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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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Hai-Xia Pu

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Open access Sep 2026

Reconstructing Urban Road Traffic Noise Sources Using High-Resolution Satellite Imagery and Vehicle-Based Traffic Activity Estimation

Urban-scale road traffic noise mapping is frequently constrained by limited access to spatially continuous traffic observations, particularly in data-scarce cities. This study developed an integrated framework for reconstructing road-segment traffic activity from high-resolution satellite imagery and applying it to phy...

Dun-Xin Jia, Chuan-Ping Yuan, Hai-Xia Pu et al. · 0 citations

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