Parametric Estimation of Equipment Failure Risk with Machine Learning and Constrained Optimization

Keyphrases

• Parametric Estimation 100%
• Constrained Optimization 100%
• Equipment Failure 100%
• Failure Risk 100%
• Machine Learning Optimization 100%
• Failure Probability 50%
• Building Equipment 50%
• Neural Network 25%
• In Situ 25%
• Repair Method 25%
• Degradation Model 25%
• Failure Process 25%
• Probability-based 25%
• Likelihood Function 25%
• Building Type 25%
• Parametric Model 25%
• Failure Model 25%
• Failure Event 25%
• Machine Learning Techniques 25%
• Component-based 25%
• Failure Likelihood 25%
• Condition Inspection 25%
• Crucial Aspect 25%
• Condition State 25%
• Event Data 25%
• Novel Machine 25%
• Facility Managers 25%
• Risk Uncertainty 25%
• Past Failure 25%
• Equipment Inspection 25%
• Inspection Data 25%
• Facility Operation 25%
• Facility Performance 25%
• Maintenance Decision-making 25%
• Equipment Condition 25%
• Plan Repair 25%

Engineering

• Parametric Estimation 100%
• Failure Probability 100%
• Failure Process 50%
• Likelihood Function 50%
• State Condition 50%
• Failure Model 50%
• Failure Event 50%
• Machine Learning Method 50%
• Degradation Model 50%

Chemical Engineering

• Learning System 100%
• Constrained Optimization 100%
• Neural Network 50%