Production planning for stochastic manufacturing/remanufacturing system with demand substitution using a hybrid ant colony system algorithm
A hybrid manufacturing/remanufacturing system (HMRS) is an effective tool to address the global challenge of resource depletion and environmental deterioration. This paper aims to make an optimal production plan for a stochastic HMRS with demand substitution. To achieve the above objective, a multi-...
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| Published in: | Journal of cleaner production Vol. 213; pp. 999 - 1010 |
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| Main Authors: | , , , , , , |
| Format: | Journal Article |
| Language: | English |
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Elsevier Ltd
10.03.2019
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| ISSN: | 0959-6526, 1879-1786 |
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| Abstract | A hybrid manufacturing/remanufacturing system (HMRS) is an effective tool to address the global challenge of resource depletion and environmental deterioration. This paper aims to make an optimal production plan for a stochastic HMRS with demand substitution. To achieve the above objective, a multi-period mixed integer programming model was first constructed. An ant colony system algorithm with random sampling method (ACS-RSM) was proposed to minimize the total expected cost of the stochastic HMRS. Finally, the proposed model and ACS-RSM algorithm were applied to an auto alternator case. The effects of the used product recovery rate and batch sizes of new and remanufactured products on the total expected cost were analyzed. The research results showed that the ACS-RSM algorithm performed well regarding computational efficiency and solution quality. There were two major findings through the practical case study. The first finding was that with increase of recovery rate of used product, total expected cost of the HMRS declined dramatically until a certain point. When the recovery rate was greater than 91%, the total expected cost kept almost constant. The second finding was that when the batch sizes of the new product and remanufactured product rose, the total expected cost had an obvious increase and the running time of the ACS-RSM algorithm decreased monotonically. The study yields an effective decision-making tool for optimizing the production plan of the stochastic HMRS with demand substitution.
•A multi-period mixed integer stochastic programming model for the hybrid manufacturing/remanufacturing system (HMRS) with stochastic demand and return and with downward substitution.•Development of an ant colony system algorithm combined with the random sampling method to determine optimal production plans for the stochastic HMRS.•Business measures for manufacturing/remanufacturing enterprises to coordinate manufacturing and remanufacturing.•A real-world case to validate the model and algorithm and to provide managerial insights. |
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| AbstractList | A hybrid manufacturing/remanufacturing system (HMRS) is an effective tool to address the global challenge of resource depletion and environmental deterioration. This paper aims to make an optimal production plan for a stochastic HMRS with demand substitution. To achieve the above objective, a multi-period mixed integer programming model was first constructed. An ant colony system algorithm with random sampling method (ACS-RSM) was proposed to minimize the total expected cost of the stochastic HMRS. Finally, the proposed model and ACS-RSM algorithm were applied to an auto alternator case. The effects of the used product recovery rate and batch sizes of new and remanufactured products on the total expected cost were analyzed. The research results showed that the ACS-RSM algorithm performed well regarding computational efficiency and solution quality. There were two major findings through the practical case study. The first finding was that with increase of recovery rate of used product, total expected cost of the HMRS declined dramatically until a certain point. When the recovery rate was greater than 91%, the total expected cost kept almost constant. The second finding was that when the batch sizes of the new product and remanufactured product rose, the total expected cost had an obvious increase and the running time of the ACS-RSM algorithm decreased monotonically. The study yields an effective decision-making tool for optimizing the production plan of the stochastic HMRS with demand substitution. A hybrid manufacturing/remanufacturing system (HMRS) is an effective tool to address the global challenge of resource depletion and environmental deterioration. This paper aims to make an optimal production plan for a stochastic HMRS with demand substitution. To achieve the above objective, a multi-period mixed integer programming model was first constructed. An ant colony system algorithm with random sampling method (ACS-RSM) was proposed to minimize the total expected cost of the stochastic HMRS. Finally, the proposed model and ACS-RSM algorithm were applied to an auto alternator case. The effects of the used product recovery rate and batch sizes of new and remanufactured products on the total expected cost were analyzed. The research results showed that the ACS-RSM algorithm performed well regarding computational efficiency and solution quality. There were two major findings through the practical case study. The first finding was that with increase of recovery rate of used product, total expected cost of the HMRS declined dramatically until a certain point. When the recovery rate was greater than 91%, the total expected cost kept almost constant. The second finding was that when the batch sizes of the new product and remanufactured product rose, the total expected cost had an obvious increase and the running time of the ACS-RSM algorithm decreased monotonically. The study yields an effective decision-making tool for optimizing the production plan of the stochastic HMRS with demand substitution. •A multi-period mixed integer stochastic programming model for the hybrid manufacturing/remanufacturing system (HMRS) with stochastic demand and return and with downward substitution.•Development of an ant colony system algorithm combined with the random sampling method to determine optimal production plans for the stochastic HMRS.•Business measures for manufacturing/remanufacturing enterprises to coordinate manufacturing and remanufacturing.•A real-world case to validate the model and algorithm and to provide managerial insights. |
| Author | Li, Kai Yu, Xianyu Hu, Yi Ma, Wenyan Liu, Wenjie Jin, Mingzhou Chang, Xiangyun |
| Author_xml | – sequence: 1 givenname: Wenjie surname: Liu fullname: Liu, Wenjie organization: College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, 211106, China – sequence: 2 givenname: Wenyan surname: Ma fullname: Ma, Wenyan organization: College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, 211106, China – sequence: 3 givenname: Yi surname: Hu fullname: Hu, Yi organization: Yangtze Memory Technologies Co., Ltd, Wuhan, 430000, China – sequence: 4 givenname: Mingzhou surname: Jin fullname: Jin, Mingzhou email: jin@utk.edu organization: College of Logistics and Transportation Engineering, Central South University of Forestry and Technology, Changsha, 410004, China – sequence: 5 givenname: Kai surname: Li fullname: Li, Kai organization: Department of Business Administration, Hefei University of Technology, Hefei, 230009, China – sequence: 6 givenname: Xiangyun surname: Chang fullname: Chang, Xiangyun organization: Department of Management Science and Engineering, East China University of Science and Technology, Shanghai, 200237, China – sequence: 7 givenname: Xianyu surname: Yu fullname: Yu, Xianyu organization: College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, 211106, China |
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| Cites_doi | 10.1287/mnsc.45.5.733 10.1016/j.cie.2014.02.015 10.1016/j.eswa.2016.09.017 10.1016/j.cad.2013.09.001 10.1016/j.cie.2015.12.015 10.1016/j.ijpe.2016.06.026 10.1016/j.cie.2009.09.003 10.1016/j.ifacol.2016.07.839 10.1016/j.jclepro.2016.10.058 10.1016/j.ejor.2014.07.040 10.1016/S0167-739X(00)00042-X 10.1016/j.jclepro.2016.11.083 10.1016/j.jclepro.2017.01.166 10.1016/j.jclepro.2011.06.016 10.1016/j.ejor.2013.07.017 10.1016/j.ijpe.2008.05.008 10.1016/j.ejor.2015.04.009 10.1016/j.ijpe.2010.10.026 10.1016/j.jocs.2017.12.012 10.1016/S0377-2217(02)00351-X 10.1016/j.ifacol.2017.08.1580 10.1016/j.ijpe.2015.01.020 10.1016/j.jclepro.2015.06.092 10.1016/S0377-2217(98)00108-8 10.1016/j.ifacol.2016.07.680 10.1016/j.ijpe.2004.06.027 10.1016/j.cie.2017.10.014 10.1016/j.jmsy.2015.02.001 10.1016/j.jmsy.2014.11.019 10.1016/S0925-5273(02)00470-X |
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| Keywords | Demand substitution Ant colony system algorithm with random sampling method Production planning Hybrid manufacturing/remanufacturing system |
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| References | Roshani, Giglio, Paolucci (bib29) 2017; 50 Sadok, Nidhal (bib30) 2016; 49 Kouedeu, Kenne, Dejax, Songmene, Polotski (bib18) 2013; 46 Goel, Maini (bib13) 2018; 25 Jing, Wang, Li, Deng (bib17) 2013; 19 Van der Laan, Salomon, Dekker, Wassenhove (bib24) 1999; 45 Shishvan, Sattarvand (bib33) 2015; 240 Huang, Yang (bib15) 2008; 115 Leung, Wong, Mak, Fung (bib25) 2010; 59 Liu, Wu, Chang, Chen, Liu (bib22) 2017; 142 Wang, Chen, Liu (bib35) 2017; 140 Chang, Xia, Zhu, Fan, Zhao (bib4) 2015; 162 Fazlollahtabar, Mahdav (bib9) 2009 Van der Laan, Salomon, Dekker (bib23) 1999; 115 Wang, Rong, Xiang (bib36) 2014; 47 Dorigo, Stutzle (bib8) 2004 Deroussi, Fonseca (bib5) 2009 Dorigo, Bonabeaub, Theraulaz (bib7) 2000; 16 Polotski, Kenne, Gharbi (bib27) 2017; 183 Hauser, Lund (bib14) 2003 Polotski, Kenne, Gharbi (bib26) 2015; 37 Tang, Grubbström (bib34) 2005; 93–94 Govindan, Shankar, Kannan (bib12) 2016; 114 Kenné, Dejax, Gharbi (bib20) 2012; 135 Inderfurth (bib16) 2004; 90 Kiesmüller (bib19) 2003; 147 Rathore, Kota, Chakrabarti (bib28) 2011; 19 Ahiska, Kurtul (bib1) 2014; 72 Kalayci, Kaya (bib21) 2016; 66 Du, Guo (bib6) 2016; 94 Giglio, Paolucci, Roshani (bib11) 2017; 148 Zouadi, Yalaoui, Reghioui, Kadiri (bib37) 2016; 49 Ahiska, Gocer, King (bib2) 2017; 114 Shapiro (bib32) 2003; 10 Schyns (bib31) 2015; 245 Cai, Lai, Li, Li, Wu (bib3) 2014; 233 Francie, Jean-Pierre, Pierre, Victor, Vladimir (bib10) 2015; 37 Hauser (10.1016/j.jclepro.2018.12.205_bib14) 2003 Polotski (10.1016/j.jclepro.2018.12.205_bib26) 2015; 37 Fazlollahtabar (10.1016/j.jclepro.2018.12.205_bib9) 2009 Schyns (10.1016/j.jclepro.2018.12.205_bib31) 2015; 245 Jing (10.1016/j.jclepro.2018.12.205_bib17) 2013; 19 Rathore (10.1016/j.jclepro.2018.12.205_bib28) 2011; 19 Du (10.1016/j.jclepro.2018.12.205_bib6) 2016; 94 Liu (10.1016/j.jclepro.2018.12.205_bib22) 2017; 142 Ahiska (10.1016/j.jclepro.2018.12.205_bib2) 2017; 114 Chang (10.1016/j.jclepro.2018.12.205_bib4) 2015; 162 Shapiro (10.1016/j.jclepro.2018.12.205_bib32) 2003; 10 Goel (10.1016/j.jclepro.2018.12.205_bib13) 2018; 25 Tang (10.1016/j.jclepro.2018.12.205_bib34) 2005; 93–94 Sadok (10.1016/j.jclepro.2018.12.205_bib30) 2016; 49 Wang (10.1016/j.jclepro.2018.12.205_bib35) 2017; 140 Dorigo (10.1016/j.jclepro.2018.12.205_bib8) 2004 Dorigo (10.1016/j.jclepro.2018.12.205_bib7) 2000; 16 Kenné (10.1016/j.jclepro.2018.12.205_bib20) 2012; 135 Huang (10.1016/j.jclepro.2018.12.205_bib15) 2008; 115 Leung (10.1016/j.jclepro.2018.12.205_bib25) 2010; 59 Inderfurth (10.1016/j.jclepro.2018.12.205_bib16) 2004; 90 Van der Laan (10.1016/j.jclepro.2018.12.205_bib23) 1999; 115 Van der Laan (10.1016/j.jclepro.2018.12.205_bib24) 1999; 45 Zouadi (10.1016/j.jclepro.2018.12.205_bib37) 2016; 49 Giglio (10.1016/j.jclepro.2018.12.205_bib11) 2017; 148 Roshani (10.1016/j.jclepro.2018.12.205_bib29) 2017; 50 Wang (10.1016/j.jclepro.2018.12.205_bib36) 2014; 47 Ahiska (10.1016/j.jclepro.2018.12.205_bib1) 2014; 72 Cai (10.1016/j.jclepro.2018.12.205_bib3) 2014; 233 Polotski (10.1016/j.jclepro.2018.12.205_bib27) 2017; 183 Govindan (10.1016/j.jclepro.2018.12.205_bib12) 2016; 114 Kiesmüller (10.1016/j.jclepro.2018.12.205_bib19) 2003; 147 Deroussi (10.1016/j.jclepro.2018.12.205_bib5) 2009 Kouedeu (10.1016/j.jclepro.2018.12.205_bib18) 2013; 46 Francie (10.1016/j.jclepro.2018.12.205_bib10) 2015; 37 Shishvan (10.1016/j.jclepro.2018.12.205_bib33) 2015; 240 Kalayci (10.1016/j.jclepro.2018.12.205_bib21) 2016; 66 |
| References_xml | – volume: 245 start-page: 704 year: 2015 end-page: 718 ident: bib31 article-title: An ant colony system for responsive dynamic vehicle routing publication-title: Eur. J. Oper. Res. – volume: 162 start-page: 160 year: 2015 end-page: 173 ident: bib4 article-title: Production decisions in a hybrid manufacturing -remanufacturing system with carbon cap and trade mechanism publication-title: Int. J. Prod. Econ. – volume: 142 start-page: 2006 year: 2017 end-page: 2020 ident: bib22 article-title: Evaluating remanufacturing industry of China using an improved grey fixed weight clustering method-a case of Jiangsu Province publication-title: J. Clean. Prod. – volume: 37 start-page: 703 year: 2015 end-page: 714 ident: bib26 article-title: Optimal production scheduling for hybrid manufacturing/remanufacturing systems with setups publication-title: J. Manuf. Syst. – volume: 49 start-page: 1773 year: 2016 end-page: 1778 ident: bib37 article-title: Hybrid manufacturing/remanufacturing lot-sizing problem with returns supplier's selection under carbon emissions constraint publication-title: IFAC-PapersOnLine – volume: 140 start-page: 1118 year: 2017 end-page: 1128 ident: bib35 article-title: Manufacturing/remanufacturing decisions for a capital-constrained manufacturer considering carbon emission cap and trade publication-title: J. Clean. Prod. – volume: 45 start-page: 733 year: 1999 end-page: 747 ident: bib24 article-title: Inventory control in hybrid systems with remanufacturing publication-title: Manag. Sci. – volume: 10 start-page: 353 year: 2003 end-page: 425 ident: bib32 article-title: Monte Carlo sampling methods publication-title: Handb. Oper. Res. Manag. Sci. – volume: 94 start-page: 158 year: 2016 end-page: 169 ident: bib6 article-title: Production planning conflict resolution of complex product system in group manufacturing: a novel hybrid approach using ant colony optimization and Shapley value publication-title: Comput. Ind. Eng. – year: 2004 ident: bib8 article-title: Ant Colony Optimization – volume: 19 start-page: 1709 year: 2011 end-page: 1722 ident: bib28 article-title: Sustainability through remanufacturing in India: a case study on mobile handsets publication-title: J. Clean. Prod. – volume: 233 start-page: 374 year: 2014 end-page: 382 ident: bib3 article-title: Optimal acquisition and production policy in a hybrid manufacturing/remanufacturing system with core acquisition at different quality levels publication-title: Eur. J. Oper. Res. – volume: 25 start-page: 28 year: 2018 end-page: 37 ident: bib13 article-title: A hybrid of ant colony and firefly algorithms (HAFA) for solving vehicle routing problems publication-title: J. Computat. Sci. – volume: 37 start-page: 662 year: 2015 end-page: 671 ident: bib10 article-title: Stochastic models and numerical solutions for manufacturing/remanufacturing systems with applications to the printer cartridge industry publication-title: J. Manuf. Syst. – volume: 47 start-page: 59 year: 2014 end-page: 71 ident: bib36 article-title: Mechanical assembly planning using ant colony optimization publication-title: Comput. Aided Des. – start-page: 205 year: 2009 end-page: 210 ident: bib5 article-title: A hybrid Ant Colony System for machine assignment problem in flexible manufacturing systems publication-title: International Conference on Computers & Industrial Engineering, Troyes, France – volume: 115 start-page: 163 year: 2008 end-page: 170 ident: bib15 article-title: Overlapping production scheduling planning with multiple objectives - an ant colony approach publication-title: Int. J. Prod. Econ. – volume: 183 start-page: 322 year: 2017 end-page: 333 ident: bib27 article-title: Production and setup policy optimization for hybrid manufacturing/remanufacturing systems publication-title: Int. J. Prod. Econ. – volume: 59 start-page: 166 year: 2010 end-page: 180 ident: bib25 article-title: Integrated process planning and scheduling by an agent - based ant colony optimization publication-title: Comput. Ind. Eng. – start-page: 1226 year: 2009 end-page: 1230 ident: bib9 article-title: Applying stochastic programming for optimizing production time and cost in an automated manufacturing system publication-title: International Conference on Computers & Industrial Engineering, Troyes, France – volume: 114 year: 2016 ident: bib12 article-title: Application of fuzzy analytic network process for barrier evaluation in automotive parts remanufacturing towards cleaner production - a study in an Indian scenario publication-title: J. Clean. Prod. – volume: 90 start-page: 325 year: 2004 end-page: 343 ident: bib16 article-title: Optimal policies in hybrid manufacturing/remanufacturing systems with product substitution publication-title: Int. J. Prod. Econ. – volume: 19 start-page: 774 year: 2013 end-page: 781 ident: bib17 article-title: Hybrid lot sizing production planning of manufacturing remanufacturing to automobile engine publication-title: Comput. Integr. Manuf. Syst. – volume: 115 start-page: 195 year: 1999 end-page: 214 ident: bib23 article-title: An investigation of lead-time effects in manufacturing/remanufacturing system under simple PUSH and PULL control strategies publication-title: Eur. J. Oper. Res. – volume: 148 start-page: 624 year: 2017 end-page: 641 ident: bib11 article-title: Integrated lot sizing and energy-efficient job shop scheduling problem in manufacturing/remanufacturing systems publication-title: J. Clean. Prod. – volume: 147 start-page: 62 year: 2003 end-page: 71 ident: bib19 article-title: A new approach for controlling a hybrid stochastic manufacturing/remanufacturing system with inventories and different lead times publication-title: Eur. J. Oper. Res. – year: 2003 ident: bib14 article-title: The Remanufacturing Industry: Anatomy of a Giant: a View of Remanufacturing in America Based on a Comprehensive Survey across the Industry. Report – volume: 16 start-page: 851 year: 2000 end-page: 871 ident: bib7 article-title: Ant algorithms and stigmergy publication-title: Future Generat. Comput. Syst. – volume: 66 start-page: 163 year: 2016 end-page: 175 ident: bib21 article-title: An ant colony system empowered variable neighborhood search algorithm for the vehicle routing problem with simultaneous pickup and delivery publication-title: Expert Syst. Appl. – volume: 50 start-page: 9008 year: 2017 end-page: 9013 ident: bib29 article-title: A relax-and-fix heuristic approach for the capacitated dynamic lot sizing problem in integrated manufacturing/remanufacturing systems publication-title: IFAC-PapersOnLine – volume: 72 start-page: 1 year: 2014 end-page: 11 ident: bib1 article-title: Modeling and analysis of a product substitution strategy for a stochastic manufacturing/remanufacturing system publication-title: Comput. Ind. Eng. – volume: 46 start-page: 401 year: 2013 end-page: 406 ident: bib18 article-title: Analytical modeling and control of a hybrid manufacturing/remanufacturing system publication-title: IFAC Proceedings – volume: 49 start-page: 1233 year: 2016 end-page: 1238 ident: bib30 article-title: Optimal production control of a manufacturing-remanufacturing system with delivery activity publication-title: IFAC-PapersOnLine – volume: 114 start-page: 206 year: 2017 end-page: 222 ident: bib2 article-title: Heuristic inventory policies for a hybrid manufacturing/remanufacturing system with product substitution publication-title: Comput. Ind. Eng. – volume: 135 start-page: 81 year: 2012 end-page: 93 ident: bib20 article-title: Production planning of a hybrid manufacturing/remanufacturing system under uncertainty within a closed-loop supply chain publication-title: Int. J. Prod. Econ. – volume: 240 start-page: 825 year: 2015 end-page: 836 ident: bib33 article-title: Long term production planning of open pit mines by ant colony optimization publication-title: Eur. J. Oper. Res. – volume: 93–94 start-page: 285 year: 2005 end-page: 300 ident: bib34 article-title: Considering stochastic lead times in a manufacturing/remanufacturing system with deterministic demands and returns publication-title: Int. J. Prod. Econ. – volume: 45 start-page: 733 issue: 5 year: 1999 ident: 10.1016/j.jclepro.2018.12.205_bib24 article-title: Inventory control in hybrid systems with remanufacturing publication-title: Manag. Sci. doi: 10.1287/mnsc.45.5.733 – volume: 10 start-page: 353 year: 2003 ident: 10.1016/j.jclepro.2018.12.205_bib32 article-title: Monte Carlo sampling methods publication-title: Handb. Oper. Res. Manag. Sci. – volume: 72 start-page: 1 year: 2014 ident: 10.1016/j.jclepro.2018.12.205_bib1 article-title: Modeling and analysis of a product substitution strategy for a stochastic manufacturing/remanufacturing system publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2014.02.015 – volume: 66 start-page: 163 year: 2016 ident: 10.1016/j.jclepro.2018.12.205_bib21 article-title: An ant colony system empowered variable neighborhood search algorithm for the vehicle routing problem with simultaneous pickup and delivery publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2016.09.017 – volume: 47 start-page: 59 issue: 2 year: 2014 ident: 10.1016/j.jclepro.2018.12.205_bib36 article-title: Mechanical assembly planning using ant colony optimization publication-title: Comput. Aided Des. doi: 10.1016/j.cad.2013.09.001 – volume: 94 start-page: 158 year: 2016 ident: 10.1016/j.jclepro.2018.12.205_bib6 article-title: Production planning conflict resolution of complex product system in group manufacturing: a novel hybrid approach using ant colony optimization and Shapley value publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2015.12.015 – volume: 183 start-page: 322 issue: B year: 2017 ident: 10.1016/j.jclepro.2018.12.205_bib27 article-title: Production and setup policy optimization for hybrid manufacturing/remanufacturing systems publication-title: Int. J. Prod. Econ. doi: 10.1016/j.ijpe.2016.06.026 – volume: 19 start-page: 774 issue: 4 year: 2013 ident: 10.1016/j.jclepro.2018.12.205_bib17 article-title: Hybrid lot sizing production planning of manufacturing remanufacturing to automobile engine publication-title: Comput. Integr. Manuf. Syst. – year: 2003 ident: 10.1016/j.jclepro.2018.12.205_bib14 – volume: 59 start-page: 166 issue: 1 year: 2010 ident: 10.1016/j.jclepro.2018.12.205_bib25 article-title: Integrated process planning and scheduling by an agent - based ant colony optimization publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2009.09.003 – volume: 49 start-page: 1773 issue: 12 year: 2016 ident: 10.1016/j.jclepro.2018.12.205_bib37 article-title: Hybrid manufacturing/remanufacturing lot-sizing problem with returns supplier's selection under carbon emissions constraint publication-title: IFAC-PapersOnLine doi: 10.1016/j.ifacol.2016.07.839 – volume: 140 start-page: 1118 issue: 3 year: 2017 ident: 10.1016/j.jclepro.2018.12.205_bib35 article-title: Manufacturing/remanufacturing decisions for a capital-constrained manufacturer considering carbon emission cap and trade publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2016.10.058 – volume: 240 start-page: 825 issue: 3 year: 2015 ident: 10.1016/j.jclepro.2018.12.205_bib33 article-title: Long term production planning of open pit mines by ant colony optimization publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2014.07.040 – volume: 16 start-page: 851 issue: 8 year: 2000 ident: 10.1016/j.jclepro.2018.12.205_bib7 article-title: Ant algorithms and stigmergy publication-title: Future Generat. Comput. Syst. doi: 10.1016/S0167-739X(00)00042-X – volume: 142 start-page: 2006 year: 2017 ident: 10.1016/j.jclepro.2018.12.205_bib22 article-title: Evaluating remanufacturing industry of China using an improved grey fixed weight clustering method-a case of Jiangsu Province publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2016.11.083 – volume: 148 start-page: 624 issue: 1 year: 2017 ident: 10.1016/j.jclepro.2018.12.205_bib11 article-title: Integrated lot sizing and energy-efficient job shop scheduling problem in manufacturing/remanufacturing systems publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2017.01.166 – volume: 19 start-page: 1709 issue: 15 year: 2011 ident: 10.1016/j.jclepro.2018.12.205_bib28 article-title: Sustainability through remanufacturing in India: a case study on mobile handsets publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2011.06.016 – volume: 233 start-page: 374 issue: 2 year: 2014 ident: 10.1016/j.jclepro.2018.12.205_bib3 article-title: Optimal acquisition and production policy in a hybrid manufacturing/remanufacturing system with core acquisition at different quality levels publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2013.07.017 – volume: 115 start-page: 163 issue: 1 year: 2008 ident: 10.1016/j.jclepro.2018.12.205_bib15 article-title: Overlapping production scheduling planning with multiple objectives - an ant colony approach publication-title: Int. J. Prod. Econ. doi: 10.1016/j.ijpe.2008.05.008 – volume: 245 start-page: 704 issue: 3 year: 2015 ident: 10.1016/j.jclepro.2018.12.205_bib31 article-title: An ant colony system for responsive dynamic vehicle routing publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2015.04.009 – volume: 135 start-page: 81 issue: 1 year: 2012 ident: 10.1016/j.jclepro.2018.12.205_bib20 article-title: Production planning of a hybrid manufacturing/remanufacturing system under uncertainty within a closed-loop supply chain publication-title: Int. J. Prod. Econ. doi: 10.1016/j.ijpe.2010.10.026 – volume: 25 start-page: 28 year: 2018 ident: 10.1016/j.jclepro.2018.12.205_bib13 article-title: A hybrid of ant colony and firefly algorithms (HAFA) for solving vehicle routing problems publication-title: J. Computat. Sci. doi: 10.1016/j.jocs.2017.12.012 – volume: 147 start-page: 62 issue: 1 year: 2003 ident: 10.1016/j.jclepro.2018.12.205_bib19 article-title: A new approach for controlling a hybrid stochastic manufacturing/remanufacturing system with inventories and different lead times publication-title: Eur. J. Oper. Res. doi: 10.1016/S0377-2217(02)00351-X – volume: 50 start-page: 9008 issue: 1 year: 2017 ident: 10.1016/j.jclepro.2018.12.205_bib29 article-title: A relax-and-fix heuristic approach for the capacitated dynamic lot sizing problem in integrated manufacturing/remanufacturing systems publication-title: IFAC-PapersOnLine doi: 10.1016/j.ifacol.2017.08.1580 – volume: 162 start-page: 160 year: 2015 ident: 10.1016/j.jclepro.2018.12.205_bib4 article-title: Production decisions in a hybrid manufacturing -remanufacturing system with carbon cap and trade mechanism publication-title: Int. J. Prod. Econ. doi: 10.1016/j.ijpe.2015.01.020 – volume: 114 year: 2016 ident: 10.1016/j.jclepro.2018.12.205_bib12 article-title: Application of fuzzy analytic network process for barrier evaluation in automotive parts remanufacturing towards cleaner production - a study in an Indian scenario publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2015.06.092 – volume: 115 start-page: 195 issue: 1 year: 1999 ident: 10.1016/j.jclepro.2018.12.205_bib23 article-title: An investigation of lead-time effects in manufacturing/remanufacturing system under simple PUSH and PULL control strategies publication-title: Eur. J. Oper. Res. doi: 10.1016/S0377-2217(98)00108-8 – start-page: 1226 year: 2009 ident: 10.1016/j.jclepro.2018.12.205_bib9 article-title: Applying stochastic programming for optimizing production time and cost in an automated manufacturing system – start-page: 205 year: 2009 ident: 10.1016/j.jclepro.2018.12.205_bib5 article-title: A hybrid Ant Colony System for machine assignment problem in flexible manufacturing systems – volume: 49 start-page: 1233 issue: 12 year: 2016 ident: 10.1016/j.jclepro.2018.12.205_bib30 article-title: Optimal production control of a manufacturing-remanufacturing system with delivery activity publication-title: IFAC-PapersOnLine doi: 10.1016/j.ifacol.2016.07.680 – volume: 93–94 start-page: 285 year: 2005 ident: 10.1016/j.jclepro.2018.12.205_bib34 article-title: Considering stochastic lead times in a manufacturing/remanufacturing system with deterministic demands and returns publication-title: Int. J. Prod. Econ. doi: 10.1016/j.ijpe.2004.06.027 – volume: 114 start-page: 206 year: 2017 ident: 10.1016/j.jclepro.2018.12.205_bib2 article-title: Heuristic inventory policies for a hybrid manufacturing/remanufacturing system with product substitution publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2017.10.014 – volume: 37 start-page: 703 issue: 3 year: 2015 ident: 10.1016/j.jclepro.2018.12.205_bib26 article-title: Optimal production scheduling for hybrid manufacturing/remanufacturing systems with setups publication-title: J. Manuf. Syst. doi: 10.1016/j.jmsy.2015.02.001 – volume: 46 start-page: 401 issue: 9 year: 2013 ident: 10.1016/j.jclepro.2018.12.205_bib18 article-title: Analytical modeling and control of a hybrid manufacturing/remanufacturing system publication-title: IFAC Proceedings – year: 2004 ident: 10.1016/j.jclepro.2018.12.205_bib8 – volume: 37 start-page: 662 issue: 3 year: 2015 ident: 10.1016/j.jclepro.2018.12.205_bib10 article-title: Stochastic models and numerical solutions for manufacturing/remanufacturing systems with applications to the printer cartridge industry publication-title: J. Manuf. Syst. doi: 10.1016/j.jmsy.2014.11.019 – volume: 90 start-page: 325 issue: 3 year: 2004 ident: 10.1016/j.jclepro.2018.12.205_bib16 article-title: Optimal policies in hybrid manufacturing/remanufacturing systems with product substitution publication-title: Int. J. Prod. Econ. doi: 10.1016/S0925-5273(02)00470-X |
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| Title | Production planning for stochastic manufacturing/remanufacturing system with demand substitution using a hybrid ant colony system algorithm |
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