Affiliation:
1. Moscow Polytechnic University
Abstract
In the field of designing power supply systems of open pits an important role is attributed to the problems of components reliability analysis, which can be solved by integrated application of different analysis methods for individual types of electrical equipment and network devices in power supply systems. The purpose of the work is to establish optimal parameters for an open-pit mine power supply at mining and processing complexes, and to conduct research that allows a technical and economic model of the system to be created. It has been established that mathematical statistics provides a number of methods for establishing the homogeneity (or heterogeneity) of the population of random variable values. When analyzing the data of failure statistics of electrical equipment, the method of comparative estimate of two sample averages (compared to the method of comparing the empirical distribution with the normal distribution or the moving average method) is the most acceptable. The paper presents accident rates of electrical equipment of open-pit substations and network devices of the quarry processed on the basis of data, also presents the relationship between the reliability of the circuit and its elements and shows the influence of protection reliability on the reliability of the circuit. Methods of optimizing open-pit power supply systems are presented, which consist in the use of first-order gradient methods, second-order methods or the so-called quadratic optimization methods, and random search methods. A group of gradient methods is the most widespread for solving nonlinear programming problems, among which the method of steepest descent should be considered primarily. The combination of random search with the penalty function method makes it possible to determine conditional extrema for the problem of optimizing the electrical grid and system operation mode. The method of random descent, which consists in determining the minimum of the target function according to an appropriate algorithm, is also considered, in which the direction of motion is generally given by a random vector uniformly distributed over a hyposphere.
Publisher
National University of Science and Technology MISiS
Reference21 articles.
1. Pirogov G. G. The principles of opening ore deposits in the development on the basis of underground mining complexesю Scholarly Notes of Transbaikal State University. Series Physics, Mathematics, Engineering, Technology. 2017;12(4):73–79. (In Russ.) https://doi.org/10.21209/2308-8761-2017-12-4-73-79
2. Kaplunov D. R., Lomonosov G. G. Main problems of subsoil development during underground mining of ore deposits. Gornyi Zhurnal. 1999;(1):42–45. (In Russ.)
3. Tugai Yu. I., Gai A. V., Stachniuk S. V. The model’s construction of power system reliability based on using Monte Carlo simulation. Agrotekhnika i Energoobespecheniye. 2015;1(5):96–107. (In Russ.)
4. Ershov S. V., Demyanov D. V. The definition of indicators of system of power supply enterprise. Izvestiya Tula State University. Technical Science. 2017;(12–1):118–125. (In Russ.)
5. Corrigan C. C., Ikonnikova S. A. A review of the use of AI in the mining industry: Insights and ethical considerations for multi-objective optimization. The Extractive Industries and Society. 2024;17:101440. https://doi.org/10.1016/j.exis.2024.101440