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2023 | OriginalPaper | Buchkapitel

Optimisation of Robotic Disassembly Sequence Plans for Sustainability Using the Multi-objective Bees Algorithm

verfasst von : Natalia Hartono, F. Javier Ramírez, D. T. Pham

Erschienen in: Intelligent Production and Manufacturing Optimisation—The Bees Algorithm Approach

Verlag: Springer International Publishing

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Abstract

In recent years, remanufacturing has become critical for environmental protection and natural resource conservation. The purpose of the work reported in this chapter is to find the best plan for product disassembly, the first step in the recovery of end-of-life products, balancing the three goals of sustainability—economic, energy and environmental. The study proposes three strategies: reuse, remanufacturing and recycling. The Multi-objective Bees Algorithm (MOBA), Non-dominated Sorting Genetic Algorithm II (NSGA II) and Pareto Envelope-based Selection Algorithm II (PESA II) are used to create solutions for two case studies. In this work, MOBA outperforms other algorithms in finding Pareto optimal solutions for robotic disassembly sequence planning in all cases.

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Literatur
1.
Zurück zum Zitat Lee H, Cho N, Hong Y (2010) A hierarchical end-of-life decision model for determining the economic levels of remanufacturing and disassembly under environmental regulations. J Clean Prod 18:1276–1283CrossRef Lee H, Cho N, Hong Y (2010) A hierarchical end-of-life decision model for determining the economic levels of remanufacturing and disassembly under environmental regulations. J Clean Prod 18:1276–1283CrossRef
2.
Zurück zum Zitat Xia K, Gao L, Li W, Chao K (2014) Disassembly sequence planning using a simplified teaching-learning-based optimisation algorithm. Adv Eng Inform 28:518–527CrossRef Xia K, Gao L, Li W, Chao K (2014) Disassembly sequence planning using a simplified teaching-learning-based optimisation algorithm. Adv Eng Inform 28:518–527CrossRef
3.
Zurück zum Zitat Wang H, Xiang D, Rong Y, Zhang L (2013) Intelligent disassembly planning: a review on its fundamental methodology. Assem Autom 33:78–85CrossRef Wang H, Xiang D, Rong Y, Zhang L (2013) Intelligent disassembly planning: a review on its fundamental methodology. Assem Autom 33:78–85CrossRef
4.
Zurück zum Zitat Wang L, Wang X, Gao L, Váncza J (2014) A cloud-based approach for WEEE remanufacturing. CIRP Ann 63:409–412CrossRef Wang L, Wang X, Gao L, Váncza J (2014) A cloud-based approach for WEEE remanufacturing. CIRP Ann 63:409–412CrossRef
5.
6.
Zurück zum Zitat Zhou Z, Liu J, Pham DT, Xu W, Ramirez F, Ji C, Liu Q (2018) Disassembly sequence planning: recent developments and future trends. Proc Inst Mech Eng Part B J Eng Manuf 0954405418789975 Zhou Z, Liu J, Pham DT, Xu W, Ramirez F, Ji C, Liu Q (2018) Disassembly sequence planning: recent developments and future trends. Proc Inst Mech Eng Part B J Eng Manuf 0954405418789975
7.
Zurück zum Zitat Han H, Yu J, Lee D (2013) Mathematical model, and solution algorithms for selective disassembly sequencing with multiple target components and sequence-dependent setups. Int J Prod Res 51:4997–5010CrossRef Han H, Yu J, Lee D (2013) Mathematical model, and solution algorithms for selective disassembly sequencing with multiple target components and sequence-dependent setups. Int J Prod Res 51:4997–5010CrossRef
8.
Zurück zum Zitat Laili Y, Tao F, Pham DT, Wang Y, Zhang L (2019) Robotic disassembly replanning using a two-pointer detection strategy and a superfast bees algorithm. Robot Comput-Integr Manuf 59:130–142CrossRef Laili Y, Tao F, Pham DT, Wang Y, Zhang L (2019) Robotic disassembly replanning using a two-pointer detection strategy and a superfast bees algorithm. Robot Comput-Integr Manuf 59:130–142CrossRef
9.
Zurück zum Zitat Vongbunyong S, Kara S, Pagnucco M (2013) Application of cognitive robotics in disassembly of products. CIRP Ann Manuf Technol 62:31–34CrossRef Vongbunyong S, Kara S, Pagnucco M (2013) Application of cognitive robotics in disassembly of products. CIRP Ann Manuf Technol 62:31–34CrossRef
10.
Zurück zum Zitat Dong J, Arndt G (2003) A review of current research on disassembly sequence generation and computer aided design for disassembly. Proc Inst Mech Eng Part B J Eng Manuf 217:299–312CrossRef Dong J, Arndt G (2003) A review of current research on disassembly sequence generation and computer aided design for disassembly. Proc Inst Mech Eng Part B J Eng Manuf 217:299–312CrossRef
11.
Zurück zum Zitat Elsayed A, Kongar E, Gupta S, Sobh T (2012) A robotic-driven disassembly sequence generator for end-of-life electronic products. J Intell Robot Syst Theory Appl 68:43–52CrossRef Elsayed A, Kongar E, Gupta S, Sobh T (2012) A robotic-driven disassembly sequence generator for end-of-life electronic products. J Intell Robot Syst Theory Appl 68:43–52CrossRef
12.
Zurück zum Zitat Meng K, Lou P, Peng X, Prybutok V (2017) Multi-objective optimization decision-making of quality dependent product recovery for sustainability. Int J Prod Econ 188:72–85CrossRef Meng K, Lou P, Peng X, Prybutok V (2017) Multi-objective optimization decision-making of quality dependent product recovery for sustainability. Int J Prod Econ 188:72–85CrossRef
13.
Zurück zum Zitat Tseng H, Chang C, Lee S, Huang Y (2018) A block-based genetic algorithm for disassembly sequence planning. Expert Syst Appl 96:492–505CrossRef Tseng H, Chang C, Lee S, Huang Y (2018) A block-based genetic algorithm for disassembly sequence planning. Expert Syst Appl 96:492–505CrossRef
14.
Zurück zum Zitat Pham DT, Ghanbarzadeh A, Koc E, Otri S, Rahim S, Zaidi M (2005) The bees algorithm. Technical note, Manufacturing Engineering Centre, Cardiff University, UK Pham DT, Ghanbarzadeh A, Koc E, Otri S, Rahim S, Zaidi M (2005) The bees algorithm. Technical note, Manufacturing Engineering Centre, Cardiff University, UK
15.
Zurück zum Zitat Pham DT, Ghanbarzadeh A, Koç E, Otri S, Rahim S, Zaidi M (2006) The bees algorithm—a novel tool for complex optimisation problems. In: Intelligent production machines and systems, pp 454–459 Pham DT, Ghanbarzadeh A, Koç E, Otri S, Rahim S, Zaidi M (2006) The bees algorithm—a novel tool for complex optimisation problems. In: Intelligent production machines and systems, pp 454–459
16.
Zurück zum Zitat Yuce B, Packianather M, Mastrocinque E, Pham DT, Lambiase A (2013) Honeybees inspired optimisation method: the bees algorithm. Insects 4:646–662CrossRef Yuce B, Packianather M, Mastrocinque E, Pham DT, Lambiase A (2013) Honeybees inspired optimisation method: the bees algorithm. Insects 4:646–662CrossRef
17.
Zurück zum Zitat Pham DT, Castellani M, Le Thi H (2014) Nature-inspired intelligent optimisation using the bees algorithm. In: Transactions on computational intelligence XIII, pp 38–69 Pham DT, Castellani M, Le Thi H (2014) Nature-inspired intelligent optimisation using the bees algorithm. In: Transactions on computational intelligence XIII, pp 38–69
18.
Zurück zum Zitat Pham DT, Castellani M (2015) A comparative study of the bees algorithm as a tool for function optimisation. Cogent Eng 2:1091540CrossRef Pham DT, Castellani M (2015) A comparative study of the bees algorithm as a tool for function optimisation. Cogent Eng 2:1091540CrossRef
19.
Zurück zum Zitat Liu J, Zhou Z, Pham DT, Xu W, Ji C, Liu Q (2018) Robotic disassembly sequence planning using enhanced discrete bees algorithm in remanufacturing. Int J Prod Res 56:3134–3151CrossRef Liu J, Zhou Z, Pham DT, Xu W, Ji C, Liu Q (2018) Robotic disassembly sequence planning using enhanced discrete bees algorithm in remanufacturing. Int J Prod Res 56:3134–3151CrossRef
20.
Zurück zum Zitat Liu J, Zhou Z, Pham DT, Xu W, Yan J, Liu A, Ji C, Liu Q (2018) An improved multi-objective discrete bees algorithm for robotic disassembly line balancing problem in remanufacturing. Int J Adv Manuf Technol 97:3937–3962CrossRef Liu J, Zhou Z, Pham DT, Xu W, Yan J, Liu A, Ji C, Liu Q (2018) An improved multi-objective discrete bees algorithm for robotic disassembly line balancing problem in remanufacturing. Int J Adv Manuf Technol 97:3937–3962CrossRef
21.
Zurück zum Zitat Castellani M, Pham DT (2022) The bees algorithm—a gentle introduction. In: Pham DT, Hartono N (eds) Intelligent production and manufacturing optimisation—the bees algorithm approach. Springer series in advanced manufacturing. Springer, Berlin Castellani M, Pham DT (2022) The bees algorithm—a gentle introduction. In: Pham DT, Hartono N (eds) Intelligent production and manufacturing optimisation—the bees algorithm approach. Springer series in advanced manufacturing. Springer, Berlin
22.
Zurück zum Zitat Hartono N, Ramirez FJ, Pham DT (2021) A multi-objective decision-making approach for sustainability modelling of robotic disassembly for remanufacturing. Technical report, University of Birmingham Hartono N, Ramirez FJ, Pham DT (2021) A multi-objective decision-making approach for sustainability modelling of robotic disassembly for remanufacturing. Technical report, University of Birmingham
23.
Zurück zum Zitat Laili Y, Wang Y, Fang Y, Pham DT (2022) Optimisation of robotic disassembly for remanufacturing. Springer series in advanced manufacturing. Springer, Berlin Laili Y, Wang Y, Fang Y, Pham DT (2022) Optimisation of robotic disassembly for remanufacturing. Springer series in advanced manufacturing. Springer, Berlin
24.
Zurück zum Zitat Xu W, Tang Q, Liu J, Liu Z, Zhou Z, Pham DT (2020) Disassembly sequence planning using discrete Bees algorithm for human-robot collaboration in remanufacturing. Robot Comput-Integr Manuf 62:101860CrossRef Xu W, Tang Q, Liu J, Liu Z, Zhou Z, Pham DT (2020) Disassembly sequence planning using discrete Bees algorithm for human-robot collaboration in remanufacturing. Robot Comput-Integr Manuf 62:101860CrossRef
25.
Zurück zum Zitat Hula A, Jalali K, Hamza K, Skerlos S, Saitou K (2003) Multi-criteria decision-making for optimization of product disassembly under multiple situations. Environ Sci Technol 37:5303–5313CrossRef Hula A, Jalali K, Hamza K, Skerlos S, Saitou K (2003) Multi-criteria decision-making for optimization of product disassembly under multiple situations. Environ Sci Technol 37:5303–5313CrossRef
26.
Zurück zum Zitat Jun H, Cusin M, Kiritsis D, Xirouchakis P (2007) A multi-objective evolutionary algorithm for EOL product recovery optimization: turbocharger case study. Int J Prod Res 45:4573–4594CrossRefMATH Jun H, Cusin M, Kiritsis D, Xirouchakis P (2007) A multi-objective evolutionary algorithm for EOL product recovery optimization: turbocharger case study. Int J Prod Res 45:4573–4594CrossRefMATH
27.
Zurück zum Zitat Rickli J, Camelio J (2013) Multi-objective partial disassembly optimization based on sequence feasibility. J Manuf Syst 32:281–293CrossRef Rickli J, Camelio J (2013) Multi-objective partial disassembly optimization based on sequence feasibility. J Manuf Syst 32:281–293CrossRef
28.
Zurück zum Zitat Shokohyar S, Mansour S, Karimi B (2014) A model for integrating services and product EOL management in sustainable product service system (S-PSS). J Intell Manuf 25:427–440CrossRef Shokohyar S, Mansour S, Karimi B (2014) A model for integrating services and product EOL management in sustainable product service system (S-PSS). J Intell Manuf 25:427–440CrossRef
29.
Zurück zum Zitat Rickli J, Camelio J (2014) Partial disassembly sequencing considering acquired end-of-life product age distributions. Int J Prod Res 52:7496–7512CrossRef Rickli J, Camelio J (2014) Partial disassembly sequencing considering acquired end-of-life product age distributions. Int J Prod Res 52:7496–7512CrossRef
30.
Zurück zum Zitat Ondemir O, Gupta S (2014) Quality management in product recovery using the internet of things: an optimization approach. Comput Ind 65:491–504CrossRef Ondemir O, Gupta S (2014) Quality management in product recovery using the internet of things: an optimization approach. Comput Ind 65:491–504CrossRef
31.
Zurück zum Zitat Ondemir O, Gupta S (2014) A multi-criteria decision-making model for advanced repair-to-order and disassembly to-order system. Eur J Oper Res 233:408–419CrossRefMATH Ondemir O, Gupta S (2014) A multi-criteria decision-making model for advanced repair-to-order and disassembly to-order system. Eur J Oper Res 233:408–419CrossRefMATH
32.
Zurück zum Zitat Johnson M, McCarthy I (2014) Product recovery decisions within the context of extended producer responsibility. J Eng Tech Manag 34:9–28CrossRef Johnson M, McCarthy I (2014) Product recovery decisions within the context of extended producer responsibility. J Eng Tech Manag 34:9–28CrossRef
33.
Zurück zum Zitat Fu Y, Zhou M, Guo X, Qi L, Sedraoui K (2021) Multiverse optimization algorithm for stochastic biobjective disassembly sequence planning subject to operation failures. IEEE Trans Syst Man Cybern Syst Fu Y, Zhou M, Guo X, Qi L, Sedraoui K (2021) Multiverse optimization algorithm for stochastic biobjective disassembly sequence planning subject to operation failures. IEEE Trans Syst Man Cybern Syst
34.
Zurück zum Zitat Jin G, Li W, Xia K (2013) Disassembly matrix for liquid crystal displays televisions. Procedia CIRP 11:357–362CrossRef Jin G, Li W, Xia K (2013) Disassembly matrix for liquid crystal displays televisions. Procedia CIRP 11:357–362CrossRef
35.
Zurück zum Zitat Jin G, Li W, Wang S, Gao S (2015) A systematic selective disassembly approach for waste electrical and electronic equipment with case study on liquid crystal display televisions. Proc Inst Mech Eng Part B J Eng Manuf 0954405415575476 Jin G, Li W, Wang S, Gao S (2015) A systematic selective disassembly approach for waste electrical and electronic equipment with case study on liquid crystal display televisions. Proc Inst Mech Eng Part B J Eng Manuf 0954405415575476
36.
Zurück zum Zitat Durillo J, Nebro A, Luna F, Coello Coello C, Alba E (2010) Convergence speed in multi objective metaheuristics: efficiency criteria and empirical study. Int J Numer Methods Eng 84:1344–1375 Durillo J, Nebro A, Luna F, Coello Coello C, Alba E (2010) Convergence speed in multi objective metaheuristics: efficiency criteria and empirical study. Int J Numer Methods Eng 84:1344–1375
37.
Zurück zum Zitat Talbi E (2009) Metaheuristics: from design to implementation. Wiley Talbi E (2009) Metaheuristics: from design to implementation. Wiley
38.
Zurück zum Zitat Cao Y, Smucker B, Robinson T (2015) On using the hypervolume indicator to compare Pareto fronts: Applications to multi-criteria optimal experimental design. J Stat Plann Infer 160:60–74MathSciNetCrossRefMATH Cao Y, Smucker B, Robinson T (2015) On using the hypervolume indicator to compare Pareto fronts: Applications to multi-criteria optimal experimental design. J Stat Plann Infer 160:60–74MathSciNetCrossRefMATH
40.
Zurück zum Zitat Ramírez F, Aledo J, Gamez J, Pham DT (2020) Economic modelling of robotic disassembly in end-of-life product recovery for remanufacturing. Comput Ind Eng 142:106339CrossRef Ramírez F, Aledo J, Gamez J, Pham DT (2020) Economic modelling of robotic disassembly in end-of-life product recovery for remanufacturing. Comput Ind Eng 142:106339CrossRef
41.
Zurück zum Zitat KUKA Technical Specification, LBR iiwa 7 R800, LBR iiwa 14 R820. KUKA Deutschland GmbH (2020) KUKA Technical Specification, LBR iiwa 7 R800, LBR iiwa 14 R820. KUKA Deutschland GmbH (2020)
Metadaten
Titel
Optimisation of Robotic Disassembly Sequence Plans for Sustainability Using the Multi-objective Bees Algorithm
verfasst von
Natalia Hartono
F. Javier Ramírez
D. T. Pham
Copyright-Jahr
2023
DOI
https://doi.org/10.1007/978-3-031-14537-7_19