Enhancement of hydroelectric generation scheduling using Ant Colony System based optimization approaches

被引:127
作者
Huang, SJ [1 ]
机构
[1] Natl Cheng Kung Univ, Dept Elect Engn, Tainan 70101, Taiwan
关键词
Ant Colony System; hydroelectric generation scheduling; optimization;
D O I
10.1109/60.937211
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In this paper, an Ant Colony System (ACS) based optimization approach is proposed for the enhancement of hydroelectric generation scheduling. To apply the method to solve this problem, the search space of multi-stage scheduling is first determined. Through a collection of cooperative agents called ants, the near-optimal solution to the scheduling problem can be effectively achieved. In the algorithm, the state transition rule, local pheromone-updating rule, and global pheromone-updating rule are all added to facilitate the computation. Because this method can operate the population of agents simultaneously, the process stagnation can be better prevented. The optimization capability can be thus significantly enhanced. The proposed approach has been tested on Taiwan Power System (Taipower) through the utility data. Test results demonstrated the feasibility and effectiveness of the method for the application considered.
引用
收藏
页码:296 / 301
页数:6
相关论文
共 50 条
[41]   AN ANT COLONY SYSTEM BASED DECISION SUPPORT SYSTEM FOR CONSTRUCTION TIME-COST OPTIMIZATION [J].
Zhang, Yanshuai ;
Ng, S. Thomas .
JOURNAL OF CIVIL ENGINEERING AND MANAGEMENT, 2012, 18 (04) :580-589
[42]   Trust based recommender system using ant colony for trust computation [J].
Bedi, Punam ;
Sharma, Ravish .
EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (01) :1183-1190
[44]   Design of space trusses using ant colony optimization [J].
Camp, CV ;
Bichon, BJ .
JOURNAL OF STRUCTURAL ENGINEERING, 2004, 130 (05) :741-751
[45]   Rescue Path Optimization Using Ant Colony Systems [J].
Graf, Manuela ;
Poy, Marc ;
Bischof, Simon ;
Dornberger, Rolf ;
Hanne, Thomas .
2017 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2017, :3388-3394
[46]   Design of steel frames using ant colony optimization [J].
Camp, CV ;
Bichon, BJ ;
Stovall, SP .
JOURNAL OF STRUCTURAL ENGINEERING, 2005, 131 (03) :369-379
[47]   Traffic Signal Optimization Using Ant Colony Algorithm [J].
Renfrew, David ;
Yu, Xiao-Hua .
2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
[48]   Scheduling Resource-Constrained Projects with Ant Colony Optimization Artificial Agents [J].
Christodoulou, Symeon M. .
JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 2010, 24 (01) :45-55
[49]   Website reorganization using an ant colony system [J].
Lin, Chang-Chun ;
Tseng, Lu-Chuan .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (12) :7598-7605
[50]   Load Prediction Based on Optimization Ant Colony Algorithm [J].
Li, Wei ;
Tang, Jingmin ;
Ma, Han ;
Fan, Min ;
Liu, Simiao ;
Wang, Jie .
JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2023, 18 (01) :27-37