Case-based reasoning combined with information entropy and principal component analysis for short-term load forecasting

Proceedings - 2007 International Conference on Computational Intelligence and Security, CIS 2007

Volumn , Issue , 2007, Pages 446-450

  Jinsha, Yuan ^a   Li, Qu ^a   Weihua, Zhang ^a   Li, Li ^a  

^a NORTH CHINA ELECTRIC POWER UNIVERSITY   (China)

Author keywords

Case based reasoning; Information entropy; Neural network; Principal component analysis; Short term load forecasting

Indexed keywords

ARTIFICIAL INTELLIGENCE; CASE BASED REASONING; ELECTRIC GENERATORS; ELECTRIC POWER MEASUREMENT; ELECTRIC POWER SYSTEMS; ELECTRIC UTILITIES; FINANCIAL DATA PROCESSING; FORECASTING; INTELLIGENT CONTROL; KETONES; LOAD TESTING; PRINCIPAL COMPONENT ANALYSIS; SET THEORY; SYSTEM STABILITY;

ATTRIBUTES REDUCTION; COMPUTATIONAL INTELLIGENCE; ECONOMIC DISPATCH; ELECTRIC POWER COMPANIES; ELECTRIC POWERS; INFORMATION ENTROPY; INTERNATIONAL CONFERENCES; LOAD DATA; LOAD FORECASTING; NEURAL NETWORK; PREDICTION PRECISION; PRINCIPAL COMPONENT ANALYSIS (PCA); PRINCIPAL COMPONENTS; ROUGH SETS; SHORT-TERM LOAD FORECASTING; TRAINING TIME;

ELECTRIC LOAD FORECASTING;

EID: 48349100015     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIS.2007.110     Document Type: Conference Paper

References (10)

1. Kalyan M G, Ai R M, Empirical evaluation of retrieval in case-based reasoning systems using modified cosine matching function. J IEEE Transactions on: Systems, Man, and Cybernetics: Systems and Humans, 1997, 9(5): 601-612.
2. PAL S, SIMON C, Foundations of Soft Case-based Reasoning. New York ( NY, USA ) : A Wiley-Interscience Publication, 2003.
3. Henrique S H, Carlos E P, Reinaldo C S. Neural networks for short - term load forecasting: a review and evaluation. J IEEE Transactions on Power Systems, 2001, 16(1): 44-55.
4. Bakirtzls A G, Petridls V, Klartzis S J, etal.A neural network short term load forecasting model for the Greek power system. J.IEEE Transactions on Power Systems, 1996, 11(2): 858-863.
5. Wei Chuanfeng, Li Yunze, Wang jun. The application of case-based reasoning with improved nearest-neighbor, System Emulation Transaction, 2005, 12(5): 1045-1047.
6. Sun Bin, Wang Lijie. Determinated weight approach based on rough sets, Computer Engineering and Application, 2006, 29(6): 216-217.
7. Sun Wei, Jian Changlu, He Yujun. Application of Neural Network Model Combining Information entropy and Colony Clustering Theory for Short-Term Load Forecasting. Conference on Machine Learning and Cybernetics, Vol. 8, No. 13, pp.4645-4650, 005.
8. Cheng Qiyun, Sun Caixin, Zhou Quan, etc. Model and method of power short-term load forecasting combining with rough sets information entropy and adaptive neural network fuzzy system. Power Net Technique. 2004, 28(17): 72-75.
9. Wang Zhizheng, Yu Yuefeng, Yao Guoping. Application Study on load forecasting with Principal component analysis. Administration on The Side of Power Requirement. 2003, 5(3): 21-24.
10. Liu Jin, Tang Jianglong. The peak load forecasting study based on Principal component analysis and L-M neural network. Relay. 2004, 32 (13): 24-27.