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Machine learning based prediction of mechanical properties in carbon fiber recovered through pyrolysis.

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第一作者： Xiang,Guo

第一单位： Science and Technology Innovation Research Institute, Civil Aviation University of China, Tianjin 300300, China; Tianjin Engineering Research Center of Civil Aviation Energy-Environment and Green Development, Tianjin 300300, China.

作者： Xiang,Guo ^[1] ; Tian,Li ^[2] ; Chunting,Liu ^[2] ; Meng,Zhang ^[3] ; Hao,Li ^[4] ; Jinrui,Li ^[2] ; Yihua,Zhang ^[2] ; Chunmei,Zeng ^[2] ; Shuwu,Wei ^[2] ; Linlin,Pei ^[2] ; Fang,Liu ^[5] ; Da,Chen ^[6]

作者单位： Science and Technology Innovation Research Institute, Civil Aviation University of China, Tianjin 300300, China; Tianjin Engineering Research Center of Civil Aviation Energy-Environment and Green Development, Tianjin 300300, China. ^[1] School of Transportation Science and Engineering, Civil Aviation University of China, Tianjin 300300, China. ^[2] School of Safety Science and Engineering, Civil Aviation University of China, Tianjin 300300, China. ^[3] Aeronautical Engineering Institute, Civil Aviation University of China, Tianjin 300300, China. ^[4] Agro-Environmental Protection Institute, Ministry of Agriculture and Rural Affairs, Tianjin 300191, China. ^[5] Science and Technology Innovation Research Institute, Civil Aviation University of China, Tianjin 300300, China; Tianjin Engineering Research Center of Civil Aviation Energy-Environment and Green Development, Tianjin 300300, China. Electronic address: chenda@cauc.edu.cn. ^[6]

关键词 Machine learning Mechanical property Partial dependence plot Pyrolysis Recovered carbon fiber

医学主题词拉伸强度(Tensile Strength);回收(Recycling);氧化还原(Oxidation-Reduction);碳(Carbon)

DOI 10.1016/j.wasman.2026.115347

PMID 41554187

发布时间 2026-06-26

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