.png){kind=icon}
返回
Heuristic Enhanced Evolutionary Algorithm for Community Microgrid Scheduling
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2020.2989795.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Scheduling of community microgrids (CMGs) is an important and challenging optimization problem. Generally, the optimization is performed to schedule resources of CMGs at minimum cost. In recent years, a number of algorithms have been proposed to solve such problems. However, the performance of these algorithms is far from ideal due to the presence of different complex equality and inequality constraints in CMGs. Furthermore, most of the current works ignore energy storage (ES) degradation costs in the optimization model, which has a significant impact on the life of ES. This paper develops both single and bi-objective optimization models by considering the life of ES along with the operating cost for scheduling a CMG. An efficient heuristic-enhanced Differential Evolution (DE) approach is proposed to solve these models; by exploiting the structure of equality constraints, the proposed heuristic is able to generate feasible solutions quickly. The significance of the proposed heuristic is that it can generate a high-quality solution with a considerably lower computational effort. Numerical simulations were performed to evaluate the performance of the proposed method, and obtained results were compared with the state-of-the-art algorithm. The simulation results corroborate the efficacy of the proposed method.
Keyword:
Community microgrid
energy scheduling
energy storage system
differential evolution
distributed generators
heuristic
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
暂无机构信息
引用论文
分享收藏Day-Ahead Optimization Scheduling for Islanded Microgrid Considering Units Frequency Regulation Characteristics and Demand Response考虑机组调频特性和需求响应的孤岛微电网日前优化调度.png)
IEEE ACCESSOAAI
IEEE ACCESSIF3.6
OAAI分享收藏Distributed energy management for community microgrids considering network operational constraints and building thermal dynamics考虑网络运行约束和建筑热动力学的社区微电网分布式能量管理APPLIED ENERGYOAAI
APPLIED ENERGYIF11
OAAI分享收藏A Two-Loop Hybrid Method for Optimal Placement and Scheduling of Switched Capacitors in Distribution NetworksIEEE ACCESSOAAI
IEEE ACCESSIF3.6
OAAI分享收藏Analysis of Battery Lifetime Extension in a Small-Scale Wind-Energy System Using Supercapacitors
PREAI
分享收藏Dynamic Energy Management of a Microgrid Using Approximate Dynamic Programming and Deep Recurrent Neural Network Learning基于近似动态规划和深度递归神经网络学习的微电网动态能量管理
PREAI
分享收藏Predispositions and Plasticity in Music and Speech Learning: Neural Correlates and ImplicationsScience
ScienceIF0
PREAI
分享收藏
查看更多内容