The use of ANN in improving efficiency and ensuring the stability of the copper ore mining process

Dorota Więcek, Anna Burduk, Ivan Kuric

The use of ANN in improving efficiency and ensuring the stability of the copper ore mining process

Číslo: 1/2019
Periodikum: Acta Montanistica Slovaca

Klíčová slova: ANN, process costs, process efficiency, controlling the loading and haulage process of the output

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Anotace: The aim of the article is to propose a concept for controlling the loading and haulage process and copper ore in a mine with a pillarchamber system. An appropriate method of control should ensure the production level assumed in the production plan at the lowest costs of

the process. It is important to properly select the cost account showing the impact of cost factors (variable parameters) on the total costs of
the process. In the presented concept, it is proposed to build an SSN model which will allow for such control of the rigs and haulage process,
so that the process remains stable in the assumed period and the economic result is as large as possible. The process will remain stable if the
extraction volume is consistent with the volume planned in the production plan. In addition, process control will be aimed at ensuring the
lowest total costs of rigs and hauling off the output. The decision model proposed in the article will enable quick decisions to be made,
allowing for the implementation of production plans while ensuring the criterion of production efficiency. Optimization of processes often
leads to problems where there is a need to resolve the issues of process evaluation based on more than one objective function. The proposed
solutions have been adapted to mining systems operating under the conditions of a given enterprise.