A PINN-Based Lifetime Predictor for Oil-Impregnated Paper Insulation Degradation in Power Transformers Using Degree of Polymerization

Keyphrases

• Power Transformer 100%
• Degree of Polymerization 100%
• Insulation Degradation 100%
• Neural Network 100%
• Physics-informed Neural Networks 100%
• Oil-impregnated Paper Insulation 100%
• Insulation Paper 66%
• Thermally Upgraded Paper 66%
• RUL Estimation 66%
• Health Management System 33%
• Maintenance Scheduling 33%
• Lifetime Estimation 33%
• Estimation Model 33%
• Additive Noise 33%
• Aging Behavior 33%
• Neural Network Model 33%
• Operating Time 33%
• Condition-based Maintenance 33%
• Prognostics Management 33%
• Preventive Strategies 33%
• Conventional Neural Network 33%
• Artificial Intelligence Techniques 33%
• Physical Model 33%
• Power Transformer Condition 33%
• Physics-based 33%
• Pleadings 33%
• Power System 33%

Engineering

• Power Transformer 100%
• Physics Informed Neural Network 100%
• Degree of Polymerization 100%
• Simulation Result 33%
• Additive Noise 33%
• Power Engineering 33%
• Artificial Intelligence Technique 33%
• Physical Model 33%
• Maintenance Plan 33%
• Network Model 33%