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ResearchSeptember 15, 2026

Planning or Learning: Reliability and Cost in Multi-Asset Maintenance

Industrial maintenance systems involve multiple interacting assets and shared resources, making it challenging to balance reliability and operational cost using a single decision framework. While recent work has focused on reinforcement learning (RL) for maintenance scheduling,…

Xian Yeow Lee, Chandrasekar Venkatraman, Ahmed Farahat·arXiv — cs.AI
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Key Takeaways
  • 01.Industrial maintenance systems involve multiple interacting assets and shared resources, making it challenging to balance reliability and operational cost using a single decision framework
  • 02.While recent work has focused on reinforcement learning (RL) for maintenance scheduling,…

This material is provided as an extended analytical summary.

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Aggregated within AI Qazaqstan national intelligence stream with author attribution.

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