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#infrastructure-resilience News & Analysis

2 articles tagged with #infrastructure-resilience. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
GeneralNeutralarXiv – CS AI · Jun 95/10
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A Resilience-as-a-Service assessment framework for coordinated disruption response in interdependent urban transit systems

Researchers have developed a KPI-driven framework to assess resilience in urban transit disruption response, tested on Paris's RER B line. The model combines optimization algorithms with agent-based simulation to evaluate multiple dimensions including service continuity, cost, emissions, and equity, finding that coordinated multimodal strategies outperform single-mode alternatives.

AINeutralarXiv – CS AI · May 276/10
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Adversarial Training for Robust Coverage Network under Worst-case Facility Losses

Researchers propose a Dual-Agent Deep Reinforcement Learning framework to solve the Maximal Covering Location-Interdiction Problem, a computationally complex bi-level optimization challenge critical for resilient infrastructure planning. The adversarial training approach, where location and interdiction agents compete, achieves superior computational efficiency while maintaining competitive solution quality across synthetic and real-world datasets.