Multi-objective optimal power flow of thermal-wind-solar power system using an adaptive geometry estimation based multi-objective differential evolution

  • Huy, Truong Hoang Bao; 
  • Doan, Hien Thanh; 
  • Vo, Dieu Ngoc; 
  • Lee, Kyu-haeng; 
  • Kim, Daehee
Citations

WEB OF SCIENCE

23
Citations

SCOPUS

34

초록

Sustainable energy is a key component of sustainable development. The current grid can be supplied by fossil fuel generators and renewable energy sources (RESs)-based generators, such as solar photovoltaic (PV) and wind power generators. In an electrical network, power generation from several sources must be optimally coordi-nated to ensure efficient and economical operation. However, the intermittent and uncertain nature of RESs complicate the operation of power systems. In this study, an adaptive geometry estimation-based multi-objective differential evolution (AGE-MODE) method is proposed for multi-objective optimal power flow in a hybrid power system of thermal, wind, and solar energy sources (MOOPF-TWS). In the proposed approach, wind and solar PV power outputs are predicted based on Weibull and lognormal probability distribution functions, respectively. Therefore, the generation costs for solar and wind power can be divided into direct costs, penalty costs for underestimation, and reserve costs for overestimation. Furthermore, the emissions, voltage deviation, and real power loss are considered in particular cases. AGE-MODE is applied to modified IEEE 30-bus and 57-bus systems, where different case studies are simulated with combinations of two-, three-, and four-objective optimizations in MOOPF-TWS problems. Comparisons between AGE-MODE and other recently developed multi-objective methods demonstrate its effectiveness in resolving MOOPF-TWS problems, particularly for cases with more than two objectives.

키워드

Adaptive geometry estimation; Differential evolution; Multi-objective optimal power flow; Solar power; Wind power; INCORPORATING STOCHASTIC WIND; NONDOMINATED SORTING APPROACH; GENETIC ALGORITHM; OPTIMIZATION; DISPATCH; GENERATION; EMISSION
제목
Multi-objective optimal power flow of thermal-wind-solar power system using an adaptive geometry estimation based multi-objective differential evolution
저자
Huy, Truong Hoang Bao; Doan, Hien Thanh; Vo, Dieu Ngoc; Lee, Kyu-haeng; Kim, Daehee
DOI
10.1016/j.asoc.2023.110977
발행일
2023-12
유형
Article
저널명
Applied Soft Computing
권
149