Optimizing Mineral Value Chain with Market Uncertainty Using Benders Decomposition

European Journal of Operational Research, 274 (1), April 2019, 227-239.

Posted: 27 May 2020

See all articles by Jian (Ray) Zhang

Jian (Ray) Zhang

University of Calgary

Barrie R. Nault

University of Calgary - Haskayne School of Business

Roussos G. Dimitrakopoulos

McGill University

Date Written: August 24, 2017

Abstract

A Benders decomposition-based method is developed to simultaneously optimize the upstream and the downstream of a mineral value chain. Mining blocks representing mineral deposits are dynamically aggregated based on the dual solution of the sub-problem to reduce the complexity in the upstream mine production scheduling. The production schedule obtained based on the aggregated scheduling units is then improved through a moving-window amelioration method. By observing the results of a series of numerical tests, we show that the proposed method effectively optimizes a mineral value chain by synchronizing the upstream mine production scheduling and the downstream material flow and process planning. The results of the numerical tests also show that ignoring the market uncertainty can result in the underestimation of profitability because of the underestimated value of low-grade materials. In order to adapt to the existence of market uncertainty, the stochastic optimizer suggests a higher processing capacity investment in the processing plant and a different long-term mine production schedule.

Keywords: OR in natural resources, Benders decomposition, mineral value chain, market uncertainty

Suggested Citation

Zhang, Jian (Ray) and Nault, Barrie R. and Dimitrakopoulos, Roussos G., Optimizing Mineral Value Chain with Market Uncertainty Using Benders Decomposition (August 24, 2017). European Journal of Operational Research, 274 (1), April 2019, 227-239., Available at SSRN: https://ssrn.com/abstract=3581041

Jian (Ray) Zhang

University of Calgary ( email )

2500 University Drive, NW
Calgary, Alberta T2N 1N4
Canada

Barrie R. Nault (Contact Author)

University of Calgary - Haskayne School of Business ( email )

2500 University Drive, NW
Calgary, Alberta T2N 1N4
Canada

HOME PAGE: http://ucalgary.ca/bnault

Roussos G. Dimitrakopoulos

McGill University ( email )

1001 Sherbrooke St. W
Montreal, Quebec H3A 1G5
Canada
514-398-4986 (Phone)

HOME PAGE: http://https://www.mcgill.ca/engineering/roussos-g-dimitrakopoulos

Do you have a job opening that you would like to promote on SSRN?

Paper statistics

Abstract Views
308
PlumX Metrics