An improved model for assembly line worker assignment and balancing problem considering stochastic worker availability

The assembly line worker assignment and balancing problem (ALWABP) is a hot and interesting topic. In an assembly line, persons with disabilities can be employed and work better due to the specialized work. In this paper, we investigate the ALWABP with heterogeneous workforce considering stochastic worker availability. The problem has been addressed in the previous literature. However, the workers are sometimes insufficient to meet all stations due to high level of workforce absenteeism and this situation has not been fully considered in the literature. Therefore, we propose an improved two-stage stochastic programming model allowing inadequate workers to minimize the weighted sum of cycle time and penalty cost caused by insufficient workers. The first stage is to assign fixed tasks to stations, and the assignment of flexible tasks and workers is regarded as the second-stage decision. Sample average approximation (SAA) is applied to solve the model within feasible time. Finally, we conduct computational experiments to test the model compared to the model with the assumption that the number of workers is adequate to meet the number of stations (AS model). We test two instances including 8 and 10 tasks respectively and different numbers of scenarios are also taken into account to demonstrate the improvement of our model.

[1]  Xueping Li,et al.  A sample average approximation approach for supply chain network design with facility disruptions , 2018, Comput. Ind. Eng..

[2]  Feng Chu,et al.  Scenario-based heuristic to two-stage stochastic program for the parallel machine ScheLoc problem , 2019 .

[3]  Mohammad Ranjbar,et al.  A two-stage stochastic programming approach for a multi-objective course timetabling problem with courses cancelation risk , 2019, Comput. Ind. Eng..

[4]  Mahdi Bashiri,et al.  Two-stage stochastic programming approach for the medical drug inventory routing problem under uncertainty , 2019, Comput. Ind. Eng..

[5]  Alysson M. Costa,et al.  The assembly line worker assignment and balancing problem with stochastic worker availability , 2016 .

[6]  H. Badri,et al.  A two-stage stochastic programming approach for value-based closed-loop supply chain network design , 2017 .

[7]  Christian Blum,et al.  On solving the assembly line worker assignment and balancing problem via beam search , 2011, Comput. Oper. Res..

[8]  Feifeng Zheng,et al.  A two-stage stochastic programming for single yard crane scheduling with uncertain release times of retrieval tasks , 2019 .

[9]  Jordi Pereira,et al.  A branch-and-bound algorithm for assembly line worker assignment and balancing problems , 2014, Comput. Oper. Res..

[10]  Minjiao Zhang,et al.  Supply location and transportation planning for hurricanes: A two-stage stochastic programming framework , 2019, Eur. J. Oper. Res..

[11]  L. Suhl,et al.  A stochastic programming approach for identifying optimal postponement strategies in supply chains with uncertain demand , 2016 .

[12]  Jordi Pereira,et al.  The robust (minmax regret) assembly line worker assignment and balancing problem , 2018, Comput. Oper. Res..

[13]  Laine Mears,et al.  An effective integer program for a general assembly line balancing problem with parallel workers and additional assignment restrictions , 2019, Journal of Manufacturing Systems.

[14]  Andreas C. Nearchou,et al.  A population-based algorithm for the bi-objective assembly line worker assignment and balancing problem , 2016, Eng. Appl. Artif. Intell..

[15]  Surendra M. Gupta,et al.  A two-phase variable neighbourhood search algorithm for assembly line worker assignment and balancing problem type-II: an industrial case study , 2016 .

[16]  Martin Branda Sample approximation technique for mixed-integer stochastic programming problems with expected value constraints , 2014, Optim. Lett..

[17]  Fabricio Oliveira,et al.  An enhanced L-Shaped method for optimizing periodic-review inventory control problems modeled via two-stage stochastic programming , 2019, Eur. J. Oper. Res..

[18]  Nilay Noyan,et al.  Risk-averse two-stage stochastic programming with an application to disaster management , 2012, Comput. Oper. Res..

[19]  Kadir Buyukozkan,et al.  U-shaped assembly line worker assignment and balancing problem: A mathematical model and two meta-heuristics , 2017, Comput. Ind. Eng..

[20]  Renjie He,et al.  A Novel Artificial Bee Colony Algorithm , 2014, 2014 Sixth International Conference on Intelligent Human-Machine Systems and Cybernetics.

[21]  Sanjoy Kumar Paul,et al.  Sustainable operator assignment in an assembly line using genetic algorithm , 2012 .

[22]  Jan Carmeliet,et al.  Comparison of alternative decision-making criteria in a two-stage stochastic program for the design of distributed energy systems under uncertainty , 2018, Energy.

[23]  Hongbin Sun,et al.  Regional Integrated Energy System Planning considering Energy Price Uncertainties: A Two-stage Stochastic Programming Approach , 2019, Energy Procedia.

[24]  Yun Yang,et al.  Optimal design of distributed energy resource systems based on two-stage stochastic programming , 2017 .

[25]  Marcus Ritt,et al.  A heuristic and a branch-and-bound algorithm for the Assembly Line Worker Assignment and Balancing Problem , 2014, Comput. Oper. Res..