Power Survey Results
Dillard D. Ensley
densley at eng.auburn.edu
Thu Oct 1 16:17:04 EDT 1992
Dear Connectionists,
Thank you for responding to my request for sources on applying
artificial neural networks to problems in the electric power
industry. Following is a list of 55 sources. There are
another 57 papers in the "Proceedings of the First
International Forum on Applications of Neural Networks to
Power Systems," Seattle, Washington, July 23-26, 1991,
published by the Institute of Electrical and Electronics
Engineers (IEEE). Also, the Electric Power Research Institute
(EPRI) and the International Neural Network Society (INNS)
held a workshop entitled "Neural Network Computing for the
Electric Power Industry" at Stanford University in Stanford,
California on August 17-19, 1992.
Several of you mentioned that the IEEE Power Engineering
Society has a task force to compile a similar bibliography.
Reports are that there are over 170 sources in that project.
Though some companies claim to be working on commercial
applications (and I was able to verify one company's claim),
they all asked to remain unpublished until such products are
marketed. So be watching for these products to hit the
market.
1) M. Aggoune, M.A. El-Sharkawi, D.C. Park, R.J. Marks II,
"Preliminary Results on Using Artificial Neural Networks
for Security Assessment," IEEE Transactions on Power
Systems, Vol. 6, No. 2, pp. 890-896, May 1991.
2) Israel E. Alguindigue, Anna Loskiewicz-Buczak, Robert E.
Uhrig, "Neural Networks for the Monitoring of Rotating
Machinery," Proceedings of the Eighth Power Plant Dynamics,
Control and Testing Symposium (in press), May 1992.
3) Israel E. Alguindigue, Anna Loskiewicz-Buczak, Robert E.
Uhrig, "Clustering and Classification Techniques for the
Analysis of Vibration Signatures," Proceedings of the SPIE
Technical Symposium on Intelligent Information Systems
Application of Artificial Neural Networks, III, April 1992.
4) Hamid Bacha, Walter Meyer, "A Neural Network Architecture
for Load Forecasting," Proceedings of the 1992
International Joint Conference on Neural Networks, Vol. 2,
pp. 442-447, June 1992.
5) Eric B. Bartlett, Robert E. Uhrig, "Nuclear Power Plant
Status Diagnostics Using an Artificial Neural Network,"
Nuclear Technology, Vol. 97, pp. 272-281, March 1992.
6) Franoise Beaufays, Youssef Abdel-Magid, Bernard Widrow,
"Application of Neural Networks to Load-Frequency Control
in Power Systems," submitted to Neural Networks, May 1992.
7) Chao-Rong Chen, Yuan-Yih-Hsu, "Synchronous Machine Steady-
State Stability Analysis Using an Artificial Neural
Network," IEEE Transactions on Energy Conversion, Vol. 6,
No. 1, pp. 12-20, March 1991.
8) Mo-yuen Chow, Sui Oi Yee, "Methodology for On-Line
Incipient Fault Detection in Single-Phase Squirrel-Cage
Induction Motors Using Artificial Neural Networks," IEEE
Transactions on Energy Conversion, Vol. 6, No. 3, pp. 536-
545, September 1991.
9) Badrul H. Chowdhury, Bogdan M. Wilamowski, "Real-Time Power
System Analysis Using Neural Computing," Proceedings of the
1992 Workshop on Neural Networks, February 1992.
10) Sonja Ebron, David L. Lubkeman, Mark White, "A Neural
Network Approach to the Detection of Incipient Faults on
Power Distribution Feeders," IEEE Transactions on Power
Delivery, Vol. 5, No. 2, pp. 905-912, April 1990.
11) Tom Elliott, "Neural Networks--Next Step in Applying
Artificial Intelligence," Power, pp. 45-48, March 1990.
12) D.D. Ensley, "Neural Networks Applied to the Protection of
Large Synchronous Generators," M.S. Thesis, Department of
Electrical Engineering, Auburn University, Alabama, to be
published December 1992.
13) Y.J. Feria, J.D. McPherson, D.J. Rolling, "Cellular Neural
Networks for Eddy Current Problems," IEEE Transactions on
Power Delivery, Vol. 6, No. 1, pp. 187-193, January 1991.
14) Zhichao Guo, Robert E. Uhrig, "Use of Artificial Neural
Networks to Analyze Nuclear Power Plant Performance" (in
press), Nuclear Technology, July 1992 (expected).
15) Zhichao Guo, Robert E. Uhrig, "Sensitivity Analysis and
Applications to Nuclear Power Plant," Proceedings of the
1992 International Joint Conference on Neural Networks,
Vol. 2, pp. 453-458, June 1992.
16) Zhichao Guo, Robert E. Uhrig, "Using Modular Neural
Networks to Monitor Accident Conditions in Nuclear Power
Plants," Proceedings of the SPIE Technical Symposium on
Intelligent Information Systems Application of Artificial
Neural Networks, III, April 1992.
17) R.K. Hartana, G.G. Richards, "Harmonic Source Monitoring
and Identification Using Neural Networks," IEEE
Transactions on Power Systems, Vol. 5, No. 4, pp. 1098-
1104, November 1990.
18) Kun-Long Ho, Yuan-Yih Hsu, Chien-Chuen Yang, "Short Term
Load Forecasting Using a Multilayer Neural Network with an
Adaptive Learning Algorithm," IEEE Transactions on Power
Systems, Vol. 7, No. 1, pp. 141-149, February 1992.
19) Yuan-Yih Hsu, Chao-Rong Chen, "Tuning of Power System
Stabilizers Using an Artificial Neural Network," IEEE
Transactions on Energy Conversion, Vol. 6, No. 4, pp. 612-
618, December 1991.
20) Yuan-Yih Hsu, Chien-Chuen Yang, "Design of Artificial
Neural Networks for Short-Term Load Forecasting," IEE
Proceedings. Part C, Generation, Transmission and
Distribution, Vol. 138, No. 5, pp. 407-418, September 1991.
21) Andreas Ikonomopoulos, Lefteri H. Tsoukalas, Robert E.
Uhrig, "Use of Neural Networks to Monitor Power Plant
Components," Proceedings of the American Power Conference,
April 1992.
22) Andreas Ikonomopoulos, Lefteri H. Tsoukalas, Robert E.
Uhrig, "A Hybrid Neural Network-Fuzzy Logic Approach to
Nuclear Power Plant Transient Identificaiton," Proceedings
of the AI-91: Frontiers in Innovative Computing for the
Nuclear Industry, pp. 217-226, September 1991.
23) N. Kandil, V.K. Sood, K. Khorasani, R.V. Patel, "Fault
Identification in an AC-DC Transmission System Using Neural
Networks," IEEE Transactions on Power Systems, Vol. 7, No.
2, pp. 812-819, May 1992.
24) Shahla Keyvan, Luis Carlos Rabelo, Anil Malkani, "Nuclear
Reactor Condition Monitoring by Adaptive Resonance Theory,"
Proceedings of the 1992 International Joint Conference on
Neural Networks, Vol. 3, pp. 321-328, June 1992.
25) K.Y. Lee, Y.T. Cha, J.H. Park, "Short-Term Load Forecasting
Using an Artificial Neural Network," IEEE Transactions on
Power Systems, Vol. 7, No. 1, pp. 124-130, February 1992.
26) Z.J. Liu, F.E. Villaseca, F. Renovich, Jr., "Neural
Networks for Generation Scheduling in Power Systems,"
Proceedings of the 1992 International Joint Conference on
Neural Networks, Vol. 2, pp. 233-238, June 1992.
27) Hiroyuki Mori, Yoshihito Tamaru, Senji Tsuzuki, "An
Artificial Neural-Net Based Technique for Power System
Dynamic Stability with the Kohonen Model," IEEE
Transactions on Power Systems, Vol. 7, No. 2, pp. 856-864,
May 1992.
28) Hiroyuki Mori, Kenji Itou, Hiroshi Uematsu, Senji Tsuzuki,
"An Artificial Neural-Net Based Method for Predicting Power
System Voltage Harmonics," IEEE Transactions on Power
Delivery, Vol. 7, No. 1, pp. 402-409, January 1992.
29) Seibert L. Murphy, Samir I. Sayegh, "Application of Neural
Networks to Acoustic Screening of Small Electric Motors,"
Proceedings of the 1992 International Joint Conference on
Neural Networks, Vol. 2, pp. 472-477, June 1992.
30) Dagmar Niebur, Alain J. Germond, "Power System Static
Security Assessment Using the Kohonen Neural Network
Classifier," IEEE Transactions on Power Systems, Vol. 7,
No. 2, pp. 865-872, May 1992.
31) T.T. Nguyen, H.X. Bui, "Neural Network for Power System
Control Function," Australasia Universities Power and
Control Conference '91, pp. 202-207, October 1991.
32) S. Osowski, "Neural Network for Estimation of Harmonic
Components in a Power System," IEE Proceedings. Part C,
Generation, Transmission and Distribution, Vol. 139, No. 2,
pp. 129-135, March 1992.
33) D.R. Ostojic, G.T. Heydt, "Transient Stability Assessment
by Pattern Recognition in the Frequency Domain," IEEE
Transactions on Power Systems, Vol. 6, No. 1, pp. 231-237,
February 1991.
34) Z. Ouyang, S.M. Shahidehpour, "A Hybrid Artificial Neural
Network-Dynamic Programming Approach to Unit Commitment,"
IEEE Transactions on Power Systems, Vol. 7, No. 1, pp. 236-
242, February 1992.
35) Norman L. Ovick, "A-to-D Voltage Classifier Using Neural
Network," Proceedings of the 1991 Workshop on Neural
Networks, pp. 615-620, February 1991.
36) Yoh-Han Pao, Dejan J. Sobajic, "Combined Use of
Unsupervised and Supervised Learning for Dynamic Security
Assessment," IEEE Transactions on Power Systems, Vol. 7,
No. 2, pp. 878-884, May 1992.
37) Yoh-Han Pao, Dejan J. Sobajic, "Current Status of
Artificial Neural Network Applications to Power Systems in
the United States," Transactions of the Institute of
Electrical Engineers of Japan, Vol. 111-B, No. 7, pp. 690-
697, July 1991.
38) D.C. Park, M.A. El-Sharkawi, R.J. Marks II, "Electric Load
Forecasting Using an Artificial Neural Network," IEEE
Transactions on Power Systems, Vol. 6, No. 2, pp. 442-448,
May 1991.
39) Alexander G. Parlos, Amir F. Atiya, Kil T. Chong, Wei K.
Tsai, "Nonlinear Identification of Process Dynamics Using
Neural Networks," Nuclear Technology, Vol. 97, pp. 79-96,
January 1992.
40) T.M. Peng, N.F. Hubele, G.G. Karady, "Advancement in the
Application of Neural Networks for Short-Term Load
Forecasting," IEEE Transactions on Power Systems, Vol. 7,
No. 1, pp. 250-257, February 1992.
41) Kenneth F. Reinschmidt, "Neural Networks: Next Step for
Simulation and Control," Power Engineering, pp. 41-45,
November 1991.
42) C. Rodriguez, S. Rementeria, C. Ruiz, A. Lafuente, J.I.
Martin, J. Muguerza, "A Modular Approach to the Design of
Neural Networks for Fault Diagnosis in Power Systems,"
Proceedings of the 1992 International Joint Conference on
Neural Networks, Vol. 3, pp. 16-23, June 1992.
43) Myung-Sub Roh, Se-Woo Cheon, Soon-Heung Chang, "Power
Prediction in Nuclear Power Plants Using a Back-Propagation
Learning Neural Network," Nuclear Technology, Vol. 94, pp.
270-278, May 1991.
44) N. Iwan Santoso, Owen T. Tan, "Neural-Net Based Real-Time
Control of Capacitors Installed on Distribution Systems,"
IEEE Transactions on Power Delivery, Vol. 5, No. 1, pp.
266-272, January 1990.
45) T. Satoh, K. Nara, "Maintenance Scheduling by Using
Simulated Annealing Method," IEEE Transactions on Power
Systems, Vol. 6, No. 2, pp. 850-857, May 1991.
46) Dejan J. Sobajic, Yoh-Han Pao, "Artificial Neural-Net Based
Dynamic Security Assessment for Electric Power Systems,"
IEEE Transactions on Power Systems, Vol. 4, No. 1, pp. 220-
226, February 1989.
47) Michael Travis, "Neural Network Methodology for Check Valve
Diagnostics," M.S. Thesis, Department of Nuclear
Engineering, University of Tennessee, December 1991.
48) Robert E. Uhrig, "Potential Use of Neural Networks in
Nuclear Power Plants," Proceedings of the Eighth Power
Plant Dynamics, Control and Testing Symposium (in press),
May 1992.
49) Robert E. Uhrig, "Use of Neural Networks in the Analysis of
Complex Systems," Proceedings of the 1992 Workshop on
Neural Networks, February 1992.
50) Robert E. Uhrig, "Potential Application of Neural Networks
to the Operation of Nuclear Power Plants," Nuclear Safety,
Vol. 32, No. 1, pp. 68-79, January-March 1991.
51) Belle R. Upadhyaya, Evren Eryurek, "Application of Neural
Networks for Sensor Validation and Plant Monitoring,"
Nuclear Technology, Vol. 97, pp. 170-176, February 1992.
52) Siri Weerasooriya, M.A. El-Sharkawi, M. Damborg, R.J. Marks
II, "Towards Static-Security Assessment of a Large-Scale
Power System Using Neural Networks," IEE Proceedings. Part
C, Generation, Transmission and Distribution, Vol. 139, No.
1, pp. 64-70, January 1992.
53) Siri Weerasooriya, M.A. El-Sharkawi, "Identification and
Control of a DC Motor Using Back-Propagation Neural
Networks," IEEE Transactions on Energy Conversion, Vol. 6,
No. 4, pp. 663-669, December 1991.
54) A. Martin Wildberger, "Model-Based Reasoning, and Neural
Networks, Combined in an Expert Advisor for Efficient
Operation of Electric Power Plants."
55) Q.H. Wu, B.W. Hogg, G.W. Irwin, "A Neural Network Regulator
for Turbogenerators," IEEE Transactions on Neural Networks,
Vol. 3, No. 1, pp. 95-100, January 1992.
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