Deep Learning in Sheet Metal Bending With a Novel Theory-Guided Deep Neural NetworkOACSCD

作者：Shiming Liu;Yifan Xia;Zhusheng Shi;Hui Yu;Zhiqiang Li;Jianguo Lin

作者单位：Department of Mechanical Engineering, Imperial College London, London, SW72AZ, UKSchool of Creative Technologies, University of Portsmouth, Portsmouth, PO12DJ, UKDepartment of Mechanical Engineering, Imperial College London, London, SW72AZ, UKSchool of Creative Technologies, University of Portsmouth, Portsmouth, PO12DJ, UKManufacturing Technology Institute, AVIC, Beijing 100024, ChinaDepartment of Mechanical Engineering, Imperial College London, London, SW72AZ, UK

中文关键词：Data-driven deep learningdeep learningdeep neural network (DNN)intelligent manufacturingmachine learningsheet metal formingspringbacktheory-guided deep learningtheory-guided regularization

英文关键词：Data-driven deep learningdeep learningdeep neural network (DNN)intelligent manufacturingmachine learningsheet metal formingspringbacktheory-guided deep learningtheory-guided regularization

刊名：《自动化学报（英文版）》 2021 (3)

页码/页数：565-581,17

基金：This work was supported by Aviation Industry Corporation of China (AVIC) Manufacturing Technology Institute (MTI) and in part by China Scholarship Council (CSC) (201908060236).

DOI：10.1109/JAS.2021.1003871