Binary fireworks algorithm for profit based unit commitment (PBUC) problem

被引:50
|
作者
Reddy, K. Srikanth [1 ]
Panwar, Lokesh Kumar [2 ]
Kumar, Rajesh [3 ]
Panigrahi, B. K. [1 ]
机构
[1] IIT Delhi, Dept Elect Engn, New Delhi, India
[2] IIT Delhi, Ctr Energy Studies, New Delhi, India
[3] MNIT Jaipur, Dept Elect Engn, Jaipur, Rajasthan, India
关键词
Profit base unit commitment (PBUC); Independent power producer (IPP); Day ahead market (DAM); Binary fireworks algorithm (BFWA); Constrained optimization; Deregulated market; PARTICLE SWARM OPTIMIZATION; LAGRANGIAN-RELAXATION; GENETIC ALGORITHM; SEARCH; SOLVE;
D O I
10.1016/j.ijepes.2016.04.005
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
The deregulation of electricity markets has transformed the unit commitment and economic dispatch problem in power systems from cost minimization approach to profit maximization approach in which generation company (GENCO)/independent power producer (IPP) would schedule the available generators to maximize the profit for the forecasted prices in day ahead market (DAM). The PBUC is a highly complex optimization problem with equal, in equal and bound constraints which allocates scheduling of thermal generators in energy and reserve markets with no obligation to load and reserve satisfaction. The quality of the solution is important in deciding the commitment status and there by affecting profit incurred by GENCO/IPPs. This paper proposes a binary coded fireworks algorithm through mimicking spectacular display of glorious fireworks explosion in sky. In deregulated market GENCO/IPP has the freedom to schedule its generators in one or more market(s) based on the profit. The proposed algorithm is tested on thermal unit system for different participation scenarios namely with and without reserve market participation. Results demonstrate the superiority of the proposed algorithm in solving PBUC compared to some existing benchmark algorithms in terms of profit and number of iterations. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:270 / 282
页数:13
相关论文
共 50 条
  • [31] Unit commitment problem with ramp rate constraint using a binary-real-coded genetic algorithm
    Datta, Dilip
    APPLIED SOFT COMPUTING, 2013, 13 (09) : 3873 - 3883
  • [32] Improved genetic algorithm solution to unit commitment problem
    Rajan, CCA
    Mohan, MR
    Manivannan, K
    IEEE/PES TRANSMISSION AND DISTRIBUTION CONFERENCE AND EXHIBITION 2002: ASIA PACIFIC, VOLS 1-3, CONFERENCE PROCEEDINGS: NEW WAVE OF T&D TECHNOLOGY FROM ASIA PACIFIC, 2002, : 255 - 260
  • [33] Unit Commitment Problem Using An Efficient PSO Based Algorithm
    Zhai, Yu
    Mu, Nankun
    Liao, Xiaofeng
    Le, Junqing
    Huang, Tingwen
    2019 ELEVENTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI 2019), 2019, : 320 - 324
  • [34] 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
  • [35] Swarm Intelligence to the Solution of Profit-Based Unit Commitment Problem with Emission Limitations
    D. Sam Harison
    T. Sreerengaraja
    Arabian Journal for Science and Engineering, 2013, 38 : 1415 - 1425
  • [36] Profit-Based Unit Commitment Problem Using PSO with Modified Dynamic Programming
    Shukla, Anup
    Lal, Vivek Nandan
    Singh, S. N.
    2015 18TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEM APPLICATION TO POWER SYSTEMS (ISAP), 2015,
  • [37] Swarm Intelligence to the Solution of Profit-Based Unit Commitment Problem with Emission Limitations
    Harison, D. Sam
    Sreerengaraja, T.
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2013, 38 (06) : 1415 - 1425
  • [38] Nodal ant colony optimization for solving profit based unit commitment problem for GENCOs
    Columbus, C. Christopher
    Chandrasekaran, K.
    Simon, Sishaj P.
    APPLIED SOFT COMPUTING, 2012, 12 (01) : 145 - 160
  • [39] Application of Particle Swarm Optimization technique to a profit-based Unit Commitment problem
    Sriyanyong P.
    ICETC 2010 - 2010 2nd International Conference on Education Technology and Computer, 2010, 4 : V4160 - V4166
  • [40] Unit commitment problem in deregulated environment
    Bisanovic, Smajo
    Hajro, Mensur
    Dlakic, Muris
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2012, 42 (01) : 150 - 157