An NSGA-III algorithm for solving multi-objective economic/environmental dispatch problem

被引:54
|
作者
Bhesdadiya, Rajnikant H. [1 ]
Trivedi, Indrajit N. [2 ]
Jangir, Pradeep [1 ]
Jangir, Narottam [3 ]
Kumar, Arvind [4 ]
机构
[1] Lukhdhirji Engn Coll, Dept Elect Engn, Morbi 363641, Gujarat, India
[2] Govt Engn Coll, Dept Elect Engn, Gandhinagar 389001, Gujarat, India
[3] Govt Engn Coll, Dept Elect Engn, Bikaner 334004, Rajasthan, India
[4] Univ Western Australia, Nedlands, WA, Australia
来源
COGENT ENGINEERING | 2016年 / 3卷 / 01期
关键词
emission constrained economic dispatch; NSGA-III; valve point loading effect; meta-heuristic; multi-objective;
D O I
10.1080/23311916.2016.1269383
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The main ambition of utility is to provide continuous reliable supply to customers, satisfying power balance, transmission loss while generators are allowed to be operated within rated limits. Meanwhile, achieving this from fossil fuel fired power plant emission value and fuel cost should be as less as possible. An allowable deviation in fuel cost and feasible tolerance in fuel cost has been additively called as multi objective combined economic emission dispatch (MOCEED) problem. MOCEED problem is applied to newly proposed non dominated sorting genetic algorithm-III (NSGA-III). NSGA-III method is really powerful to handle problems with non-linear characteristics as well as having many objectives. The proposed NSGA-III is firstly applied to unconstraint/constraints multi-objective test functions then applied to solve MOCEED problem with 6-generation unit, IEEE 118 bus 14 generating unit system with a smooth quadratic fuel/emission objective functions and 10-unit with non-smooth/valve point loading effect test system. Statistical results of MOCEED problem obtained by NSGA-III is compared with other well-known techniques proposed in recent literature, validates the effectiveness of proposed approach.
引用
收藏
页数:23
相关论文
共 50 条
  • [21] Performance Evaluation of NSGA-III and SPEA2 in Solving a Multi-Objective Single-Period Multi-Item Inventory Problem
    Huseyinov, Ilham
    Bayrakdar, Ali
    2019 4TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2019, : 531 - 535
  • [22] Environmental/economic dispatch using multi-objective harmony search algorithm
    Sivasubramani, S.
    Swarup, K. S.
    ELECTRIC POWER SYSTEMS RESEARCH, 2011, 81 (09) : 1778 - 1785
  • [23] Economic environmental dispatch using an enhanced multi-objective cultural algorithm
    Zhang, Rui
    Zhou, Jianzhong
    Mo, Li
    Ouyang, Shuo
    Liao, Xiang
    ELECTRIC POWER SYSTEMS RESEARCH, 2013, 99 : 18 - 29
  • [24] Application of flower pollination algorithm to multi-objective environmental/economic dispatch
    Gonidakis, Dimitrios
    INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2016, 11 (04) : 213 - 221
  • [25] Multi-objective backtracking search algorithm for economic emission dispatch problem
    Modiri-Delshad, Mostafa
    Abd Rahim, Nasrudin
    APPLIED SOFT COMPUTING, 2016, 40 : 479 - 494
  • [26] Multi-objective Optimization of Economic Environmental Dispatch
    Zhang, Rui
    Zhang, Li-sheng
    Liu, Shu-nan
    2016 INTERNATIONAL CONFERENCE ON ENVIRONMENT, CLIMATE CHANGE AND SUSTAINABLE DEVELOPMENT (ECCSD 2016), 2016, : 30 - 36
  • [27] Fuzzy Inference NSGA-III Algorithm-Based Multi-Objective Optimization for Switched Reluctance Generator
    Li, Jie
    Li, Yihui
    Wang, Yanbo
    IEEE TRANSACTIONS ON ENERGY CONVERSION, 2021, 36 (04) : 3578 - 3581
  • [28] Multi-objective Trajectory Planning Based on Integrated NSGA-III for Isokinetic Rehabilitation
    Chen, Long
    Meng, Wei
    Zhu, Chang
    Liu, Haojie
    Zhou, Yifei
    Liu, Quan
    2023 29TH INTERNATIONAL CONFERENCE ON MECHATRONICS AND MACHINE VISION IN PRACTICE, M2VIP 2023, 2023,
  • [29] Multi-objective optimization design of integrated pump station based on NSGA-III
    Li, Rui
    Wang, He
    Xin, Kunlun
    Tao, Tao
    Water Supply, 2024, 24 (08) : 2866 - 2881
  • [30] Solving time varying many-objective TSP with dynamic ?-NSGA-III algorithm
    Gupta, Rashi
    Nanda, Satyasai Jagannath
    APPLIED SOFT COMPUTING, 2022, 118