Comparative analysis of Simulated Annealing, Simulated Quenching and Genetic Algorithms for optimal reservoir operation

被引：75

作者：

Vasan, A. ^{[1
]}

Raju, Komaragiri Srinivasa ^{[2
]}

机构：

[1] Univ Western Ontario, Dept Civil & Environm Engn, London, ON N6A 5B9, Canada

[2] Birla Inst Technol & Sci, Civil Engn Grp, Pilani 333031, Rajasthan, India

来源：

APPLIED SOFT COMPUTING | 2009年 / 9卷 / 01期

关键词：

Genetic Algorithms; Simulated Annealing; Simulated Quenching; Irrigation planning; India; OPTIMIZATION; GROUNDWATER;

D O I：

10.1016/j.asoc.2007.09.002

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The present study deals with the application of non-traditional optimization techniques, namely, Simulated Annealing (SA), Simulated Quenching (SQ) and Real-coded Genetic Algorithms (RGA) to a case study of Mahi Bajaj Sagar Project, India. The objective of the study is to maximize the annual net benefits subjected to various irrigation planning constraints for 75% dependable flow scenario. Extensive sensitivity analysis on various parameters used in above techniques indicated that they yielded same solution corresponding to a set of optimal combination of parameters. It is concluded that SA, SQ and RGA can be utilized for efficient planning of any irrigation system with suitable modi. cations. (C) 2008 Elsevier B.V. All rights reserved.

引用

页码：274 / 281

页数：8

共 50 条

[41] Simulated Annealing and Genetic Algorithms Based for Image Segment with Partially Evolved Hopfield Neural Network [J].

Li Zhijun ;

Zeng Fei ;

Wang Danqing ;

Chen Mianyun .

INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2006, 6 (7A) :132-136

[42] Performance of the simulated annealing and genetic algorithms for the design of periodic devices [J].

Khalaf, LD ;

Peterson, AF .

INTERNATIONAL JOURNAL OF MICROWAVE AND MILLIMETER-WAVE COMPUTER-AIDED ENGINEERING, 1997, 7 (01) :108-116

[43] Constrained dynamic economic dispatch by simulated annealing/genetic algorithms [J].

Ongsakul, W ;

Ruangpayoongsak, N .

PICA 2001: 22ND IEEE POWER ENGINEERING SOCIETY INTERNATIONAL CONFERENCE ON POWER INDUSTRY COMPUTER APPLICATIONS, 2001, :207-212

[44] RWA: Comparison of Genetic Algorithms and Simulated Annealing in Dynamic Traffic [J].

Rodriguez, Arturo ;

Gutierrez, Antonio ;

Rivera, Luis ;

Ramirez, Leonardo .

ADVANCED COMPUTER AND COMMUNICATION ENGINEERING TECHNOLOGY, 2015, 315 :3-14

[45] The resolution of packing problems using simulated annealing and genetic algorithms [J].

Gomez, A ;

de la Fuente, D ;

Puente, J ;

Parreño, J .

STROJNISKI VESTNIK-JOURNAL OF MECHANICAL ENGINEERING, 2005, 51 (05) :234-239

[46] Benchmarking of optimisation techniques based on genetic algorithms, tabu search and simulated annealing [J].

Lau, H. ;

Ho, G. ;

Cheng, E. ;

Ning, A. ;

Lee, C. .

INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2007, 28 (2-3) :209-219

[47] Integrating genetic algorithms tabu search and simulated annealing for the bus dispatching problem [J].

Ren, CX ;

Fan, YZ ;

Zhang, H ;

He, J .

System Simulation and Scientific Computing, Vols 1 and 2, Proceedings, 2005, :1398-1403

[48] Optimized reservoir operation using genetic algorithm and simulated inflows to reservoir based principal components analysis: case of Cheffia reservoir—Algeria [J].

Noureddine Mezenner ;

Noureddine Dechemi ;

Abdelmalek Bermad ;

Tarik Benkaci .

Modeling Earth Systems and Environment, 2024, 10 :383-391

[49] Optimal irrigation reservoir operation and simultaneous multi-crop cultivation area selection using simulated annealing [J].

Georgiou, PE ;

Papamichail, DM ;

Vougioukas, SG .

IRRIGATION AND DRAINAGE, 2006, 55 (02) :129-144

[50] Optimal hydropower operation of multi-reservoir systems: hybrid cellular automata-simulated annealing approach [J].

Azizipour, Mohamad ;

Sattari, Ali ;

Afshar, Mohammad Hadi ;

Goharian, Erfan ;

Solis, Samuel Sandoval .

JOURNAL OF HYDROINFORMATICS, 2020, 22 (05) :1236-1257

← 1 2 3 4 5 →