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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Pai-Hui Hsu

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Open access Jul 2026

Climate Transition Zones as Emerging Hotspots for Natural Hazards: Insights from Land Use- Climate Feedbacks Amplify Disaster Risk in Taiwan

Abstract. Human-driven land use change and global climate variability are jointly reshaping regional environmental processes, yet their combined influence on climate classification and hazard dynamics remains underexplored. This study integrates satellite-derived land use/land cover (LULC) data, Köppen–Geiger climate c...

M. Sathianarayanan, Pai-Hui Hsu · 0 citations
Open access Jul 2026

Street-Level Disaster Location Detection Using Image Matching of Social Media Images

A deep learning–based framework to estimate the geographic location of disaster images using visual scene matching, which has the potential to support rapid disaster mapping by transforming citizen-generated imagery into spatially actionable information for emergency management.

Pai-Hui Hsu, M. Sathianarayanan · 0 citations

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