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One of the challenging problems is that the specific grinding energy is greater than in ordinary procedures, while energy efficiency is lower. However, an integrated energy model and analysis of energy distribution during grinding is still lacking. To bridge this gap, the grinding time history is first built to describe the cyclic movement during air-cuttings, feedings, and cuttings. Steady and transient power features during high-speed rotations along the spindle and repeated intermittent feeding movements along the x-, y-, and z-axes are also analysed. Energy prediction models, which include specific movement stages such as cutting-in, stable cutting, and cutting-out along the spindle, as well as infeed and turning along the three infeed axes, are then established. To investigate model parameters, 10 experimental groups were analysed using the Gauss-Newton gradient method. Four testing trials demonstrate that the accuracy of the suggested model is acceptable, with errors of 5%. Energy efficiency and energy distributions for various components and motion stages are also analysed. Low-power chip design, lightweight worktable utilization, and minimal lubricant quantities are advised. Furthermore, it is an excellent choice for optimizing grinding parameters in current equipment.<\/jats:p>","DOI":"10.3390\/mi14081603","type":"journal-article","created":{"date-parts":[[2023,8,14]],"date-time":"2023-08-14T10:20:14Z","timestamp":1692008414000},"page":"1603","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Energy Prediction Models and Distributed Analysis of the Grinding Process of Sustainable Manufacturing"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6141-9097","authenticated-orcid":false,"given":"Yebing","family":"Tian","sequence":"first","affiliation":[{"name":"School of Mechanical Engineering, Shandong University of Technology, Zibo 255049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jinling","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Shandong University of Technology, Zibo 255049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xintao","family":"Hu","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Shandong University of Technology, Zibo 255049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaomei","family":"Song","sequence":"additional","affiliation":[{"name":"Department of Planning and Finance, Shandong University of Technology, Zibo 255049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jinguo","family":"Han","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Shandong University of Technology, Zibo 255049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jinhui","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Shandong University of Technology, Zibo 255049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2023,8,14]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"121032","DOI":"10.1016\/j.energy.2021.121032","article-title":"The relationship between manufacturing growth and CO2 emissions: Does renewable energy consumption matter?","volume":"232","author":"Yang","year":"2021","journal-title":"Energy"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"1731","DOI":"10.1177\/0954405416673101","article-title":"An energy mapping methodology to reduce energy consumption in manufacturing operations","volume":"232","author":"Cosgrove","year":"2018","journal-title":"Proc. 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