A resource constrained scheduling problem with multiple independent producers and a single linking constraint: A coal supply chain example
A resource constrained scheduling problem with multiple independent producers and a single linking constraint: A coal supply chain example
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DOI:
10.1016/j.ejor.2013.10.006
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发表时间:
2014-08
期刊:
影响因子:
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通讯作者:
A. Thomas;J. Venkateswaran;Gaurav Singh;M. Krishnamoorthy
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文献类型:
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作者:
A. Thomas;J. Venkateswaran;Gaurav Singh;M. Krishnamoorthy
This paper examines a resource constrained production planning and scheduling problem motivated by the coal supply chain. In this problem, multiple independent producers are connected with a resource availability (or,linking) constraint. A general description of such problems is provided, before decomposing the problem into twolevels. In the first level, we deal with production planning and in the second level, we deal with tactical resource scheduling. A real-world coal supply chain example is presented to anchor the approach. The overall problem can be formulated as an integrated mixed integer programming model which, in several cases, struggles to find even a feasible solution in reasonable amount of time. This paper discusses a distributed decision making approach based on column generation (CG). Computational experiments show that, the CG scheme has significant advantages over the integrated model and a Lagrangian relaxation scheme proposed by Thomas et al. (2013). This paper concludes with detailed discussions on the results and future research directions.