Optimizing Hydropower Reservoir Operation Using Hybrid Genetic Algorithm and Chaos

Springer Science and Business Media LLC - Tập 22 Số 7 - Trang 895-909 - 2008
Chun Tian Cheng1, Wenchuan Wang1, Dianxiang Xu2, Kwok Wing Chau3
1Institute of Hydropower System & Hydroinformatics, Dalian University of Technology, Dalian, 116024, People’s Republic of China
2Department of Water Conservancy, North China Institute of Water Conservancy and Hydroelectric Power, ZhengZhou, 450011, People’s Republic of China
3Department of Civil and Structural Engineering, Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong

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Tài liệu tham khảo

Ahmed JA, Sarma AK (2005) Genetic Algorithm for optimal operating policy of a multipurpose reservoir. Water Resour Manag 19(2):145–161

Chang L-C, Chang F-J (2001) Intelligent control for modeling of real time reservoir operation. Hydrol Process 15(9):1621–1634

Chang F-J, Lai J-S, Kao L-S (2003) Optimization of operation rule curves and flushing schedule in a reservoir. Hydrol Process 17(8):1623–1640

Chang J-X, Huang Q, Wang Y-M (2005a) Genetic algorithms for optimal reservoir dispatching. Water Resour Manag 19(4):321–331

Chang F-J, Chen L, Chang L-C (2005b) Optimizing the reservoir operating rule curves by genetic algorithms. Hydrol Process 19(11):2277–2289

Chau KW, Albermani F (2003) Knowledge-based system on optimum design of liquid retaining structures with genetic algorithms. J Struct Engi ASCE 129(10):1312–1321

Cheng C-T, Ou C-P, Chau KW (2002) Combining a fuzzy optimal model with a genetic algorithm to solve multiobjective rainfall-runoff model calibration. J Hydrol 268(1–4):72–86

Cheng C-T, Wu X-Y, Chau KW (2005) Multiple criteria rainfall-runoff model calibration using a parallel genetic algorithm in a cluster of computer. Hydrol Sci J 50(6):1069–1088

Cheng C-T, Zhao M-Y, Chau KW, Wu X-Y (2006). Using Genetic Algorithm and TOPSIS for xinanjing model calibration with a single procedure. J Hydrol 316(1–4):129–140

Goldberg DE (1989) Genetic algorithm in search, optimization and machine learning. Addison-Wesley Publishing Co., Inc., Reading, MA

Labadie JW (2004) Optimal operation of multireservoir systems: State-of-the-art review. J Water Resour Plan Manage 130(2):93–111

Li B, Jiang W-S (1998) Optimizing complex functions by chaos search. Cybern Syst 29(4):409–419

Liao G-C (2006) Hybrid chaos search genetic algorithm and meta-heuristics method for short-term load forecasting. Electr Eng 88(3):265–276

Lü Q-Z, Shen G-L, Yu R-Q (2003) A chaotic approach to maintain the population diversity of genetic algorithm in network training. Computational Biology and Chemistry 27(3):363–371

May RM (1976) Simple mathematical models with very complicated dynamics. Nature 261:459–467

Oliveira R, Loucks DP (1997) Operating rules for multireservoir systems. Water Resour Res 33(4):839–852

Ohya M (1998) Complexities and their applications to characterization of chaos. Int J Theor Phys 37(1):495–505

Reis LFR, Walters GA, Savic D, Chaudhry FH (2005) Multi-reservoir operation planning using hybrid genetic algorithm and linear programming (GA-LP): An alternative stochastic approach. Water Resour Manag 19(6):831–848

Rosenbrock HH (1960) An automatic method for finding the greatest or least value of a function. Comput J 3:175–184

Sharif M, Wardlaw R (2000) Multireservoir systems optimization using genetic algorithm: Case study. J Comput Civ Eng 14(4):255–263

Siarry P, Petrowski A, Bessaou M (2002) A multipopulation genetic algorithm aimed at multimodal optimization. Adv Eng Softw 33(4):207–213

Wardlaw R, Sharif M (1999) Evaluation of genetic algorithms for optimal reservoir system operation. J Water Resour Plan Manage 125(1):25–33

Wang Z, Zhang T, Wang H (1999) Simulated annealing algorithm based on chaotic variable. Control and Decision 14(4):381–384

Wurbs RA (1993) Reservoir-system simulation and optimization models. J Water Resour Plan Manage 119(4):455–472

Yeh WW-G (1985) Reservoir management and operation models: a state-of-the-art review. Water Resour Res 21(12):1797-1818

Wei G (2004) Fast immunized evolutionary programming. Evolutionary Computation 2004, CEC2004, Congress, 666–670

Yan X, Chen D, Hu S (2003) Chaos-genetic algorithms for optimizing the operating conditions based on RBF-PLS model. Comput Chem Eng 27(10):1393–1404

Yuan X, Yuan Y, Zhang Y (2002) A hybrid chaotic genetic algorithm for short-term hydro system scheduling. Math Comput Simul 59(4):319–327