     This paper has made a deep discussion on creating 3D visualization urban power network planning platform and some problems applying MAS technique to urban power network planning. It contains the following sections:
     In chapter 1, the current information of urban power grid development has been analyzed at first. Then, deep discussions about the research contents, objective and significance have been made. Also, there gives an overview of problems which existed in current urban power grid planning, it is pointed out that 3D visualization is a new approach to solve these problems.
     In chapter 2, after the introduction of basic concepts and crucial techniques about 3D visualization, there has an analysis on the principal functions of 3D visualization urban power network planning platform, which include the analysis of current power grid, substation capacity and location, load forecasting and network planning etc. Then, according requirements of these principal functions, researches and designs on overall framework, network framework, overall flow of data and power grid model have been made. Furthermore, it gives some discussions about graphics software platform. At last, list out all crucial techniques of platform framework.
     In chapter 3, IEC-61970/61968 has been studied. Combining with the 3D modeling, some models of urban power grid are created, which can provide a basic support for virtual reality. And study about the space database, multi-data access technique can also give a feasible technical scheme for the management, transmission and communication of urban power grid information.
     In chapter 4, it is focused on the urban power grid planning data integration platform based on 3D visualization technique. Commence to "Information Island" problem, CORBA and enterprise synthetic integration bus and other new standard etc. are adopted. Based on the MAS, an open information integration platform with multi-business application, multi-software system and multi-manipulation platform is proposed. This ca provides the information acquisition, sharing and transmission of 3D urban power grid.
     In chapter 5, based on MAS technology, it has proposed a framework to solve a range of problems in urban power gird optimal planning. At first, distributed computing architecture which combine particle swarm optimization algorithm is proposed. Then, according to problems of load forecasting, substation capacity and location, network planning etc, it has improved the algorithms. The platform created is expected to give support to carry out large-scale urban grid dynamically visualization planning by combining space data to improve the optimization model.
     In order to validate the effectiveness of the 3D visualization urban power network planning platform, this paper take "The 12th five-year Chongqing Urban power gird planning as an example, Chapter 6 gives part of planning results.
     In chapter 7, it summarizes the main contribution of this paper and gives some prospect for the future research.
引文
[1]王锡凡.电力系统规划基础[M].北京:中国电力出版社,1994.
    [2]刘开俊.王怡萍.中国城市电网发展现状与规划探讨[J].电器工业,2006,(11):6-9.
    [3]陈章潮,程忠浩.城市电网规划与改造[M].北京:中国电力出版社,2007.
    [4]蓝毓俊.现代城市电网规划设计与改造[M].北京:中国电力出版社,2004.
    [5]张林峰.基于地理信息系统的智能城市电网规划[D].华北电力大学,硕士论文,2006
    [6]王迎秋.城市电网规划项目关键问题研究[D].天津大学,硕士论文,2007
    [7]金义雄,程浩忠等.现代启发式算法极其在输电网络扩展规划中的应用[J].华东电力,2005,33(8):19-25
    [8]Sharifnia, H. Z. Ashtiani. Transmission Network Planning:a Method for Synthesis of Minimum-cost Secure Networks [J]. IEEE Transactions on Power Apparatus and systems,1985,104(8):2026-2034
    [9]程浩忠,张焰.电力网络规划的方法与应用[M].上海:上海科学技术出版社,2002.
    [10]R. A. Callego, A. Monticelli, R. Romero. Transmission System Expansion Planning by Simulated Annealing [J]. IEEE Transactions on Power systems,1996,11(1): 364-369
    [11]R. A. Callego, A. B. Alves, A. Monticelli. Parallel Simulated Annealing Applied at aLong Term Transmission Network Expansion Planning [J]. IEEE Transactions onPower systems,1997,12(1):181-188
    [12]王秀丽,王锡凡.遗传算法在输电系统规划中的应用[J].西安交通大学学报,1995,29(8):l-9.
    [13]F.Glover.Tabu seareh Part1 [JI. ORSA Joumal o fComPuting,1989, 1(3):190-260
    [14]J. Kennedy R. Eberhart. Particle Swarm Optimization [R]. Proceedings of IEEE International Conference on Neural Net-works,1995(4):1942-194
    [15]M. Dorigo, L. M. Gambardella. Ant Colony System:A Cooperative learning Approach to the Traveling Sales-man Problem [J]. IEEE Transactions on Computation.1997,1 (1):53-66
    [16]王世祯.电网调度运行技术[M].沈阳:东北大学出版社,1997
    [17]潘雄.电网优化规划方法研究[D].重庆大学,2004
    [18]Monteiro, C. Ramirez-Rosado I.J, etc. GIS spatial analysis applied to electric line routing optimization. Power Delivery, IEEE Transactions on Volume 20, Issue 2, Part 1, April 2005 Page(s):934-942.
    [19]康志忠.数字城市中街道景观主体三维可视化的快速实现研究[D].武汉大学,博士学位论文,2004.
    [20]李晓骏,邱家驹.基于三维GIS技术的输电线路地理信息系统的设计与实现[J].电力系统及其自动化学报,2003,15(1):5-9.
    [21]高泽明.基于地理信息系统的可视化电网参数管理系统[D].浙江大学,硕士学位论文,2006.
    [22]魏光耀.改造电网,加强管理,提高供电可靠性[J].供用电,1995.1.:2-6.
    [23]戴彦,文福栓,韩祯祥.电力市场改革对电网规划的影响[J].浙江电力,2002,(3).
    [24]徐煜耀,况军,李志咏.三维可视化技术在电力行业的应用[J].电力信息化,2008,11(6):88-90.
    [25]韩祯祥,吕捷,邱家驹.科学计算可视化及其在电力系统中的应用前景[J].电网技术,1996,20(7):22-27.
    [26]Yuan Rongxiang, Xiang Yang. The Research on 3D GIS for Power Transmission Grid Based on VR Technology. Power System Technology,2006. PowerCon 2006. International Conference on 22-26 Oct.2006 Page(s):1-4.
    [27]邱家驹,钱源平,刘艳.基于地理信息系统的电力系统静态安全分析可视化方法[J].电机工程学报,1999,19(5):62-66.
    [28]Jiaju Qiu, Xiaomeng Bian, Xiaojun Li. Intelligent design of power transmission lines based on 3D GIS. Intelligent Control and Automation,2004. WCICA 2004. Fifth World Congress on Volume 6,15-19 June 2004 Page(s):5125-5128 Vol.6.
    [29]邱家驹,吴臻,李继红.基于地理信息系统的电网参数管理系统[J].浙江电力,2000:4-6.
    [30]张林峰.基于地理信息系统的只能城市电网规划[D].华北电力大学,硕士论文,2006
    [3l]廖卫列,刘军,于海玉.基于地理信息系统的配电网络拓扑分析及其应用[J].电网技术,2006,30(1):85-88.
    [32]王天华,范明天等.基于地理信息系统平台的配电网空间负荷预测[J].电网技术,1999,23(5):42-47.
    [33]常歌,钱曾波,黄野.地区建筑物3D景观模型建立[J].中国图像图形学报,2001,6(A)(6):590-593.
    [34]Overbye T J, Visualizing the electric grid for power management and marketing [J]. Electric & Light Power,2002, (10):24,27.
    [35]Coors V, Jasnoch U, Jung V. Using Virtual Table as an interaction platform for collaborative urban planning [J]. Computer and Graphics,1999,23:487-496.
    [36]Losa Al, Cervelle B.3D Topological modeling and visualization for 3D GIS [J]. Computer and Graphics,1999,23:469-478.
    [37]孙立峰,钟力,李云浩.虚拟实景空间的实时漫游[J].中国图像图形学报A(版),4(6):507-513,1999
    [38]李清泉,杨必胜,史文中,李必军,胡庆虎.三维空间数据的实时获取、建模与可视化[M].武汉:武汉大学出版社,2003.
    [39]程浩忠,黄强.配电系统规划中变电所选址方法研究[J].供用电,2005,22(01).4-6.
    [40]王斌.数字城市基础空间数据库的建立、应用和发布[D].同济大学,硕士学位论文,2003.
    [41]朱庆.三维动态交互式可视化模型——地理信息系统中的三维表示和分析[J].武汉测绘大学学报,1998,23(2):124-127.
    [42]李树楷,薛永祺.高效三维遥感集成技术系统[M].北京:科学出版社,2000.
    [43]郭仁忠.空间分析[M]北京:高等教育出版社2001.
    [44]Dykes Jason, Brunsdon Chris. Geographically weighted visualization:interactive graphics for scale-varying explora-tory analysis[J]. IEEE Transactions on Visualization and ComputerGraphics,2007,13(6):1161-1168.
    [45]王宏武,汪国平,董士海,一个与视点相关的动态多分辨率地形模型[J].计算 机辅助设计与图形学学报,12(8):575-579,2000.
    [46]石教英.虚拟现实基础及实用算法[M].北京:科学出版社,20021.
    [47]周杨,谭兵,徐青.基于3维地形图的空间分析算法[J].测绘学院学报,2001,18(1):39-43.
    [48]Fleeman, Paul. GIS Based Modeling of Electricity Networks [J]. Proceedings of the 1997 14th International Conference and Exhibition on Electricity Distribution, CIRED. Birmingham, UK,1997, p2-5.
    [49]Rick Germ, GertVan Maren, Edward Verbree, FrederikW, Jansen. A multi-view VR interface for 3D GIS [J]. Computers and Graphics,1999 (23):497-506.
    [50]Chin-Bin Wang, Yun-Min Chen, Yun-Zen Chen, A distributed knowledge model for collaborative engineering knowledge management in allied concurrent engineering [C]. Engineering Management Conference,2002 IEEE International, Volume:2. 18-20 Aug.2002:701-707.
    [51]Zhang Z 1, Zhang C Q, Result fusion in multi-agent systems based on OWA operator[C]. Computer Science Conference,2000. ACSC 2000 23rd Australasian,31 Jan.-3 Feb.2000:234-240.
    [52]郭创新,单业才,曹一家,等.基于多智能体技术的电力企业开放信息集成体系结构研究[J].中国电机工程学报,2005,25(4):64-70.
    [53]辛耀中.新世纪电网调度自动化技术发展趋势[J].电网技术,2001,25(12):1-10.
    [54]张慎明,刘国定.IEC61970标准系列简介[J].电力系统自动化,2002,26(14):l-6
    [55]韩韬.遵循IEC61970标准的EMS数据库研究-基于CIM和面向对象技术的数据库浏览系统[D].国电自动化研究.硕士学位论文,2005.
    [56]IEC, Draft. IEC61970:Energy, Management System Application Program Interface (EMS-API)Part 401:Component Interface Specification Framework Revision 4.1.
    [57]IEC, Draft. IEC 61970:Energy Management System Application Program Interface (EMS-API)-Part 402:Common Services Draft Revision 4
    [58]IEC, Draft IEC 61970:Energy Management System Application Program Interface(EMS-API)-Part 403:Generic Data Access Draft Revision 3
    [59]IEC. Draft IEC61970:Energy Management System Application Program Interface(EMS-API)-Part 404:High Speed Data Access Reversion 2
    [60]陈晟.GIS空间数据库基础技术研究[D].国防科学技术大学,博士学位论文,1998.
    [61]徐则中,庄燕滨.三维建模系统的综述[J].测绘通报,2008年第2期:16-19.
    [62]杨必胜.数字城市的三维建模与可视化技术研究[D].武汉大学,博士学位论文,2002.
    [63]Smith, R, Towler, K. Utilizing Geographic Information System data to plan for electrical system expansion and improve system operations. Rural Electric Power Conference,2008 IEEE 27-29 April 2008 Page(s):A4-A4-6.
    [64]Mohar T, Bakie K, Curk, J. Advanced planning procedure and operation of distribution network supported by SCADA and GIS. Power Engineering Society Winter Meeting,2000. IEEE Volume 4,23-27 Jan.2000 Page(s):2780-2785 vol.4.
    [65]伯克斯等.XML本质论[M].中国电力出版社,2002.
    [66]曹阳,姚建国.XML技术在电网自动化系统中的应用探讨[[J].电力系统自动化,2002,26(21):73-76.
    [67]何友林.基于扩展CIM电力生产信息集成平台及应用研究[D].浙江大学,硕士学位论文,2006.
    [68]Freeman E H. An agent-oriented programming architecture for multi-agent constraint satisfaction problems[C]. Proceedings of the 2nd International IEEE Conference on Tools for AI, Los Angeles, CA, USA,1990.
    [69]Genesereth MR., Ketchpel SP. Software Agents [J]. Communications of the ACM, 1994,37(7):48-53.
    [70]Nwana H S. Software agents:an overview [J]. The Knowledge Engineering Review, 1996,11(3):205-244.
    [71]Michael W., Nicholas R.J. Intelligent agents:theory and practice [J]. Knowledge Engineering Review,1995,10(2):115-152.
    [72]S. Talukdar, V. C. Ramesh and et al. Multiagent organizations for real-time operations [J]. Proc. IEEE,1992,80 (50):765-77.
    [73]Barthes J.-P.A. Tacla C. Agent supported portals and knowledge management in complex R&D projects [A]. Computer Supported Cooperative Work in Design, the Sixth International Conference on,2001 [C]. Amsterdam 12-14, July 2001,287-292.
    [74]Leseure M.J., Brookes N.J., A support tool for knowledge management activities [A]. Management of Innovation and Technology,2000. ICMIT 2000. Proceedings of the 2000 IEEE International Conference on, Volume:2 [C].12-15 Nov.2000,696-701.
    [75]XML中国论坛(XML Forum of China).XML实用进阶教程(A Step by Step Course of XML).北京:清华大学出版社(Beijing:Tsinghua University Press),2001.
    [76]朱其亮,郑斌.CORBA原理及其应用[M].北京:北京邮电大学出版社,2001.
    [77]王林青,顾建炜,曹一家等.基于CIM/CIS的电力实时信息平台设计与实现[J].电力系统及其自动化学报.2008,20(1):46-51.
    [78]潘慧芳,周兴社,杨志义.基于CORBA的消息中间件的设计与实现[J].计算机工程,2004,30(7):60-61.
    [79]李立宏,李浩昱,张福恩.消息中间件的设计与实现[J].计算机工程,2000,26(1):46-48.
    [80]马长东,汪锦玲,李京.面向企业应用集成的消息中间件的设计与实现[J].计算机应用研究,2004,(7):93-95.
    [81]母瑛,李中良,王澎,等.基于代理的消息中间件的设计与实现[J].计算机工程,2004,30(22):91-92.
    [82]刘波,朱传柏,等基于CORBA消息中间件的电力企业信息集成研究[J].继电器,2006,34(13):58-62.
    [83]肖计划,刘海砚等.地理信息数据库中数据字典的设计[J].测绘工程2006,15(2):40-44.
    [84]何炎祥,陈莘萌.Agent和多Agent系统的设计与应用[M].武汉:武汉大学出版社,2001.
    [85]范玉顺,曹军威.多代理系统理论、方法与应用[M].北京:清华大学出版社,2002.
    [86]赵伟,白晓民,丁剑.基于协同式专家系统及多智能体技术的电网故障诊断方法[J].中国电机工程学报,2006,26(20):1-8.
    [87]Ioannis S. Baxevanos, Dimitris P. Labridis.Implementing Multiagent Systems Technology for Power Distribution Network Control and Protection Management [J]. IEEE Tran. on power delivery,2007,22(1):433-443.
    [88]Yong-jun Zhang, Zhen Ren. Real-time optimal reactive power dispatch using multi-agent technique [J]. Electric Power Systems Research,69 (2004):259-265.
    [89]胡代平,王浣尘.预测模型Agent的实现方法[J].系统工程学报,2001,16(5):330-334
    [90]高海波.基于改进粒子群算法的变电站定容选址规划[D].华北电力大学(北京),硕士学位论文,2007.
    [91]贺杨华.基于粒子群优化算法的变电站选址研究[D].华北电力大学(北京),硕士学位论文,2006.
    [92]唐陇军,邱家驹.基于3维地理信息系统的输电线路管理系统[J].电网技术,2003,27(10):43-47.
    [93]董百强.基于禁忌搜索算法的配电网重构研究[D].中国优秀博硕士学位论文全文数据库,2006,(02)
    [94]Lin Qingnong. Techniques of visualization for distribution automation system. Electricity Distribution,2008. CICED 2008. China International Conference on10-13 Dec.2008 Page(s):1-6.
    [95]Overbye TJ, Weber J D, Pattern KJ, Analysis and Visualization of Market Power in Electric Power Systems[C], Proceedings of the 32nd Annual Hawaii International Conference on System Sciences,1999.
    [96]吴文传,张伯明.基于图形数据库的网络拓扑及其应用[J].电网技术,2002,26(2):14-17.
    [97]刘宇,齐昕,朱仲英,施颂椒.基于GIS的配电网调度可视化研究[J].计算机工程,2000,26(2):30-31.
    [98]张永生.集成化遥感工程的理论与实践[J].中国人民解放军信息工程大学学报1(1):2-9.
    [99]刘娆,李卫东,吕阳.电力系统运行状态可视化技术综述[J].电力系统自动化,2004,28(8):92-99.
    [100]蓝朝桢,周杨,徐青.数字城市3维景观Web发布系统模型的设计与实现[J].测绘学院学报.2003,20(3):190-197.
    [101]周明,任建文,李庚银等.基于多智能体的电网调度操作票指导系统研究与实现[J].中国电机工程学报,2004,24(4):58-62,209.
    [102]张慎明,黄海峰.基于IEC61790标准的电网调度自动化系统体系结构[J].电力系统自动化,2002,26(10):45-47.
    [103]R.C.Dugan, W.W. Dabbs, K.D, Weeks. Object-Oriented Model of Electrical Power Systems. Proceedings of the 57th Annual American Power Conference(Part1),Chicago,1995.1132-1136.
    [104]Dino EsPosito, Applied XML Programming for Microsoft. NET, Washington, Microsoft Press,2003.
    [105]赖晓平,周鸿兴.电力系统网络拓扑分析的有色Petri网模型[J].电网技术,2000,24(12):5-10.
    [106]黄乐,赵舫.基于IEC标准的企业集成总线在电力信息集成中的应用[J].继电器,2005年22(33).68-71.
    [107]胡兆光,方燕平.智能工程及其在电力发展战略研究中的应用[J].中国电机工程学报,2000,20(3):45-49.
    [108]Dai Hongwei, Yu Yixin, Huang Chunhua et al. Optimal Planning of Distribution Substation Location and Sizes-Model and Algorithm International,1996, Journal of Electrical Power and Energy System.1996,18 (6):353-357
    [109]孙碧玲.基于IEC61970标准的电力系统高速数据访问服务(HSDA)研究及实现[D].山东大学硕士学位论文,2006.
    [110]McArthur S D, Davidson E M, Hossack J A, et al. Automating power system fault diagnosis through Multi-agent system [C]. Proceedings the 37thAnnual Hawaii imitational Conference on System Sciences.USA,2004.
    [111]Dong Liu; Yunping Chen; Guang Shen; You ping Fan; A Multi-Agent Based Approach for Modeling and Simulation of Bulk Power System Restoration. Transmission and Distribution Conference and Exhibition:Asia and Pacific,2005 IEEE/PES2005 Page(s):1-6
    [112]Davidson, E.M. McArthur, S.D.J. McDonald, J.R. Cumming, T. Watt, I. Applying multi-agent system technology in practice:automated management and analysis of SCADA and digital fault recorder data. Power Engineering Society General Meeting, 2006. IEEE. Page(s):1 pp.
    [113]赵波.粒子群优化算法及其在电力系统中的应用[D].浙江大学博士学位论文,2006.
    [114]Abido M A. Optimal power flow using particle swarm optimization [J]. Electrical Power and Energy System,2002,24:563-571.
    [115]Kennedy J, Eberhart R. A new optimizer using particle swarm theory[C]. Proceeding sixth International Symposium On Micro Machine and Human Science. IEEE service center, Nagoya, Japan,1995,39-43.
    [116]肖乐斌,钟耳顺,刘纪远,等.三维GIS的基本问题探讨[Z].地理信息系统论坛,2001.
    [117]Monroe R T, Kompanek A,Melton P et al. Architectural styles, design patterns, and objects[J]. IEEE Software,1997,14(1):43-52.
    [118]王海猷,贺仁睦.基于组件的电力系统实时信息处理软件的结构研究[J].中国电机工程学报,1999,19(9):66-70,75.
    [119]Rao, M.V.K, Varma, B.S, Radhakrishna, C. Experiences on implementation of GIS based tools for analysis, planning and design of distribution systems. Power and Energy Society General Meeting-Conversion and Delivery of Electrical Energy in the 21st Century,2008 IEEE.20-24 July 2008 Page(s):1-8.
    [120]余贻鑫,王成山,肖峻等.城网规划计算机辅助决策系统[J].电力系统自动化2000,24(15):59-62.
    [121]陈根军,王磊,唐国庆.基蚁群最优的输电网络扩展规划[J].电网技术,2001,25(6):21-24.
    [122]Yunhe Hou, Yaowu Wu, Lijuan Lu, et la. Generalized ant colony optimization for economic dispatch of power systems [J]. IEEE-Power System Technology PowerCon,2002,225-229.
    [123]杨俊杰,周建中,吴玮,刘芳.改进粒子群优化算法在负荷经济分配中的应用[J].电网技术,2005,2(29):1-4.
    [124]王天华,王平洋,范明天,等.配电系统规划的空间负荷预测GIS平台总体设计框架[J]..电网技术,1998,22(12):6-9
    [125]Yan Zhang, Yu Meng, Wen-hui Li, Yun-jie Pang, Hong-peng Wang. A Fast Algorithm for Image Analogy Using PSO[J], Proceedings of the Third International conference on Machine Learning and Cybernetics, Shanghai,26-29 August 2004:4043-4048.
    [126]M.Skok, D.Skrlec, S. Krajcar. Genetic algorithm and GIS enhanced long term planning of large link structured distribution systems [J].Proceedings of the 2002 Large Engineering Systems Conference on Power Engineering,2002 IEEE, 0-7803-7520-3.
    [127]Shenchang, Eric Chen. QuickTime VR:An Image Based Approach to Virtual Environment Navigation. Computer Graphics Proceedings, Annual Conference, 1995.
    [128]王成山,张家安.暂态稳定分布式仿真计算的改进算法[J].电力系统自动化,2004,28(14):28-32.
    [129]Balho H Kim, Ross Baldick. Coarse-grained distributed optimal powerflow. IEEE Trans on Power Systems,1997,12 (2):932-939.
    [130]张勇军,任震.无功电压动态控制的分布式协同优化[J].中国电机工程学报,2004,24(4):34-38.
    [131]关旭,程明,刘豹.基于Multi-Agent系统的预测支持系统的结构.系统工程与电子技术,2001,23(8):4-7.
    [132]J.M.Liu, H.Jing. Y.YTang. Multi-agent oriented constraint satisfaction [J]. Artifieial Intelligence,2002,136(1):101-144.
    [133]J.M.Liu, Y.Y. Tang, Y C. Cao. An evolutionary autonomous agents approach to image feature extarction[J]. IEEETarnsaetions on Evolutionayr ComPutation,1997, 1(2):141-158.
    [134]W. Z. Zhong, J. Liu, M. Z. Xue, et al. A Multiagent genetic algorithm for global numerical optimization [J]. IEEE Transactions on System, Man and Cybernetics-Part B:Cybernetics,2004,34(2):1128-1141.

© 2004-2018 中国地质图书馆版权所有 京ICP备05064691号 京公网安备11010802017129号

地址:北京市海淀区学院路29号 邮编:100083

电话:办公室:(+86 10)66554848;文献借阅、咨询服务、科技查新:66554700