Design a neural network for features selection in non-intrusive monitoring of industrial electrical loads

Proceedings of the 2007 11th International Conference on Computer Supported Cooperative Work in Design, CSCWD

Volumn , Issue , 2007, Pages 1022-1027

  Yang, Hong Tzer ^a   Chang, Hsueh Hsien ^a,b   Lin, Ching Lung ^c  

^a CHUNG YUAN CHRISTIAN UNIVERSITY   (Taiwan)

^b Jin Wen University of Science and Technology   (Taiwan)

^c MINGHSIN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

Author keywords

Features selection; Load recognition; Neural network; Non intrusive load monitoring

Indexed keywords

ARTIFICIAL INTELLIGENCE; BACKPROPAGATION; CLASSIFICATION (OF INFORMATION); CLASSIFIERS; CRACK PROPAGATION; EDUCATION; ELECTRIC SURGES; ELECTROMAGNETISM; GROUPWARE; IMAGE CLASSIFICATION; INTERACTIVE COMPUTER SYSTEMS; LEARNING SYSTEMS; NEURAL NETWORKS; VECTORS;

AGGREGATE LOAD; COMPUTER-SUPPORTED COOPERATIVE WORK; DATA SETS; ELECTRICAL LOADS; ELECTROMAGNETIC TRANSIENT PROGRAM; FEATURE-BASED MODELLING; FEATURES SELECTION; INTERNATIONAL CONFERENCES; LEARNING VECTOR QUANTIZATION); LOAD MONITORING; LOAD RECOGNITION; MODEL DATA; NEURAL NETWORK; NEURAL NETWORK CLASSIFIERS; NON-INTRUSIVE; NON-INTRUSIVE LOAD MONITORING; RECOGNITION ACCURACY; TRANSIENT ENERGY;

VECTOR QUANTIZATION;

EID: 47649117728     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CSCWD.2007.4281579     Document Type: Conference Paper

References (7)

1. G. W. Hart, "Nonintrusive appliance load monitoring," in Proc. 1992 IEEE Conf., vol. 80, pp. 1870-1891.
2. J. G. Roos, I. E. Lane, E. C. Botha, and G. P. Hanche, "Using Neural networks for non-intrusive monitoring of industrial electrical loads," in Proc. 1994 IEEE Instrumentation and Measurement Technology Conf., pp. 1115-1118.
3. Christopher Laughman, Kwangdul Lee, Robert Cox, Steven Shaw, Steven B. Leeb, Les Norford, and Peter Armstrong, "Power Signature Analysis," IEEE Power & Energy Magazine, pp. 56-63, March/April 2003.
4. Norford, L. K. and Steven B. Leeb, "Non-intrusive electrical load monitoring in commercial buildings based on steady-state and transient load-detection algorithm," Energy and Buildings, 24, pp. 51-64, 1996.
5. Steven B. Leeb, "A conjoint pattern recognition approach to nonintrusive load monitoring," Ph. D. dissertation, Department of Electrical Engineering and Computer Science, M.I.T., February, 1993.
6. Surya Santoso, Edward J. Powers, W. Mack Grady, Peter Hofmann, "Power quality assessment via wavelet transform analysis," IEEE Trans. Power Delivery, vol. 11, No. 2, pp. 924-930, April 1996.
7. David C. Robertson, Octavia I. Camps, Jeffrey S. Mayer, William B. Gish, "Wavelets and electromagnetic power system transients," IEEE Trans. Power Delivery, vol. 11, No. 2, pp. 1050-1057, April 1996.