ECONOMIC LOAD DISPATCH FOR PIECEWISE QUADRATIC COST FUNCTION USING HOPFIELD NEURAL-NETWORK

被引:275
作者
PARK, JH
KIM, YS
EOM, IK
LEE, KY
机构
[1] PUSAN NATL UNIV,DEPT ELECTR ENGN,PUSAN 609735,SOUTH KOREA
[2] PENN STATE UNIV,DEPT ELECT ENGN,UNIVERSITY PK,PA 16802
关键词
NEURAL NETWORK; ECONOMIC LOAD DISPATCH; ENERGY FUNCTION; PIECEWISE QUADRATIC COST FUNCTION; VALVE POINT LOADING; MULTIPLE FUEL;
D O I
10.1109/59.260897
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a new method to solve the problem of economic power dispatch with piecewise quadratic cost function using the Hopfield neural network. Traditionally one convex cost function for each generator is assumed. However, it is more realistic to represent the cost function as a piecewise quadratic function rather than one convex function. In this study, multiple intersecting cost functions are used for each unit. Through case studies, we have shown the possibility of the application of the Hopfield neural network to the ELD problem with general nonconvex cost functions. The proposed approach is much simpler and the results are very close to those of the numerical method.
引用
收藏
页码:1030 / 1038
页数:9
相关论文
共 20 条
[11]  
LIN CE, 1984, IEEE T PAS, V103
[12]  
MATUDA S, 1989, ICNN, V1, P587
[13]   ELECTRIC-LOAD FORECASTING USING AN ARTIFICIAL NEURAL NETWORK [J].
PARK, DC ;
ELSHARKAWI, MA ;
MARKS, RJ ;
ATLAS, LE ;
DAMBORG, MJ .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1991, 6 (02) :442-449
[14]  
SENDUALA MH, 1991, 1 INT FOR NEUR NETW, P256
[15]   ARTIFICIAL NEURAL-NET BASED DYNAMIC SECURITY ASSESSMENT FOR ELECTRIC-POWER SYSTEMS [J].
SOBAJIC, DJ ;
PAO, YH .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1989, 4 (01) :220-228
[16]   SIMPLE NEURAL OPTIMIZATION NETWORKS - AN A/D CONVERTER, SIGNAL DECISION CIRCUIT, AND A LINEAR-PROGRAMMING CIRCUIT [J].
TANK, DW ;
HOPFIELD, JJ .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1986, 33 (05) :533-541
[17]  
TYEFNY FJ, 1981, IEEE T POWER APPARAT, V100, P3468
[18]   ON THE STABILITY OF THE TRAVELING SALESMAN PROBLEM ALGORITHM OF HOPFIELD AND TANK [J].
WILSON, GV ;
PAWLEY, GS .
BIOLOGICAL CYBERNETICS, 1988, 58 (01) :63-70
[19]  
WOOD AJ, 1984, POWER GENERATION OPE, P23
[20]   UNIT COMMITMENT BY SIMULATED ANNEALING [J].
ZHUANG, F ;
GALIANA, FD .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1990, 5 (01) :311-318