Towards global solutions of optimal discrete-valued control?problems

被引:15
作者
Woon, Siew Fang [2 ]
Rehbock, Volker [1 ]
Loxton, Ryan [1 ]
机构
[1] Curtin Univ Technol, Dept Math & Stat, Perth, WA 6845, Australia
[2] Univ Utara Malaysia, Coll Arts & Sci, Sintok 06010, Kedah, Malaysia
关键词
optimal control; hybrid power system; global optimization; discrete filled function; mixed discrete optimization; FILLED FUNCTION-METHOD; ALGORITHM;
D O I
10.1002/oca.1015
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new heuristic approach for solving optimal discrete-valued control problems. We illustrate the approach with an existing hybrid power system model. The problem of choosing an operating schedule to minimize generator, battery, and switching costs is first posed as a mixed discrete dynamic optimization problem. Then, a discrete filled function method is employed in conjunction with a computational optimal control technique to solve this problem. Computational results indicate that this approach is robust, efficient, and can successfully identify a near-global solution for this complex applied optimization problem despite the presence of multiple local optima. Copyright (c) 2011 John Wiley & Sons, Ltd.
引用
收藏
页码:576 / 594
页数:19
相关论文
共 21 条
[1]  
Ashari M, 1997, THESIS CURTIN U PERT
[2]   A discrete filled function method for the design of FIR filters with signed-powers-of-two coefficients [J].
Feng, Zhi Guo ;
Teo, Kok Lay .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (01) :134-139
[3]   Coordinated Control of Energy Storage System and Diesel Generator in Isolated Power System [J].
Goya, Tomonori ;
Uchida, Kosuke ;
Kinjyo, Yoshihisa ;
Senjyu, Tomonobu ;
Yona, Atsushi ;
Funabashi, Toshihisa .
INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2011, 12 (01)
[4]   A new filled function method for nonlinear integer programming problem [J].
Gu, YH ;
Wu, ZY .
APPLIED MATHEMATICS AND COMPUTATION, 2006, 173 (02) :938-950
[5]  
Jennings LS, 2004, MISER3 VERSION 3 CON
[6]   Control parametrization enhancing technique for optimal discrete-valued control problems [J].
Lee, HWJ ;
Teo, KL ;
Rehbock, V ;
Jennings, LS .
AUTOMATICA, 1999, 35 (08) :1401-1407
[7]   Optimal switching instants for a switched-capacitor DC/DC power converter [J].
Loxton, R. C. ;
Teo, K. L. ;
Rehbock, V. ;
Ling, W. K. .
AUTOMATICA, 2009, 45 (04) :973-980
[8]  
Maskey RK, 2008, HYDRO BASED RENEWABL
[9]   Discrete global descent method for discrete global optimization and nonlinear integer programming [J].
Ng, Chi-Kong ;
Li, Duan ;
Zhang, Lian-Sheng .
JOURNAL OF GLOBAL OPTIMIZATION, 2007, 37 (03) :357-379
[10]   Discrete filled function method for discrete global optimization [J].
Ng, CK ;
Zhang, LS ;
Li, D ;
Tian, WW .
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2005, 31 (01) :87-115