POWER DEMAND PREDICTION USING FUZZY-LOGIC

被引:15
作者
ALANBUKY, A [1 ]
BATAINEH, S [1 ]
ALAQTASH, S [1 ]
机构
[1] JORDAN UNIV SCI & TECHNOL,DEPT ELECT ENGN,IRBID,JORDAN
关键词
FUZZY SYSTEMS; UNIT COMMITMENT; POWER MANAGEMENT; LOAD FORECASTING;
D O I
10.1016/0967-0661(95)00128-H
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
The paper discusses the implementation of a fuzzy-logic approach to provide a structural framework for the representation, manipulation and utilization of data and information concerning the prediction of power commitments. A neural network would then be implemented to accommodate and manipulate the large amount of sensor data involved. A training facility could allow the system to replace the requirement for skilled dispatchers in scheduling the generators. An algorithm has been implemented and trained to predict the total power demand on an hourly basis. The parameters taken into consideration cover environmental and weather-related conditions. Prediction of the power demand at each geographical load point, and hence the country-wide demand, has been tested in Jordan. Results concerning the daily prediction have been obtained. It is found to be very promising, especially in that the prediction is evaluated in a fuzzy environment.
引用
收藏
页码:1291 / 1298
页数:8
相关论文
共 13 条
[1]
Bezdek J. C., 1993, IEEE T FUZZY SYSTEMS, V1
[2]
COX E, 1992, IEEE SPECTRUM OCT, P58
[3]
HAMMERSTROM D, 1993, IEEE SPECTRUM JUL, P46
[4]
HAMMERSTROM D, 1993, IEEE SPECTRUM JUN, P26
[5]
KOSKO P, 1992, NEURAL NETWORK FUZZY, P299
[6]
LAMBERT G, 1989, IFAC POWER SYSTEMS P, P455
[7]
LAMBERTTORRES G, 1991, PROCEEDINGS OF THE 33RD MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1 AND 2, P144, DOI 10.1109/MWSCAS.1990.140672
[8]
PARKYOUNG II, 1989, IFAC POWER SYSTEMS P, P461
[9]
INTEGRATING AN EXPERT SYSTEM INTO A THERMAL UNIT-COMMITMENT ALGORITHM [J].
SALAM, MS ;
HAMDAN, AR ;
NOR, KM .
IEE PROCEEDINGS-C GENERATION TRANSMISSION AND DISTRIBUTION, 1991, 138 (06) :553-559
[10]
A FUZZY LINEAR-PROGRAMMING APPROACH TO THE REACTIVE POWER VOLTAGE CONTROL PROBLEM [J].
TOMSOVIC, K .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1992, 7 (01) :287-295