Use of support vector machine for wind speed prediction

2011 International Conference on Power and Energy Systems, ICPS 2011

Volumn , Issue , 2011, Pages

  Sangitab, Patil ^a   Deshmukh, Surekha R ^b  

^a GH Raisoni Institute of Engineering and Technology   (India)

^b PVG's College of Engineering and Technology   (India)

Author keywords

classification; forecasting; hyperplane; kernels; Support Vector Machine (SVM)

Indexed keywords

CORRELATION COEFFICIENT; FORECASTING PRECISION; HISTORICAL DATA; HYPERPLANE; KERNELS; LINEAR PREDICTION METHOD; MEAN ABSOLUTE PERCENTAGE ERROR; PHYSICAL METHODS; POWER DATA; POWER GRIDS; SHORT-TERM FORECASTING; SOURCE OF ENERGY; SPATIAL CORRELATION MODELS; SUPPORT VECTOR MACHINE (SVM); WIND DIRECTIONS; WIND PARK; WIND SPEED; WIND SPEED FORECASTING; WIND SPEED PREDICTION;

CLASSIFICATION (OF INFORMATION); ELECTRIC POWER GENERATION; FORECASTING; NEURAL NETWORKS; TIME SERIES ANALYSIS; WIND EFFECTS; WIND POWER;

SUPPORT VECTOR MACHINES;

EID: 84858206810     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICPES.2011.6156611     Document Type: Conference Paper

References (16)

1. K. Sreelakshmi, P. Ramakanthkumar, "Short Term Wind Speed Prediction Using Support Vector Machine Model", WSEAS Transactions on Computer Science, Issue 11, Volume 7, pp-1828-1837, November 2008.
2. K. Sreelakshmi, P. Ramakanthkumar, "Performance Evaluation of Short Term Wind Speed Prediction Techniques", IJCSNS International Journal of Computer science and Network Security, Volume 8 No.8, pp-162-169, August 2008.
3. L. S. Moulin, A. P. Alves da Silva, M. A. El-Sharkawi, and R. J. Marks II, "Support Vector Machines for Transient Stability Analysis of Large-Scale Power Systems", IEEE Transactions on Power Systems, Volume 19, No. 2, pp 818-825, May 2004.
4. Yongli Wang, Dongxiao NIU, "Optimization of Support Vector Machines Based on Rough Sets in Seasonal Load Forecasting", Journal of Computational Information Systems 7:5 (2011) 1479-1487.
5. D. Thukaram, and Rimjhim Agrawal, "Discrimination of Faulted Transmission Lines Using Multi Class Support Vector Machines", 16th National Power Systems Conference, pp. 497-502,15th-17th December, 2010.
6. B. Ravikumar, D. Thukaram and H. P. Khincha, "Application Of Support Vector Machines For Fault Diagnosis In Power Transmission System," Generation, Transmission & Distribution, IET, pp. 119-130, 2008. (Pubitemid 350280816)
7. S. R. Samantaray and P. K. Dash, "High impedance fault detection in distribution feeders using extended kalman filters and support vector machine", Euro. Transaction on Electrical Power (2009), Published online in Wiley Inter Science (www.interscience.wiley.com) DOI: 10.1002/etep.321.
8. K.R.Sudha, Y. Butchi, Raju Prasad Reddy.P.V.G.D, "Adaptive Power System Stabilizer Using Support Vector Machine", International Journal of Engineering Science and Technology Volume 2(3), 2010, pp. 442-447.
9. V. Malathi and N.S. Marimuthu, "Support Vector Machine for Discrimination Between Fault and Magnetizing Inrush Current in Power Transformer", Journal of Computer Science 3 (11): 894-897, 2007.
10. Robert Lukomski, Kazimierz Wilkosz, "Utilization of Support Vector Machine Classifiers to Power System Topology Verification", Modern Electric Power Systems 2010, Wroclaw, Poland MEPS'10 - paper P48.
11. Ravikumar B., Thukaram D. and H. P. Khincha, "Knowledge Based Approach for Transmission line Distance Relay Coordination", Fifteenth National Power Systems Conference (NPSC), IIT Bombay, pp. 397-402, December 2008.
12. P. K. Dash, S. R. Samantaray, and Ganapati Panda, "Fault Classification and Section Identification of an Advanced Series-Compensated Transmission Line Using Support Vector Machine", IEEE Transactions On Power Delivery, Volume 22, No. 1, pp. 67-73, January 2007.
13. Samantaray, S.R. Dash, P.K. Panda, G., "Fault Classification and Ground detection using Support Vector Machine", National Institute of Technology, Rourkela; TENCON 2006. 2006 IEEE Region 10 Conference, pp. - 1-3, 14-17 Nov. 2006.
14. Muhammad Nizam, Azah Mohamed, Majid Al-Dabbagh, and Aini Hussain, "Using Support Vector Machine for Prediction Dynamic Voltage Collapse in an Actual Power System", International Journal of Electrical and Electronics Engineering 3:10 2009 pp. - 601-606.
15. Chih-Chung Chang and Chih-Jen Lin, "LIBSVM: a Library for Support Vector Machines".
16. Chih-Wei Hsu, Chih-Chung Chang, and Chih-Jen Lin, "A Practical Guide to Support Vector Classification".