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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

Author

Xu Zhang

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Aug 2026

Reference-supervised vision-based vibration measurement and time–frequency enhancement for variable-speed bearings under coarse ROI localization

To address the issues of Region of Interest (ROI) sensitivity, background interference, and unclear time–frequency structures in visual vibration analysis of variable-speed rolling bearings, this article proposes a loosely localized ROI-based visual vibration recovery and multiscale time–frequency enhancement method un...

Jun Zhou, Xu Zhang, Xing Wu et al. · 0 citations

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