Wind power generation;
Optimization;
Economics;
Uncertainty;
Power system dynamics;
Renewable energy sources;
Sorting;
Heuristic algorithms;
nonlinear equations;
optimal scheduling;
power generation dispatch;
wind energy integration;
PARTICLE SWARM OPTIMIZATION;
MULTIOBJECTIVE DIFFERENTIAL EVOLUTION;
GRAVITATIONAL SEARCH ALGORITHM;
BACTERIAL FORAGING ALGORITHM;
GENETIC ALGORITHM;
POWER-SYSTEM;
CARBON CAPTURE;
LOAD DISPATCH;
GENERATION;
SELECTION;
D O I:
10.1109/ACCESS.2020.2995213
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
This paper presents a multi objective crisscross optimization to solve dynamic economic emission dispatch with wind-power uncertainty. The dynamic economic dispatch with combined emission requirements is formulated as a multi-objective optimization problem. The wind power output is predicted as an uncertain model and varies within a bounded limit. Minimizing the wind curtailment is added as an objective to the existing problem objectives of minimizing cost and emissions. Multi-objective crisscross optimization is proposed to solve the problem, utilizing a fast non-dominated sorting principle to obtain the optimal Pareto set of solutions. The proposed non-dominated sorting also ensures diversity, elitism and various complexities due to the high dimensionality of the problem. Exploration for global convergence and exploitation for a better solution is governed by two operators, namely, horizontal crossover and vertical crossover. The proposed solution technique is applied to standard multi-objective benchmark test problems and subsequently to standard dynamic economic dispatch problems with different ratios of wind power penetration.
机构:
King Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia
Al Azhar Univ, Fac Sci, Dept Math, Assiut, EgyptKing Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia
Elaiw, A. M.
;
Xia, X.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pretoria, Dept Elect Elect & Comp Engn, Ctr New Energy Syst, ZA-0002 Pretoria, South AfricaKing Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia
Xia, X.
;
Shehata, A. M.
论文数: 0引用数: 0
h-index: 0
机构:
Al Azhar Univ, Fac Sci, Dept Math, Assiut, EgyptKing Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia
机构:
King Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia
Al Azhar Univ, Fac Sci, Dept Math, Assiut, EgyptKing Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia
Elaiw, A. M.
;
Xia, X.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pretoria, Dept Elect Elect & Comp Engn, Ctr New Energy Syst, ZA-0002 Pretoria, South AfricaKing Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia
Xia, X.
;
Shehata, A. M.
论文数: 0引用数: 0
h-index: 0
机构:
Al Azhar Univ, Fac Sci, Dept Math, Assiut, EgyptKing Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia