Abstract
Increasing consumer awareness towards environmental issues and stricter environmental legislation have forced many manufacturers to set up facilities for product recovery which involves the minimization of the amount of waste sent to landfills by recovering materials and components from returned or end-of-life (EOL) products. Disassembly is an important process in product recovery since it allows for the selective separation of desired parts and materials. EOL products involving missing and/or nonfunctional components increase the uncertainty associated with disassembly yield. Testing, a common solution method, results in high costs. Moreover, if the component is found to be defective, the disassembly time is wasted. Sensor-embedded products (SEPs) can deal with this uncertainty by providing information on the condition of components prior to disassembly. This study evaluates the impact of SEPs on the various performance measures of an air conditioner (AC) disassembly line controlled by a multikanban system which effectively manages material flows considering the stochastic behavior of the disassembly line. First, separate design-of-experiments studies based on orthogonal arrays are carried out for conventional products (CPs) and SEPs. In order to calculate the response values for each experiment, detailed discrete-event simulation models of both cases are developed, considering the precedence relationships among the components of an AC. Then, pairwise t tests are conducted to compare two cases based on different performance measures. The test results show that SEPs improve revenue and profit while achieving significant reductions in backorder, disassembly, disposal, holding, testing, and transportation costs.
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References
Aksoy HK, Gupta SM (2005) Buffer allocation plan for a remanufacturing cell. Comput Ind Eng 48:657–677
Barba-Gutiérrez Y, Adenso-Díaz B (2009) Reverse MRP under uncertain and imprecise demand. Int J Adv Manuf Technol 40:413–424
Bruce JW, Hathcock LA (2004) Maintenance and monitoring object models for high-availability network appliances. IEEE Trans Consum Electron 50:472–477
Cheng FT, Huang GW, Chen CH, Hung MH (2004) A generic embedded device for retrieving and transmitting information of various customized applications. In: Proceedings of the 2004 IEEE International Conference on Robotics and Automation, New Orleans, LA, pp 978–983
Ding L-P, Feng Y-X, Tan J-R, Gao Y-C (2010) A new multi-objective ant colony algorithm for solving the disassembly line balancing problem. Int J Adv Manuf Technol 48:761–771
Gungor A, Gupta SM (1999) Issues in environmentally conscious manufacturing and product recovery: a survey. Comput Ind Eng 36:811–853
Gungor A, Gupta SM (2001) A solution approach to the disassembly line balancing problem in the presence of task failures. Int J Prod Res 39:1427–1467
Gungor A, Gupta SM (2002) Disassembly line in product recovery. Int J Prod Res 40:2569–2589
Gupta SM, Al-Turki YAY (1997) An algorithm to dynamically adjust the number of kanbans in a stochastic processing times and variable demand environment. Prod Plan Control 8:133–141
Gupta SM, Al-Turki YAY (1998) Adapting just-in-time manufacturing systems to preventive maintenance interruptions. Prod Plan Control 9:349–359
Gupta SM, Al-Turki YAY (1998) The effect of sudden material handling system breakdown on the performance of a JIT system. Int J Prod Res 36:1935–1960
Gupta SM, Al-Turki YAY, Perry RF (1999) Flexible kanban system. Int J Oper Prod Manage 19:1065–1093
Gupta SM, Lambert AJD (eds) (2008) Environment conscious manufacturing. CRC Press, Boca Raton
Herzog MA, Marwala T, Heyns PS (2009) Machine and component residual life estimation through the application of neural networks. Reliab Eng Syst Saf 94:479–489
Hu D, Hu Y, Li C (2002) Mechanical product disassembly sequence and path planning based on knowledge and geometric reasoning. Int J Adv Manuf Technol 19:688–696
Ilgin MA, Gupta SM (2010) Environmentally conscious manufacturing and product recovery (ECMPRO): a review of the state of the art. J Environ Manage 91:563–591
Inderfurth K, Langella IM (2006) Heuristics for solving disassemble-to-order problems with stochastic yields. OR Spectr 28:73–99
Karlsson B (1997) A distributed data processing system for industrial recycling. In: Proceedings of 1997 IEEE Instrumentation and Measurement Technology Conference, Ottawa, Canada, pp 197–200
Karlsson B (1998) Fuzzy handling of uncertainty in industrial recycling. In: Proceedings of 1998 IEEE Instrumentation and Measurement Technology Conference, St. Paul, MN, pp 832–836
Kazmierczak K, Mathiassen SE, Forsman M, Winkel J (2005) An integrated analysis of ergonomics and time consumption in Swedish ‘craft-type’ car disassembly. Appl Ergon 36:263–273
Kazmierczak K, Neumann WP, Winkel J (2007) A case study of serial-flow car disassembly: ergonomics, productivity and potential system performance. Hum Factors Ergon Manuf 17:331–351
Kelton DW, Sadowski RP, Sadowski DA (2007) Simulation with arena. McGraw-Hill, New York
Kim HJ, Kernbaum S, Seliger G (2009) Emulation-based control of a disassembly system for LCD monitors. Int J Adv Manuf Technol 40:383–392
Kim HJ, Lee DH, Xirouchakis P (2007) Disassembly scheduling: literature review and future research directions. Int J Prod Res 45:4465–4484
Kim HJ, Lee DH, Xirouchakis P, Kwon OK (2009) A branch and bound algorithm for disassembly scheduling with assembly product structure. J Oper Res Soc 60:419–430
Kizilkaya EA, Gupta SM (2006) Dynamic kanban system for disassembly line applied to an industrial voice recognition client unit. In: Proceedings of the SPIE International Conference on Environmentally Conscious Manufacturing VI, Boston, MA, pp 22–29
Klausner M, Grimm WM, Hendrickson C (1998) Reuse of electric motors in consumer products. J Ind Ecol 2:89–102
Klausner M, Grimm WM, Hendrickson C, Horvath A (1998) Sensor-based data recording of use conditions for product take back. In: Proceedings of the 1998 IEEE International Symposium on Electronics and the Environment, Chicago, IL, pp 138–143
Klausner M, Grimm WM, Horvath A (1999) Integrating product takeback and technical service. In: Proceedings of the 1999 IEEE International Symposium on Electronics and the Environment, Danvers, MA, pp 48–53
Koc A, Sabuncuoglu I, Erel E (2009) Two exact formulations for disassembly line balancing problems with task precedence diagram construction using an AND/OR graph. IIE Trans 41:866–881
Kongar E, Gupta SM (2006) Disassembly sequencing using genetic algorithm. Int J Adv Manuf Technol 30:497–506
Lage M Jr, Godinho-Filho M (2010) Variations of the kanban system: literature review and classification. Int J Prod Econ 125:13–21
Lambert AJD, Gupta SM (2005) Disassembly modeling for assembly, maintenance, reuse, and recycling. CRC, Boca Raton
Langella IM (2007) Heuristics for demand-driven disassembly planning. Comput Oper Res 34:552–577
Lee DH, Kim HJ, Choi G, Xirouchakis P (2004) Disassembly scheduling: integer programming models. Proc Inst Mech Eng B J Eng Manuf 218:1357–1372
Liu C, Zha XF, Miao Y, Lee J (2005) Internet server controller based intelligent maintenance system for information appliance products. Int J Knowl Based Intell Eng Syst 9:137–148
Mazhar MI, Kara S, Kaebernick H (2005) Reusability assessment of components in consumer products—a statistical and condition monitoring data analysis strategy. In: 4th Australian LCA Conference, Sydney, Australia
Mazhar MI, Kara S, Kaebernick H (2007) Remaining life estimation of used components in consumer products: life cycle data analysis by Weibull and artificial neural networks. J Oper Manage 25:1184–1193
McGovern SM, Gupta SM (2006) Ant colony optimization for disassembly sequencing with multiple objectives. Int J Adv Manuf Technol 30:481–496
Moore PR, Pu J, Xie C, Simon M, Bee G (2000) Life cycle data acquisition methods and devices. In: Proceedings of the 7th Mechatronics Forum International Conference
Ni J, Lee J, Djurdjanovic D (2003) Watchdog: information technology for proactive product maintenance and its implications to ecological product re-use. In: Proceedings of the Symposium on Ecological Manufacturing, pp 101–110
Petriu EM, Georganas ND, Petriu DC, Makrakis D, Groza VZ (2000) Sensor-based information appliances. IEEE Instrum Meas Mag 3:31–35
Phadke MS (1989) Quality engineering using robust design. Prentice Hall, New Jersey
Pochampally KK, Nukala S, Gupta SM (2009) Strategic planning models for reverse and closed-loop supply chains. CRC, Boca Raton
Puente S, Torres F, Reinoso O, Paya L (2010) Disassembly planning strategies for automatic material removal. Int J Adv Manuf Technol 46:339–350
Rios PJ, Stuart JA (2004) Scheduling selective disassembly for plastics recovery in an electronics recycling center. IEEE Trans Electron Packag Manuf 27:187–197
Scheidt L, Shuqiang Z (1994) An approach to achieve reusability of electronic modules. In: Proceedings of the IEEE International Symposium on Electronics and the Environment, San Francisco, CA, pp 331–336
Seliger G, Buchholz A, Grudzein W (2002) Multiple usage phases by component adaptation. In: Proceedings of the 9th CIRP International Seminar on Life Cycle Engineering, Erlangen, Germany, pp 47–54
Simon M, Bee G, Moore P, Jun-Sheng P, Changwen X (2000) Life cycle data acquisition unit-design, implementation, economics and environmental benefits. In: Proceedings of the 2000 IEEE International Symposium on Electronics and the Environment San Francisco, CA, pp 284–289
Simon M, Bee G, Moore P, Pu J-S, Xie C (2001) Modelling of the life cycle of products with data acquisition features. Comput Ind 45:111–122
Simon M, Pu J, Moore PR (1998) The whitebox-capturing and using product life cycle data. In: Proceedings of the 5th CIRP Seminar on Life Cycle Design, Stockholm, Sweden, pp 161–170
Takahashi K, Morikawa K, Nakamura N (2004) Reactive JIT ordering system for changes in the mean and variance of demand. Int J Prod Econ 92:181–196
Takahashi K, Nakamura N (1999) Reacting JIT ordering systems to the unstable changes in demand. Int J Prod Res 37:2293–2313
Takahashi K, Nakamura N (2000) Reactive logistics in a JIT environment. Prod Plan Control 11:20–31
Takahashi K, Nakamura N (2002) Decentralized reactive kanban system. Eur J Oper Res 139:262–276
Tang Y, Zhou MC (2006) A systematic approach to design and operation of disassembly lines. IEEE Trans Autom Sci Eng 3:324–329
Tardif V, Maaseidvaag L (2001) An adaptive approach to controlling kanban systems. Eur J Oper Res 132:411–424
Torres F, Gil P, Puente ST, Pomares J, Aracil R (2004) Automatic PC disassembly for component recovery. Int J Adv Manuf Technol 23:39–46
Tsai CF, Wu HC (2002) MASSIHN: a multi-agent architecture for intelligent home network service. IEEE Trans Consum Electron 48:505–514
Udomsawat G, Gupta SM (2005) The effect of sudden server breakdown on the performance of a disassembly line. In: Proceedings of the SPIE International Conference on Environmentally Conscious Manufacturing V, Boston, MA, pp 93–102
Udomsawat G, Gupta SM (2005) Multi-kanban in disassembly line with component-discriminating demand. In: Proceedings of the 2005 Northeast Decision Sciences Institute Conference, Philadelphia, PA
Udomsawat G, Gupta SM (2005) Multi-kanban mechanism for appliance disassembly. In: Proceedings of the SPIE International Conference on Environmentally Conscious Manufacturing V, Boston, MA, pp 30–41
Udomsawat G, Gupta SM (2006) Controlling disassembly line with multi-kanban system. In: Proceedings of the SPIE International Conference on Environmentally Conscious Manufacturing VI, Boston, MA, pp 42–53
Udomsawat G, Gupta SM (2008) Multikanban system for disassembly line. In: Gupta SM, Lambert AJD (eds) Environment conscious manufacturing. CRC, Boca Raton, pp 311–330
Vadde S, Kamarthi SV, Gupta SM, Zeid I (2008) Product life cycle monitoring via embedded sensors. In: Gupta SM, Lambert AJD (eds) Environment conscious manufacturing. CRC, Boca Raton, pp 91–103
Wallaschek J, Wedman S, Wickord W (2002) Lifetime observer: an application of mechatronics in vehicle technology. Int J Veh Des 28:121–130
Weber P (2000) Towards easy-to-communicate and transparent LCA data: application of life cycle design structure matrix In: Proceedings of the 7th CIRP International Seminar on Life Cycle Engineering Tokyo, Japan, pp 52–59
Weigl-Seitz A, Hohm K, Seitz M, Tolle H (2006) On strategies and solutions for automated disassembly of electronic devices. Int J Adv Manuf Technol 30:561–573
Willems B, Dewulf W, Duflou JR (2006) Can large-scale disassembly be profitable? A linear programming approach to quantifying the turning point to make disassembly economically viable. Int J Prod Res 44:1125–1146
Yang X, Moore P, Pu J-S, Wong C-B (2009) A practical methodology for realizing product service systems for consumer products. Comput Ind Eng 56:224–235
Zhang X, Zhang S (2010) Product cooperative disassembly sequence planning based on branch-and-bound algorithm. Int J Adv Manuf Technol. doi:10.1007/s00170-010-2682-7
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Ilgin, M.A., Gupta, S.M. Evaluating the impact of sensor-embedded products on the performance of an air conditioner disassembly line. Int J Adv Manuf Technol 53, 1199–1216 (2011). https://doi.org/10.1007/s00170-010-2891-0
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DOI: https://doi.org/10.1007/s00170-010-2891-0