Evolutionary algorithm with fuzzy numbers for planning active distribution network

被引:12
作者
Capuder, Tomislav [1 ]
Zidar, Matija [1 ]
Skrlec, Davor [1 ]
机构
[1] Univ Zagreb, Fac Elect Engn & Comp, Dept Power Syst, Zagreb 10000, Croatia
关键词
Distributed generation (DG); Evolutionary algorithms; Fuzzy numbers modeling; Metaheuristic algorithms; Optimization; SmartGrids; OPTIMIZATION;
D O I
10.1007/s00202-011-0225-3
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Modern approach to distribution systems planning requires developing tools able to interpret and analyze the stochastic nature of large power system problems. At the same time, it has to be able to optimize multiple, conflicting goals that appear in today's open market environment. The presented evolutionary algorithm is based on a Multiple Vehicle Routing Problem adjusted for solving active electric distribution networks. An original approach to fuzzy number modeling is used for active power sources, consumption substations and distributed generation. This model, besides shorter computational time and less memory usage, is applicable to any form of fuzzy number shape required by the planner in modeling the stochastic nature of elements. An idea of defuzzification using pessimism is presented and compared to the solutions obtained without pessimism included. Application of the original universal fuzzy number modeling, using FER-fuzzy modeling, is demonstrated on multi-objective evolutionary algorithm and applied to real Croatian distribution network.
引用
收藏
页码:135 / 145
页数:11
相关论文
共 50 条
  • [21] An Evolutionary Path Planning Algorithm for Military Applications
    Jha, Manoj K.
    Chen, Cheng-Chieh
    Schonfeld, Paul
    Kikuchi, Shinya
    2008 IEEE INTERNATIONAL CONFERENCE ON SYSTEM OF SYSTEMS ENGINEERING (SOSE), 2008, : 408 - +
  • [22] Fuzzy Evolutionary Algorithm in Construction Project for Valuation
    Li, Huijing
    JOURNAL OF ELECTRICAL SYSTEMS, 2023, 19 (04) : 128 - 143
  • [23] Distributed generation optimal planning approach based on the planning platform of the distribution network
    Meng, Xiaofang
    Wang, Yingnan
    Wang, Lidi
    Wang, Jue
    ADVANCES IN POWER AND ELECTRICAL ENGINEERING, PTS 1 AND 2, 2013, 614-615 : 1381 - +
  • [24] Dynamic reconfiguration of active distribution network based on improved backtracking search algorithm
    Li, Wenying
    Guo, Qinghong
    Wen, Ming
    Zhang, Yun
    Pan, Xin
    Xiao, Zhenfeng
    Yang, Shuzhi
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2024, 46 (01) : 1469 - 1480
  • [25] Application of Routing Algorithms in Automated Distribution Network Planning
    Cibis, Kevin
    Wruk, Julian
    Zdrallek, Markus
    2020 INTERNATIONAL CONFERENCE ON SMART ENERGY SYSTEMS AND TECHNOLOGIES (SEST), 2020,
  • [26] Integrating Smart Grid Solutions into Distribution Network Planning
    Grond, M. O. W.
    Morren, J.
    Slootweg, J. G.
    2013 IEEE GRENOBLE POWERTECH (POWERTECH), 2013,
  • [27] Expansion planning model of multi-energy system with the integration of active distribution network
    Wang, Jueying
    Hu, Zhijian
    Xie, Shiwei
    APPLIED ENERGY, 2019, 253
  • [28] Active Distribution Network Expansion Planning With Dynamic Thermal Rating of Underground Cables and Transformers
    Li, Yinxiao
    Chen, Qixin
    Strbac, Goran
    Hur, Kyeon
    Kang, Chongqing
    IEEE TRANSACTIONS ON SMART GRID, 2024, 15 (01) : 218 - 232
  • [29] Evolutionary Optimization for Active Debris Removal Mission Planning
    Zona, Danilo
    Zavoli, Alessandro
    Federici, Lorenzo
    Avanzini, Giulio
    IEEE ACCESS, 2023, 11 : 41019 - 41033
  • [30] DISTRIBUTION NETWORK PLANNING METHOD CONSIDERING THE COUPLING OF TRANSPORTATION NETWORK AND DISTRIBUTION NETWORK
    Song, Zhuoran
    Li, Jianfeng
    Jiang, Tao
    Lu, Sichen
    SCALABLE COMPUTING-PRACTICE AND EXPERIENCE, 2023, 24 (03): : 429 - 438