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Original Paper

UDC 622. © D.A. Klebanov, M.A. Makeev, 2022

ISSN 0041-5790 (Print) • ISSN 2412-8333 (Online) • Ugol’ – Russian Coal Journal, 2022, № 8, pp. 112-115

DOI: http://dx.doi.org/10.18796/0041-5790-2022-8-112-115


Digital advisers for the coal industry. Methodology of implementation 


Klebanov D.A.1, Makeev M.A.1,2

1 IPKON RAS, Moscow, 111020, Russian Federation

2 Piklema LLC, Moscow, 107078, Russian Federation

Authors Information

Klebanov D.A., PhD (Engineering), Head of Intelligent Systems and Digital Technologies Laboratory, e-mail: Klebanov_d@ipkonran.ru

Makeyev M.A., Manging Director, Junior Research Associate, e-mail: mm@piklema.com


The article identifies factors that indicate the relevance of finding new tools for efficient and safe mining of solid minerals based on advances in predictive analytics methods. These methods take into account the trends in big data analysis in the mining sector. An example is given on implementation of a new class of information systems, i.e. the "digital advisers", which use information from ming dispatching systems, MES, as the input data. The article presents a methodology for launching initiatives to apply predictive analytics to optimize production, as well as a procedure for introducing digital advisors of dump truck drivers.


Coal industry, Digital advisors, Mine Fleet Management System, Big Data, Analytical systems, Mine Fleet Dispatching System, Artificial Intelligence.


1. Trubetskoy K.N., Kuleshov A.A., Klebanov A.F. & Vladimirov D.Ya. State-of-the-art management systems of mining transport complexes. St. Petersburg, Nauka Publ., 2007, 306 p. (In Russ.).

2. Trubetskoy K.N., Rylnikova M.V., Klebanov D.A. & Makeyev M.A. Scientific and technical issues in changing management of open-pit mining operations through implementation of robotic mining equipment. Gornaya promyshlennost?, 2017, (5), pp. 27-30. (In Russ.).


The research was financially supported by the Russian Science Foundation Grant No.22-17-00142

For citation

Klebanov D.A. & Makeev M.A. Digital advisers for the coal industry. Methodology of implementation.Ugol’, 2022, (8), pp. 112-115. (In Russ.). DOI: 10.18796/0041-5790-2022-8-112-115.

Paper info

Received July 18, 2022

Reviewed July 20, 2022

Accepted July 25, 2022


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