THERMAL UNIT COMMITMENT USING GENETIC ALGORITHMS

被引:98
|
作者
DASGUPTA, D
MCGREGOR, DR
机构
[1] Univ of Strathclyde, Glasgow
关键词
UNIT COMMITMENT; GENETIC ALGORITHMS;
D O I
10.1049/ip-gtd:19941221
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
Unit commitment is a complex decision-making process because of multiple constraints which must not be violated while finding the optimal or near-optimal commitment schedule. The paper discusses the application of genetic algorithms to determine the short-term commitment order of thermal units in power generation. The objective of the optimal commitment is to determine the on/off states of the units in the system to meet the load demand and spinning reserve requirement at each time period, such that the overall cost of generation is minimised, while satisfying various operational constraints. The paper examines the feasibility of using genetic algorithms, and reports preliminary results in determining a near-optimal commitment order of thermal units in a studied power system.
引用
收藏
页码:459 / 465
页数:7
相关论文
共 50 条
  • [21] Thermal unit commitment using binary differential evolution
    Department of Electrical Engineering, Konkuk University, Korea, Republic of
    不详
    J. Electr. Eng. Technol., 2009, 3 (323-329):
  • [22] Thermal Unit Commitment Using Binary Differential Evolution
    Jeong, Yun-Won
    Lee, Woo-Nam
    Kim, Hyun-Houng
    Park, Jong-Bae
    Shin, Joong-Rin
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2009, 4 (03) : 323 - 329
  • [23] Incremental commitment in genetic algorithms
    Watson, RA
    Pollack, JB
    GECCO-99: PROCEEDINGS OF THE GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 1999, : 710 - 717
  • [24] Application of genetic-based neural networks to thermal unit commitment
    Huang, SJ
    Huang, CL
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1997, 12 (02) : 654 - 660
  • [25] Optimum Unit Commitment for Thermal Power Plants - A Genetic Algorithm Approach
    Bedekar, Prashant P.
    Bhide, Sudhir R.
    Kale, Vijay S.
    2009 ANNUAL IEEE INDIA CONFERENCE (INDICON 2009), 2009, : 529 - 532
  • [26] Evolutionary Algorithms for the Unit Commitment Problem
    Uyar, A. Sima
    Tuerkay, Belgin
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2008, 16 (03) : 239 - 255
  • [27] Unit commitment by a genetic algorithm
    Cai, XQ
    Lo, KM
    NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 1997, 30 (07) : 4289 - 4299
  • [28] A unit commitment problem by using genetic algorithm based on unit characteristic classification
    Senjyu, T
    Yamashiro, H
    Uezato, K
    Funabashi, T
    2002 IEEE POWER ENGINEERING SOCIETY WINTER MEETING, VOLS 1 AND 2, CONFERENCE PROCEEDINGS, 2002, : 58 - 63
  • [29] UNIT COMMITMENT OF THERMAL GENERATION
    HAMAM, K
    HAMAM, YM
    HINDI, KS
    BRAMELLER, A
    IEE PROCEEDINGS-C GENERATION TRANSMISSION AND DISTRIBUTION, 1980, 127 (01) : 3 - 8
  • [30] Hydropower Unit Commitment Using a Genetic Algorithm with Dynamic Programming
    Liu, Shuangquan
    Wang, Pengcheng
    Xu, Zifan
    Feng, Zhipeng
    Zhang, Congtong
    Wang, Jinwen
    Chen, Cheng
    ENERGIES, 2023, 16 (15)