Title :
An effective heuristic for stockyard planning and machinery scheduling at a coal handling facility
Author :
Hanoun, Samer ; Khan, Bilal ; Johnstone, Michael ; Nahavandi, S. ; Creighton, Douglas
Author_Institution :
Centre for Intell. Syst. Res. (CISR), Deakin Univ., Geelong, VIC, Australia
Abstract :
Coal handling is a complex process involving different correlated and highly dependent operations such as selecting appropriate product types, planning stockpiles, scheduling stacking and reclaiming activities and managing train loads. Planning these operations manually is time consuming and can result in non-optimized schedules as future impact of decisions may not be appropriately considered. This paper addresses the operational scheduling of the continuous coal handling problem with multiple conflicting objectives. As the problem is NP-hard in nature, an effective heuristic is presented for planning stockpiles and scheduling resources to minimize delays in production and the coal age in the stockyard. A model of stockyard operations within a coal mine is described and the problem is formulated as a Bi-Objective Optimization Problem (BOOP). The algorithm efficacy is demonstrated on different real-life data scenarios. Computational results show that the solution algorithm is effective and the coal throughput is substantially impacted by the conflicting objectives. Together, the model and the proposed heuristic, can act as a decision support system for the stockyard planner to explore the effects of alternative decisions, such as balancing age and volume of stockpiles, and minimizing conflicts due to stacker and reclaimer movements.
Keywords :
coal; facilities; machinery; minimisation; mining; production planning; resource allocation; scheduling; BOOP; NP-hard problem; biobjective optimization problem; coal age; coal handling facility; coal mine; coal throughput; conflict minimization; conflicting objectives; continuous coal handling problem; decision support system; machinery scheduling; nonoptimized schedules; operational scheduling; production delay minimization; real-life data scenarios; reclaimer movements; resource scheduling; stacker movements; stockpile planning; stockyard operation model; stockyard planner; Coal; Delays; Layout; Machinery; Production; Schedules;
Conference_Titel :
Industrial Informatics (INDIN), 2013 11th IEEE International Conference on
Conference_Location :
Bochum
DOI :
10.1109/INDIN.2013.6622883