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In the first step, the novel evaluation method based on rough-ANP is proposed to determine weight of each indicator. In the second step, the decision-making system based on rough-TOPSIS is developed to compare and rank alternatives. At the same time, in group decision-making process, the concepts of rough number and rough boundary are introduced to express more integrated information. The novel approach makes use of the strength of rough set theory in handling vagueness and uncertainty, the superiority of Analytic Network Process (ANP) in non-independent hierarchy evaluation and the advantage of TOPSIS in multiple-objective decision analysis. Finally, a case study is presented to demonstrate the practicability and validity of the novel approach.<\/jats:p>","DOI":"10.3233\/jifs-171379","type":"journal-article","created":{"date-parts":[[2018,6,26]],"date-time":"2018-06-26T14:58:05Z","timestamp":1530025085000},"page":"4041-4056","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":16,"title":["Optimal selection of manufacturing services in cloud manufacturing: A novel hybrid MCDM approach based on rough ANP and rough TOPSIS"],"prefix":"10.1177","volume":"34","author":[{"given":"Xuerui","family":"Li","sequence":"first","affiliation":[{"name":"Shaanxi Engineering Laboratory for Industrial Design, Northwestern Polytechnical University, Xi\u2019an, China"}]},{"given":"Suihuai","family":"Yu","sequence":"additional","affiliation":[{"name":"Shaanxi Engineering Laboratory for Industrial Design, Northwestern Polytechnical University, Xi\u2019an, China"}]},{"given":"Jianjie","family":"Chu","sequence":"additional","affiliation":[{"name":"Shaanxi Engineering Laboratory for Industrial Design, Northwestern Polytechnical University, Xi\u2019an, China"}]}],"member":"179","published-online":{"date-parts":[[2018,6,22]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2009.09.044"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2011.07.002"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1080\/0951192X.2013.874595"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2012.07.009"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compind.2014.01.015"},{"issue":"3","key":"e_1_3_2_7_2","first-page":"487","article-title":"et al., Cloud manufacturing service platform for group enterprises oriented to manufacturing and management","volume":"17","author":"Zhan D.C.","year":"2011","unstructured":"ZhanD.C., et al., Cloud manufacturing service platform for group enterprises oriented to manufacturing and management, Jisuanji Jicheng Zhizao Xitong\/Computer Integr Manuf Syst CIMS 17(3) (2011), 487\u2013494.","journal-title":"Jisuanji Jicheng Zhizao Xitong\/Computer Integr Manuf Syst CIMS"},{"key":"e_1_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/AMR.616-618.2101"},{"issue":"3","key":"e_1_3_2_9_2","first-page":"822","article-title":"Research and implementation of cloud manufacturing service platform\u2019s intelligent matching for supply and demand","volume":"21","author":"Sheng B.Y.","year":"2015","unstructured":"ShengB.Y., ZhangC.L., LuQ.B., LiX.L. and ChengX.D., Research and implementation of cloud manufacturing service platform\u2019s intelligent matching for supply and demand, Jisuanji Jicheng Zhizao Xitong\/Computer Integr Manuf Syst CIMS 21(3) (2015), 822\u2013830.","journal-title":"Jisuanji Jicheng Zhizao Xitong\/Computer Integr Manuf Syst CIMS"},{"key":"e_1_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cad.2010.10.001"},{"key":"e_1_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1080\/0951192X.2010.511657"},{"key":"e_1_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.01.061"},{"key":"e_1_3_2_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2015.01.010"},{"key":"e_1_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.1080\/09544828.2012.732994"},{"key":"e_1_3_2_15_2","first-page":"0","article-title":"A Modified Ant Colony based optimization for managing Cloud resources in manufacturing pp","author":"Brintha N.C.","year":"2016","unstructured":"BrinthaN.C., JappesJ.T.W. and BenedictS., A Modified Ant Colony based optimization for managing Cloud resources in manufacturing pp, 2016 2nd Int Conf Green High Perform Comput ICGHPC 2016 (2016), 0\u20135 sector.","journal-title":"2016 2nd Int Conf Green High Perform Comput ICGHPC 2016"},{"key":"e_1_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2016.05.007"},{"key":"e_1_3_2_17_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2715829"},{"key":"e_1_3_2_18_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-016-8417-7"},{"key":"e_1_3_2_19_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.simpat.2009.06.010"},{"key":"e_1_3_2_20_2","doi-asserted-by":"crossref","unstructured":"ZadehL.A. \u201cFUZZY SETS \u201d in Fuzzy Sets Fuzzy Logic and Fuzzy Systems vol. 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