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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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Jian-Hong Liu

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Open access Sep 2026

A Data-Driven Adaptive Predictive Control Framework for Stabilizing Dissolved Oxygen and pH in Bioreactor Systems Under Temperature Disturbances

Maintaining stable dissolved oxygen (DO) and pH conditions is critical for reliable operation of bioreactor systems used in cell culture and bioprocess manufacturing. However, accurate regulation of DO and pH remains challenging due to nonlinear process dynamics and variations in operating conditions. In particular, te...

Mu-Hang Li, Zhi-Yu Ji, Jian-Hong Liu et al. · 0 citations

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