Application of Discrete-Event Simulation for Truck Fleet Estimation at an Open-Pit Copper Mine in Peru

Author:

Huayanca Diego1,Bujaico Gabriel1ORCID,Delgado Alexi1ORCID

Affiliation:

1. Mining Engineering Section, Pontificia Universidad Católica del Perú (PUCP), Lima 15023, Peru

Abstract

With production expansions, studies related to estimating the number of pieces of hauling equipment to be employed in open-pit mines have to be carried out. One of the main challenges comes from the methodology selected since numerous tools are available, including commercial solutions. However, given that some methodologies were complex or required an advanced understanding of programming languages and that, in the case study, the mining company was applying a deterministic approach, a stochastic methodology that involves a discrete-event simulation (DES) was proposed. Such an approach aimed to develop a calibration model whose inputs incorporated random variables, such as fixed times and tonnages loaded to hauling equipment. This model supported the replication of the yearly production plan for an open-pit copper mine in Peru located at 4500 masl that is expanding its operations in 2023 from 100,000 tons per day to 140,000. The results obtained from the stochastic methodology were compared with the deterministic approach, which showed that the stochastic model required additional trucks and that longer cycle times were generated from such an approach. Such outputs are now supporting engineers in anticipating future problems in the mine due to the generation of longer queues.

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

Reference31 articles.

1. Ahumada, G.I., and Herzog, O. (2021, January 4–6). Application of multiagent system and tabu search for truck dispatching in open-pit mines. Proceedings of the ICAART 2021—Proceedings of the 13th International Conference on Agents and Artificial Intelligence, Vienna, Austria.

2. Simulation-based optimization of truck-shovel material handling systems in multi-pit surface mines;Ozdemir;Simul. Model. Pract. Theory,2019

3. Baafi, E.Y., and Zeng, W. (2019). Proceedings of the 27th International Symposium on Mine Planning and Equipment Selection—MPES 2018, Springer International Publishing.

4. Owusu-Tweneboah, M., Temeng, V.A., and Awuah-Offei, K. (2019, January 24–27). Agent-based optimization for truck dispatching in open-pit mines. Proceedings of the 2019 SME Annual Conference and Expo and CMA 121st National Western Mining Conference, Denver, CO, USA.

5. Parallel end-to-end autonomous mining: An IoT-oriented approach;Gao;IEEE Internet Things J.,2020

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