Value of Information Introduced by a Resource Model Updating Framework

Cansın Yüksel*, Corinna Minnecker, Masoud Soleymani Shishvan, Jörg Benndorf, Mike Buxton

*Corresponding author for this work

Research output: Contribution to journalArticleScientificpeer-review

4 Citations (Scopus)
53 Downloads (Pure)

Abstract

A primary concern of the mining industry is to meet production targets, which are required and defined by customers. Deviations from these targets, in terms of quality and quantity, highly affect the economical aspect. Recently, an efficient resource model updating framework concept has been proposed aiming for the improvement of raw material quality control and process efficiency in any type of mining operation. The concept integrates online sensor measurements, obtained during production, into the resource model. In this way, due to the spatial variability, quality attributes of the blocks that will be produced in the next days or weeks are being updated based on real-time measurements. The concept has been applied in a lignite field with the aim of identifying local impurities in a lignite seam and to improve the prediction of coal quality attributes in neighbouring blocks. This paper investigates the added value of using the resource model updating framework by using the value of information analysis. The expected benefit of additional information (integration of the online sensor measurements into the resource model) is compared to a case where there is no additional information integrated into the process. These benefits are evaluated based on the economic impact determined by applying the resource model updating framework in mine planning.

Original languageEnglish
Pages (from-to)925-943
Number of pages19
JournalMathematical Geosciences
Volume51 (2019)
DOIs
Publication statusPublished - 1 Jan 2018

Keywords

  • Lignite
  • Mine planning
  • Optimization
  • Real application
  • Resource model updating
  • Simulation

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