Oklahoma State UniversityAhmad SalehiyanIndustrial Engineer
Decision-Making

Multi-Sensor Condition-Based Maintenance under Partial Observability

POMDP model with control-limit policies. TechRxiv preprint, 2024.

Multi-Sensor Condition-Based Maintenance under Partial Observability

Timeline

2024

Impact Focus

TechRxiv preprint, 2024.

Core Tools

POMDP, decision-making

Problem

Equipment health evolution under partial sensor observations.

What I did

Implemented a POMDP model using multiple sensor streams and derived control-limit policies.

Result

TechRxiv preprint, 2024.

What changed

  • - Belief-state aggregation and state-space compression
  • - Control-limit policies for operate-versus-preventive-maintenance decisions

Deliverables

  • - TechRxiv preprint, 2024.

Stack

POMDP
decision-making
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