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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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C. Leh

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Review Open access Sep 2026

Machine Learning in Biomass Valorization for Energy and Fuels: A Review and Perspectives on Feature Representation and Process Decision-Making

Machine learning (ML) is increasingly used to support biomass valorization for energy and fuels by linking feedstock properties, process conditions, and product outcomes. However, current studies differ substantially in feature definition, algorithm selection, validation design, uncertainty treatment, and the use of...

Yi-Tong Niu, Ting Han, Chee Keong Lee et al. · 0 citations

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