ROBUST OPTIMIZATION FOR POWER-SYSTEMS CAPACITY EXPANSION UNDER UNCERTAINTY

被引:44
作者
MALCOLM, SA [1 ]
ZENIOS, SA [1 ]
机构
[1] UNIV PENN,WHARTON SCH,PHILADELPHIA,PA 19104
关键词
STOCHASTIC PROGRAMMING; MULTI-OBJECTIVES; ELECTRICITY;
D O I
10.2307/2584145
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We develop a robust optimization model for planning power system capacity expansion in the face of uncertain power demand. The model generates capacity expansion plans that are both solution and model robust. That is, the optimal solution from the model is 'almost' optimal for any realization of the demand scenarios (i.e. solution robustness). Furthermore, the optimal solution has reduced excess capacity for any realization of the scenarios (i.e. model robustness). Experience with a characteristic test problem illustrates not only the unavoidable trade-offs between solution and model robustness, but also the effectiveness of the model in controlling the sensitivity of its solution to the uncertain input data. The experiments also illustrate the differences of robust optimization from the classical stochastic programming formulation.
引用
收藏
页码:1040 / 1049
页数:10
相关论文
共 11 条
[1]  
*EPRI, 1989, EL6484 REP
[2]  
ESCUDERO J, 1993, ANN OPNS RES, V43, P311
[3]   ROBUSTNESS AS A GOAL IN ENERGY MODELS AND POLICIES [J].
LONERGAN, SC .
ENERGY, 1985, 10 (11) :1225-1235
[4]  
MASSE P, 1957, MANAGE SCI, V3, P149, DOI 10.1287/mnsc.3.2.149
[5]  
MULVEY JM, 1991, 910604 U PENNS DEP D
[6]  
MURPHY FM, 1982, IIE T, V1, P452
[7]   ROBUST CAPACITY PLANNING UNDER UNCERTAINTY [J].
PARASKEVOPOULOS, D ;
KARAKITSOS, E ;
RUSTEM, B .
MANAGEMENT SCIENCE, 1991, 37 (07) :787-800
[8]   INVESTMENT PLANNING FOR HYDROTHERMAL POWER-SYSTEM EXPANSION - STOCHASTIC-PROGRAMMING EMPLOYING THE DANTZIG-WOLFE DECOMPOSITION PRINCIPLE [J].
SANGBVI, AP ;
SHAVEL, IH .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1986, 1 (02) :115-127
[9]   ROBUST SOLUTIONS IN STOCHASTIC LINEAR-PROGRAMMING [J].
SENGUPTA, JK .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1991, 42 (10) :857-870
[10]  
SHERALI HD, 1984, MANAGE SCI, V3, P101