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IGBT Neural Network Prediction Method of Radar Transmitter based on Levenberg-Marquard Optimization

목차

Abstract
 1. Introduction
 2. IGBT Failure Mechanism
  2.1. Failure Related to Chip 
  2.2. Failure Related to Packaging 
 3. Experiment Analysis of IGBT Accelerated Degradation 
 4. Degradation Feature Selection and Data Preprocessing of IGBT
 5. IGBT Health Prediction of Process Neural Network based on LM Optimization
  5.1. The Topology Structure of Process Neural Network
  5.2. Orthogonal basis Expansion of Process Neural Network Model
  5.3. LM Learning Algorithm Optimization Process based on the Orthogonal Basis Expansion
 6. IGBT Health State Parameter Prediction
 7. Conclusion
 References

저자정보

  • Bing Chen College of Electronic Engineering, Naval University of Engineering, Wuhan, China
  • Gang Lu Equipment Department of the Navy, Beijing, China
  • Hongzhen Fang Beijing Aerospace Measure & Control Corp. Ltd, Beijing, China, Beijing Key Laboratory of High-speed Transport Intelligent Diagnostic and Health Management, Beijing, China
  • Li Ai Beijing Aerospace Measure & Control Corp. Ltd, Beijing, China, Beijing Key Laboratory of High-speed Transport Intelligent Diagnostic and Health Management, Beijing, China
  • Huanzhen Fan Beijing Aerospace Measure & Control Corp. Ltd, Beijing, China, Beijing Key Laboratory of High-speed Transport Intelligent Diagnostic and Health Management, Beijing, China

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