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Considering the optimization objectives of processing time, processing cost, product qualification rate, and resource utilization, MOM-WCR was constructed. Based on the time sequence of workshop processing tasks, the workshop collaborative manufacturing resource was integrated in MOM-WCR. Fuzzy analytic hierarchy process (FAHP) was adopted to simplified the multi-objective problem into the single-objective problem. Then, the improved firefly algorithm which integrated the particle swarm algorithm (IFA-PSA) was used to solve MOM-WCR. Finally, a group of connecting rod processing experiments were used to verify the model proposed in this paper. The results show that the model is feasible in the application of workshop-level resource allocation in the context of cloud manufacturing, and the improved firefly algorithm shows good performance in solving the multi-objective resource allocation problem.<\/jats:p>","DOI":"10.1017\/s089006042000044x","type":"journal-article","created":{"date-parts":[[2020,10,7]],"date-time":"2020-10-07T05:23:26Z","timestamp":1602048206000},"page":"226-239","update-policy":"https:\/\/doi.org\/10.1017\/policypage","source":"Crossref","is-referenced-by-count":1,"title":["Autonomous resource allocation of smart workshop for cloud machining orders"],"prefix":"10.1017","volume":"35","author":[{"given":"Jizhuang","family":"Hui","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7662-0802","authenticated-orcid":false,"given":"Jingyuan","family":"Lei","sequence":"additional","affiliation":[]},{"given":"Kai","family":"Ding","sequence":"additional","affiliation":[]},{"given":"Fuqiang","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Jingxiang","family":"Lv","sequence":"additional","affiliation":[]}],"member":"56","published-online":{"date-parts":[[2020,10,7]]},"reference":[{"key":"S089006042000044X_ref31","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3005729"},{"key":"S089006042000044X_ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2018.03.055"},{"volume-title":"Introduction to Intelligent Manufacturing","year":"2019","author":"Li","key":"S089006042000044X_ref12"},{"key":"S089006042000044X_ref14","doi-asserted-by":"publisher","DOI":"10.1115\/1.4034667"},{"key":"S089006042000044X_ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmsy.2018.03.005"},{"key":"S089006042000044X_ref18","doi-asserted-by":"publisher","DOI":"10.1080\/17517575.2013.839055"},{"key":"S089006042000044X_ref7","doi-asserted-by":"publisher","DOI":"10.1017\/S089006041900012X"},{"key":"S089006042000044X_ref4","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2011.5958007"},{"key":"S089006042000044X_ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2012.144"},{"key":"S089006042000044X_ref32","first-page":"254","article-title":"Research on modeling and searching of networked manufacturing resources","volume":"8","author":"Zheng","year":"2012","journal-title":"Machinery Design and Manufacture"},{"key":"S089006042000044X_ref24","doi-asserted-by":"publisher","DOI":"10.1504\/IJBIC.2010.032124"},{"key":"S089006042000044X_ref9","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-015-7221-0"},{"key":"S089006042000044X_ref21","doi-asserted-by":"crossref","first-page":"1435","DOI":"10.1109\/TII.2014.2306383","article-title":"CCIoT-CMfg: cloud computing and internet of things-based cloud manufacturing service system","volume":"10","author":"Tao","year":"2014","journal-title":"IEEE Transactions on Industrial Informatics"},{"key":"S089006042000044X_ref33","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-018-2281-6"},{"key":"S089006042000044X_ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2018.09.007"},{"key":"S089006042000044X_ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2766453"},{"key":"S089006042000044X_ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2018.03.074"},{"key":"S089006042000044X_ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2019.101845"},{"key":"S089006042000044X_ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2019.118702"},{"key":"S089006042000044X_ref20","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2015.2435351"},{"key":"S089006042000044X_ref34","doi-asserted-by":"publisher","DOI":"10.1080\/0951192X.2017.1328561"},{"key":"S089006042000044X_ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-018-2381-y"},{"key":"S089006042000044X_ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2016.2618892"},{"key":"S089006042000044X_ref6","doi-asserted-by":"publisher","DOI":"10.1017\/S0890060403173015"},{"key":"S089006042000044X_ref25","doi-asserted-by":"publisher","DOI":"10.1142\/S0219686718500221"},{"key":"S089006042000044X_ref28","doi-asserted-by":"publisher","DOI":"10.1007\/s10845-015-1064-2"},{"key":"S089006042000044X_ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmsy.2019.09.004"},{"key":"S089006042000044X_ref19","doi-asserted-by":"publisher","DOI":"10.1115\/1.4043727"},{"key":"S089006042000044X_ref22","doi-asserted-by":"publisher","DOI":"10.1109\/VETECS.2011.5956157"},{"key":"S089006042000044X_ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2016.08.025"},{"key":"S089006042000044X_ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2017.2759319"},{"volume-title":"The Road to Intelligent Manufacturing - 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