Application of improved back propagation neural network for identification of the percentage of dynamic component in composite load

Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering

Volumn 24, Issue 7, 2004, Pages 25-29

  Shi, Zhen Hui ^a   Zhu, Shou Zhen ^a   Zheng, Jing Hong ^a   Wang, Guang ^a   Qu, Zu Yi ^b   Wang, Gang ^c  

^a TSINGHUA UNIVERSITY   (China)

^b Liaoning Electric Power Co Ltd   (China)

^c NE Elec Power Dispatching Ctr ^*  (China)

Author keywords

Back propagation algorithm; Electric power engineering; Improved back propagation; Neural networks algorithm; Percentage of dynamic load component in the power system composite load; Power system

Indexed keywords

DYNAMIC LOAD COMPONENT; ELECTRIC POWER ENGINEERING; LEVENBERG MARQUARDT METHOD; NONLINEAR MAPPING FUNCTION; POWER SYSTEM DYNAMICS ANALYSIS;

BACKPROPAGATION; COMPUTER SIMULATION; ELECTRIC POWER SYSTEMS; NEURAL NETWORKS;

ELECTRIC LOADS;

EID: 4344587578     PISSN: 02588013     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Article

References (11)

1. Chen Houlian. Research on the application of artificial neural network for power system nonlinear dynamic modeling [J]. Beijing: Tsinghua University, 1994.
2. Tsinghua University, Northeast Electric Power Dispatching and Communication Center, Northeast Electric Power Research Institute. Power system load modeling - measurement based method with model aggregation [R]. Document Compilation, 1999.
3. Zhang Guojiang, Qiu Jiaju, Li Jihong. Outlier identification and justification based on neural network [J]. Proceedings of the CSEE, 2001, 21(8): 104-107.
4. Yao Jiangang, Chen Liang, Dai Xijun, et al. Academic research of load modeling with chaotic neural network [J]. Proceedings of the CSEE, 2002, 22(3): 99-102.
5. Hou Yiwen, Shen Jiong, Li Yiguo. A simulation study on load modeling of a thermal power unit based on wavelet neural networks [J]. Proceedings of the CSEE, 2003, 23(10): 220-224.
6. Xie Kaigui, Li Chunyan, Zhou Jiaqi. Research of the combination forecasting model for load based on artificial neural network [J]. Proceedings of the CSEE, 2002, 22(7): 85-89.
7. Zhang Hongbin, He Renmu, Liu Yingmei. The characteristics clustering and synthesis of electric dynamic loads based on KOHONEN neural network [J] Proceedings of the CSEE, 2003, 23(5): 1-5.
8. Rumelhart D.E., McClelland J.L.. Parallel distributed processing: explorations in the microstructure of cognition [M]. MIT Press. 1986.
9. Martin T. Hagan, Mohammad B. Menhaj. Training feedforward networks with the Marquardt algorithm [J]. IEEE Transactions on Neural Networks, 1994, 5(6): .