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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

Peng-Bo Chen

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Open access Aug 2026

High-accuracy photoacoustic gas sensor enabled by deep learning-based concentration inversion from full waveforms

In photoacoustic spectroscopy (PAS) gas sensors, existing concentration inversion methods typically rely on either a single scalar or a feature vector. In principle, the complete signal waveform contains richer concentration-related information, and its utilization is expected to further improve inversion accuracy, whi...

Peng-Bo Chen, Ming-Yang Feng, Mu Liang et al. · 1 citation

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