{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,6]],"date-time":"2026-02-06T03:34:33Z","timestamp":1770348873258,"version":"3.49.0"},"reference-count":47,"publisher":"SAGE Publications","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2022,3,4]]},"abstract":"<jats:p>Satellite emergency mission scheduling scheme group decision making (SEMSSGDM) is a key part of satellite mission scheduling research. An appropriate evaluation model can provide a dependable and sustainable improvement and guide the functioning of emergency mission scheduling. Consequently, this research is devoted to proposing a novel decision-making method that employs a novel consensus model with hesitant fuzzy 2-tuple linguistic sets (HF2TLSs) to eliminate disagreements among satellite dispatchers and reach consensus in scheme decision-making. Within the novel method, it proposes a distance measurement function based on Hausdorff distance with HF2TLS to gauge the fit and similarity across satellite dispatchers. Additionally, a consensus reaching process (CRP) is designed to adjust the judgement of satellite dispatchers taking into account the trust degree to improve consensus. Within the selection process, a combination of the particle swarm optimization (PSO) algorithm and the MULTIplicative MOORA (MULTIMOORA) method is applied, where PSO is performed to improve the accuracy of information aggregation, and the MULTIMOORA method is used to develop the robustness of the selection results. Lastly, an applicative example validates the effectiveness of the method based on a mission scheduling intelligent decision simulation system.<\/jats:p>","DOI":"10.3233\/jifs-212034","type":"journal-article","created":{"date-parts":[[2021,10,22]],"date-time":"2021-10-22T12:20:42Z","timestamp":1634905242000},"page":"3837-3853","source":"Crossref","is-referenced-by-count":11,"title":["An improved method for satellite emergency mission scheduling scheme group decision-making incorporating PSO and MULTIMOORA"],"prefix":"10.1177","volume":"42","author":[{"given":"Bing","family":"Yan","sequence":"first","affiliation":[{"name":"School of Management, Hefei University of Technology, Hefei, P.R. China"},{"name":"Key Laboratory of Process Optimization and Intelligent Decision Making, Ministry of Education, Hefei, P.R. China"}]},{"given":"Yanjun","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Management, Hefei University of Technology, Hefei, P.R. China"},{"name":"Key Laboratory of Process Optimization and Intelligent Decision Making, Ministry of Education, Hefei, P.R. China"}]},{"given":"Wei","family":"Xia","sequence":"additional","affiliation":[{"name":"School of Management, Hefei University of Technology, Hefei, P.R. China"},{"name":"Key Laboratory of Process Optimization and Intelligent Decision Making, Ministry of Education, Hefei, P.R. China"}]},{"given":"Xiaoxuan","family":"Hu","sequence":"additional","affiliation":[{"name":"School of Management, Hefei University of Technology, Hefei, P.R. China"},{"name":"Key Laboratory of Process Optimization and Intelligent Decision Making, Ministry of Education, Hefei, P.R. China"},{"name":"Intelligent Interconnected Systems Laboratory of Anhui Province, China"}]},{"given":"Huawei","family":"Ma","sequence":"additional","affiliation":[{"name":"School of Management, Hefei University of Technology, Hefei, P.R. China"},{"name":"Key Laboratory of Process Optimization and Intelligent Decision Making, Ministry of Education, Hefei, P.R. China"}]},{"given":"Peng","family":"Jin","sequence":"additional","affiliation":[{"name":"School of Management, Hefei University of Technology, Hefei, P.R. China"},{"name":"Key Laboratory of Process Optimization and Intelligent Decision Making, Ministry of Education, Hefei, P.R. China"}]}],"member":"179","reference":[{"key":"10.3233\/JIFS-212034_ref1","doi-asserted-by":"crossref","first-page":"150","DOI":"10.1016\/j.dss.2015.08.009","article-title":"Consensus model for multi-criteria large-group emergency decision making considering non-cooperative behaviors and minority opinions","volume":"79","author":"Xu","year":"2015","journal-title":"Decision Support Systems"},{"issue":"2","key":"10.3233\/JIFS-212034_ref2","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1007\/s10799-011-0087-4","article-title":"Research on the group decision-making about emergency event based on network technology","volume":"12","author":"Xie","year":"2011","journal-title":"Information Technology and Management"},{"issue":"5","key":"10.3233\/JIFS-212034_ref3","doi-asserted-by":"crossref","first-page":"863","DOI":"10.1109\/TFUZZ.2006.889952","article-title":"A consensus model for group decision making with incomplete fuzzy preference relations","volume":"15","author":"Herrera-Viedma","year":"2007","journal-title":"IEEE Transactions on Fuzzy Systems"},{"issue":"6","key":"10.3233\/JIFS-212034_ref4","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1016\/j.asoc.2014.02.001","article-title":"Intuitionistic fuzzy information aggregation under confidence levels","volume":"19","author":"Yu","year":"2014","journal-title":"Applied Soft Computing"},{"issue":"5","key":"10.3233\/JIFS-212034_ref5","doi-asserted-by":"crossref","first-page":"644","DOI":"10.1109\/TFUZZ.2005.856561","article-title":"A consensus support system model for group decision-making problems with multigranular linguistic preference relations","volume":"13","author":"Herrera-Viedma","year":"2005","journal-title":"Fuzzy Systems, IEEE Transactions on"},{"issue":"1","key":"10.3233\/JIFS-212034_ref8","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1016\/j.ejor.2006.11.011","article-title":"Some models for deriving the priority weights from interval fuzzy preference relations","volume":"184","author":"Xu","year":"2008","journal-title":"European Journal of Operational Research"},{"issue":"4","key":"10.3233\/JIFS-212034_ref9","first-page":"439","article-title":"A novel algorithm for aggregating interval information of multistage decision making problems and its application","volume":"46","author":"Li","year":"2019","journal-title":"Journal of Zhejiang University (Science Edition)"},{"issue":"001","key":"10.3233\/JIFS-212034_ref10","first-page":"17","article-title":"Hesitant fuzzy 2-tuple linguistic multiple attribute decision making method","volume":"027","author":"Feng","year":"2018","journal-title":"Operations Research and Management Science"},{"issue":"6","key":"10.3233\/JIFS-212034_ref11","doi-asserted-by":"crossref","first-page":"746","DOI":"10.1109\/91.890332","article-title":"A 2-tuple fuzzy linguistic representation model for computing with words","volume":"8","author":"Herrera","year":"2000","journal-title":"IEEE Transactions on Fuzzy Systems"},{"issue":"1","key":"10.3233\/JIFS-212034_ref12","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1109\/TFUZZ.2011.2170076","article-title":"Hesitant fuzzy linguistic term sets for decision making","volume":"20","author":"Rodriguez","year":"2012","journal-title":"IEEE Transactions on Fuzzy Systems"},{"issue":"6","key":"10.3233\/JIFS-212034_ref13","first-page":"529","article-title":"Hesitant fuzzy sets","volume":"25","author":"Torra","year":"2010","journal-title":"International Journal of Intelligent Systems"},{"issue":"001","key":"10.3233\/JIFS-212034_ref14","first-page":"35","article-title":"A survey of decision making theory and methodologies of hesitant fuzzy linguistic term set","volume":"37","author":"Liao","year":"2017","journal-title":"Systems Engineering-Theory and Practice"},{"key":"10.3233\/JIFS-212034_ref15","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1016\/j.ins.2013.04.006","article-title":"A group decision making model dealing with comparative linguistic expressions based on hesitant fuzzy linguistic term sets","volume":"241","author":"Rodriguez","year":"2013","journal-title":"Information Sciences"},{"issue":"4","key":"10.3233\/JIFS-212034_ref17","doi-asserted-by":"crossref","first-page":"2879","DOI":"10.1007\/s00521-019-04275-w","article-title":"Extended hesitant fuzzy linguistic term set with fuzzy confidence for solving group decision-making problems","volume":"32","author":"Krishankumar","year":"2020","journal-title":"Neural Computing and Applications"},{"issue":"4","key":"10.3233\/JIFS-212034_ref18","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1007\/s13042-016-0590-3","article-title":"Goal programming approach to derive intuitionistic multiplicative weights based on intuitionistic multiplicative preference relations","volume":"9","author":"Jin","year":"2018","journal-title":"International Journal of Machine Learning & Cybernetics"},{"issue":"1","key":"10.3233\/JIFS-212034_ref19","doi-asserted-by":"crossref","first-page":"624","DOI":"10.2991\/ijcis.d.200527.002","article-title":"An integrated decision framework for group decision-making with double hierarchy hesitant fuzzy linguistic information and unknown weights","volume":"13","author":"Krishankumar","year":"2020","journal-title":"International Journal of Computational Intelligence Systems"},{"key":"10.3233\/JIFS-212034_ref20","doi-asserted-by":"crossref","unstructured":"Rodriguez R.M. , MartiNez L. and Herrera F. , A linguistic 2-tuple multicriteria decision making model dealing with hesitant linguistic information, In: 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Istanbul, Turkey (2015), 1\u20137.","DOI":"10.1109\/FUZZ-IEEE.2015.7338016"},{"key":"10.3233\/JIFS-212034_ref21","unstructured":"Butler C.T. and Rothstein A. , On conflict and consensus: A handbook on formal consensus decision making, Mountain View, CA: Creative Commons (2007)."},{"key":"10.3233\/JIFS-212034_ref22","doi-asserted-by":"crossref","first-page":"2399","DOI":"10.1007\/s40815-018-0501-8","article-title":"A programming model for consistency and consensus in group decision making with probabilistic hesitant fuzzy preference relations","volume":"20","author":"Li","year":"2018","journal-title":"International Journal of Fuzzy System"},{"key":"10.3233\/JIFS-212034_ref23","doi-asserted-by":"crossref","first-page":"106363","DOI":"10.1016\/j.asoc.2020.106363","article-title":"Water-energy-food nexus evaluation with a social network group decision making approach based on hesitant fuzzy preference relations","volume":"93","author":"Wu","year":"2020","journal-title":"Applied Soft Computing"},{"issue":"3","key":"10.3233\/JIFS-212034_ref24","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.omega.2004.04.008","article-title":"Deviation measures of linguistic preference relations in group decision making","volume":"33","author":"Xu","year":"2005","journal-title":"Omega"},{"issue":"3","key":"10.3233\/JIFS-212034_ref25","doi-asserted-by":"crossref","first-page":"1801","DOI":"10.3233\/JIFS-16381","article-title":"A new version of distance and similarity measures for hesitant fuzzy linguistic term sets and its application","volume":"34","author":"Tao","year":"2018","journal-title":"Journal of Intelligent & Fuzzy Systems"},{"issue":"12","key":"10.3233\/JIFS-212034_ref26","doi-asserted-by":"crossref","first-page":"1162","DOI":"10.1002\/int.21623","article-title":"TOPSIS for hesitant fuzzy linguistic term sets","volume":"28","author":"Beg","year":"2013","journal-title":"International Journal of Intelligent Systems"},{"key":"10.3233\/JIFS-212034_ref27","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1016\/j.ins.2014.05.012","article-title":"An outranking approach for multi-criteria decision-making with hesitant fuzzy linguistic term sets","volume":"280","author":"Wang","year":"2014","journal-title":"Information Sciences"},{"issue":"4","key":"10.3233\/JIFS-212034_ref28","doi-asserted-by":"crossref","first-page":"1621","DOI":"10.1007\/s00500-015-1609-5","article-title":"Multi-criteria decision-making methods based on the Hausdorff distance of hesitant fuzzy linguistic numbers","volume":"20","author":"Wang","year":"2016","journal-title":"Soft Computing"},{"key":"10.3233\/JIFS-212034_ref29","doi-asserted-by":"crossref","first-page":"3720","DOI":"10.1016\/j.patcog.2008.06.004","article-title":"The design of granular classifiers: a study in the synergy of interval calculus and fuzzy sets in Pattern Recognition","volume":"41","author":"Pedrycz","year":"2008","journal-title":"Pattern Recognit"},{"issue":"12","key":"10.3233\/JIFS-212034_ref30","first-page":"49","article-title":"Application of hypothesis testing on AHP and optimal selection of satellite system scheme","volume":"23","author":"Wang","year":"2001","journal-title":"Systems Engineering and Electronics"},{"issue":"002","key":"10.3233\/JIFS-212034_ref31","first-page":"27","article-title":"Study on the compatibility in AHP and satellite system scheme optimization","volume":"024","author":"Wang","year":"2002","journal-title":"Systems Engineering and Electronics"},{"issue":"1","key":"10.3233\/JIFS-212034_ref32","first-page":"74","article-title":"Design and evaluation method for inter-satellite link scheme","volume":"28","author":"Zhao","year":"2017","journal-title":"Journal of Equipment Academy"},{"issue":"02","key":"10.3233\/JIFS-212034_ref33","first-page":"55","article-title":"Effectiveness evaluation for satellite system based on analytic hierarchy process and fuzzy theory","volume":"30","author":"Xiang","year":"2013","journal-title":"Computer Simulation"},{"issue":"6","key":"10.3233\/JIFS-212034_ref34","first-page":"41","article-title":"Effectiveness evaluation of reconnaissance satellite based on the ADC model","volume":"36","author":"Meng","year":"2009","journal-title":"Computer Science"},{"issue":"2","key":"10.3233\/JIFS-212034_ref36","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1162\/evco.2004.12.2.269","article-title":"Introduction to evolutionary computing","volume":"12","author":"Garis","year":"2003","journal-title":"Evolutionary Computation"},{"issue":"2","key":"10.3233\/JIFS-212034_ref38","first-page":"445","article-title":"The MOORA method and its application to privatization in a transition economy","volume":"35","author":"Brauers","year":"2006","journal-title":"Control and Cybernetics"},{"issue":"1","key":"10.3233\/JIFS-212034_ref39","first-page":"5","article-title":"Project management by multimoora as an instrument for transition economies","volume":"16","author":"Brauers","year":"2010","journal-title":"Ukio Technologinis Ir Ekonominis Vystymas"},{"issue":"1","key":"10.3233\/JIFS-212034_ref40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.15388\/Informatica.2012.346","article-title":"Robustness of MULTIMOORA: a method for multi-objective optimization","volume":"23","author":"Brauers","year":"2012","journal-title":"Informatica"},{"issue":"6","key":"10.3233\/JIFS-212034_ref41","doi-asserted-by":"crossref","first-page":"3688","DOI":"10.1109\/TFUZZ.2018.2843330","article-title":"A Hafezalkotob and F. Herrera, Probabilistic linguistic MULTIMOORA: A multi-criteria decision making method based on the probabilistic linguistic expectation function and the improved borda rule","volume":"26","author":"Wu","year":"2018","journal-title":"IEEE Transactions on Fuzzy Systems"},{"key":"10.3233\/JIFS-212034_ref42","doi-asserted-by":"crossref","unstructured":"Baidya J. , Garg H. , Saha A. , Mishra A.R. and Dutta D. , Selection of third party reverses logistic providers: an approach of bcf-critic-multimoora using archimedean power aggregation operators, Complex & Intelligent Systems (1) (2021).","DOI":"10.1007\/s40747-021-00413-x"},{"issue":"6","key":"10.3233\/JIFS-212034_ref43","doi-asserted-by":"crossref","first-page":"746","DOI":"10.1109\/91.890332","article-title":"A 2-tuple fuzzy linguistic representation model for computing with words","volume":"8","author":"Herrera","year":"2000","journal-title":"IEEE Transactions on Fuzzy Systems"},{"key":"10.3233\/JIFS-212034_ref44","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/j.ins.2014.02.125","article-title":"Distance and similarity measures for hesitant fuzzy linguistic term sets and their application in multi-criteria decision making","volume":"271","author":"Liao","year":"2014","journal-title":"Information Sciences"},{"key":"10.3233\/JIFS-212034_ref45","unstructured":"Ge S.N. , The methods of multi-attribute decision making based on 2-tuple, Dissertation, cQufu Normal University (2015)."},{"issue":"9","key":"10.3233\/JIFS-212034_ref46","doi-asserted-by":"crossref","first-page":"850","DOI":"10.1109\/34.232073","article-title":"Comparing images using the Hausdorff distance","volume":"15","author":"Huttenlocher","year":"1993","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"12","key":"10.3233\/JIFS-212034_ref48","doi-asserted-by":"crossref","first-page":"3720","DOI":"10.1016\/j.patcog.2008.06.004","article-title":"The design of granular classifiers: A study in the synergy of interval calculus and fuzzy sets in Pattern Recognition","volume":"41","author":"Pedrycz","year":"2008","journal-title":"Pattern Recognition"},{"issue":"1","key":"10.3233\/JIFS-212034_ref50","doi-asserted-by":"crossref","first-page":"174","DOI":"10.3846\/13928619.2011.560632","article-title":"MULTIMOORA optimization used to decide on a bank loan to buy property","volume":"17","author":"Brauers","year":"2011","journal-title":"Technological and Economic Development of Economy"},{"issue":"1","key":"10.3233\/JIFS-212034_ref51","first-page":"36","article-title":"An AHP-based approach for evaluating mission planning efficiency of imaging satellites","volume":"42","author":"Zhang","year":"2012","journal-title":"Radio Engineering"},{"issue":"2","key":"10.3233\/JIFS-212034_ref52","doi-asserted-by":"crossref","first-page":"39","DOI":"10.3390\/sym10020039","article-title":"Prioritized aggregation operators and correlated aggregation operators for hesitant 2-tuple linguistic variables","volume":"10","author":"Wang","year":"2018","journal-title":"Symmetry"},{"issue":"1","key":"10.3233\/JIFS-212034_ref53","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/s40815-015-0050-3","article-title":"Multi-criteria group decision-making approach based on 2-tuple linguistic aggregation operators with multi-hesitant fuzzy linguistic information","volume":"18","author":"Wang","year":"2016","journal-title":"International Journal of Fuzzy Systems"},{"issue":"1","key":"10.3233\/JIFS-212034_ref54","doi-asserted-by":"crossref","first-page":"41","DOI":"10.3233\/JIFS-161029","article-title":"A group consensus decision support model for hesitant 2-tuple fuzzy linguistic preference relations with additive consistency","volume":"33","author":"Xu","year":"2017","journal-title":"Journal of Intelligent and Fuzzy Systems"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-212034","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,30]],"date-time":"2026-01-30T12:52:06Z","timestamp":1769777526000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-212034"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,3,4]]},"references-count":47,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.3233\/jifs-212034","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,3,4]]}}}