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optimization problems

Economic Geology
  • Date submitted
    2024-03-18
  • Date accepted
    2024-11-07
  • Date published
    2025-01-14

Public-private partnership in the mineral resources sector of Russia: how to implement the classical model?

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A comparative financial and economic analysis is conducted of different public-private partnership (PPP) models for industrial infrastructure construction projects in an underdeveloped resource-rich region. The Stackelberg game theory-based model is used to build a parametrized family of bilevel mathematical programming models that describe an entire spectrum of partnership schemes. This approach enables a comparison of different strategies for the distribution of infrastructure investments between the government and the subsoil user and hence a scenario of transformation of Russia’s current PPP scheme into the classical partnership model, which is practiced in developed economies. To this end, a database is created on fifty polymetallic deposits in Transbaikalia, and a comparative analysis is conducted of Stackelberg-equilibrium development programs that implement different PPP models. The numerical experiment results show the classical PPP model to be most effective in the case of a budget deficit. The analysis helps assess the economic consequences of a gradual transformation of the partnership institution in industrial infrastructure construction from investor support in the Russian model to government support in the classical scheme. Intermediate partnership models, which act as a transitional institution, help reduce the budget burden. These models can be implemented by clustering the deposits, developing subsoil user consortia, and practicing shared construction of necessary transport and energy infrastructure. The intensification of horizontal connections between subsoil users creates favorable conditions for additional effects from the consolidation of resources and can serve as a foundation for a practical partnership scheme within the framework of the classical model.

How to cite: Lavlinskii S.M., Panin A.A., Plyasunov A.V. Public-private partnership in the mineral resources sector of Russia: how to implement the classical model? // Journal of Mining Institute. 2025. p. EDN VQCWOF
Energy industry
  • Date submitted
    2024-02-01
  • Date accepted
    2024-05-02
  • Date published
    2024-06-18

Methodology for managing energy development of production facilities in the gas industry

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The current stage of Russia's development is characterized by dynamic changes in the operating conditions of gas industry enterprises, which leads, among other things, to significant adjustments in approaches to the development of energy production facilities. The article examines on the system level the ways to improve energy supply, taking into account the goals and objectives of the development of production facilities from the conditions of solving a single technological problem of the gas industry – high-quality gas supply to consumers. The optimal functioning of energy supply systems, taking into account the peculiarities of technological processes at production facilities, presupposes the development models coordination of production facilities energy complexes with the gas industry enterprises parameters based on an integrated unified information space at all stages of their life cycle. The structure of production facility energy complex and the connections of its elements with related systems are justified taking into account the purposes of their creation and the requirements for production facilities. Problem solving for each system element as well as the exchange of information between equivalent systems is done on the basis of a developed hierarchy of optimization problems adjusted depending on the type of tasks of energy supply improvement of a production facility. Determining the values of parameters and indicators of energy complexes, as well as optimizing the lists and content of work to improve the energy supply of production facilities, is planned to be carried out in accordance with the methodology under consideration using a set of mathematical models.

How to cite: Shapovalo A.A. Methodology for managing energy development of production facilities in the gas industry // Journal of Mining Institute. 2024. p. EDN XWKKKQ
Geotechnical Engineering and Engineering Geology
  • Date submitted
    2023-08-02
  • Date accepted
    2023-12-27
  • Date published
    2024-04-25

Justification of the approaches to improve management strategy of the mining system based on the analysis of data on the mining of complex structural rock blocks

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Long-term activity of mining enterprises causes the necessity to substantiate the strategies of management of the mining and technical system functioning in terms of improvement of ore quality control, which is determined by its change in the course of field development due to the priority development of the main reserves and, as a consequence, forced transition to the mining of complex structural rock blocks with a decrease in the recovery percentage, which is typical in case the ore component meets the requirements of the feasibility study in terms of grade at substandard capacity. In this case, it is possible to identify the recovery percentage and the potential for its increase by analyzing the long-term activity of the mining and industrial enterprise, namely, by analyzing the data of mining complex structural rock blocks with the subsequent establishment of the relationship between the primary data on mining and geological conditions and information on the quality of the mineral obtained from the technological equipment. Therefore, the purpose of the research was to substantiate the necessity of improving the management strategy of the mining-technical system functioning, which consists in the fact that on the basis of analyzing the mining data of complex structural rock blocks it is possible to determine the ore mass losses and their quantity and to lay the basis for the development of decisions on its extraction. For this purpose, the collected data on the mining of complex structural rock blocks, accounting the geological and industrial type of extracted ores, were considered in modeling the conditions and studying the parameters of technological processes, the implementation of which provides additional products. It was revealed that the ore mass from substandard thickness layers is delivered to the dumps, and ore mass losses have been estimated at 25-40 % per year. It is proved that determination of ore mass losses based on the analysis of data on mining of complex structural rock blocks, as well as timely solution of this issue can significantly increase the production efficiency of mining and technical system. Taking into account for the results obtained, the options for optimizing the production of the mining and engineering system were proposed.

How to cite: Tsupkina M.V., Kirkov A.E., Klebanov D.A., Radchenko D.N. Justification of the approaches to improve management strategy of the mining system based on the analysis of data on the mining of complex structural rock blocks // Journal of Mining Institute. 2024. Vol. 266 . p. 316-325. EDN JOLUPJ
Metallurgy and concentration
  • Date submitted
    2022-05-13
  • Date accepted
    2022-09-24
  • Date published
    2022-11-03

Rapid detection of coal ash based on machine learning and X-ray fluorescence

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Real-time testing of coal ash plays a vital role in the chemical, power generation, metallurgical, and coal separation sectors. The rapid online testing of coal ash using radiation measurement as the mainstream technology has problems such as strict coal sample requirements, poor radiation safety, low accuracy, and complicated equipment replacement. In this study, an intelligent detection technique based on feed-forward neural networks and improved particle swarm optimization (IPSO-FNN) is proposed to predict coal quality ash content in a fast, accurate, safe,and convenient manner. The data set was obtained by testing the elemental content of 198 coal samples with X-ray fluorescence (XRF). The types of input elements for machine learning (Si, Al, Fe, K, Ca, Mg, Ti, Zn, Na, P) were determined by combining the X-ray photoelectron spectroscopy (XPS) data with the change in the physical phase of each element in the coal samples during combustion. The mean squared error and coefficient of determination were chosen as the performance measures for the model. The results show that the IPSO algorithm is useful in adjusting the optimal number of nodes in the hidden layer. The IPSO-FNN model has strong prediction ability and good accuracy in coal ash prediction. The effect of the input element content of the IPSO-FNN model on the ash content was investigated, and it was found that the potassium content was the most significant factor affecting the ash content. This study is essential for real-time online, accurate, and fast prediction of coal ash.

How to cite: Huang J., Li Z., Chen B., Cui S., Lu Z., Dai W., Zhao Y., Duan C., Dong L. Rapid detection of coal ash based on machine learning and X-ray fluorescence // Journal of Mining Institute. 2022. Vol. 256 . p. 663-676. DOI: 10.31897/PMI.2022.89
Geotechnical Engineering and Engineering Geology
  • Date submitted
    2021-11-17
  • Date accepted
    2022-04-06
  • Date published
    2022-11-10

Method for predicting the stress state of the lining of underground structures of quasi-rectangular and arched forms

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A method for predicting the stress-strain state of the lining of underground structures, the shape of the cross-section of which is different from the circular outline, is considered. The main task of the study is to develop a methodology for assessing the influence of the parameters of the cross-section shape of underground structures on the stress state of the lining. To solve this problem, a method for calculating the stress state of the lining for arched tunnels with a reverse arch and quasi-rectangular forms is substantiated and developed. The methodology was tested, which showed that the accuracy of the prediction of the stress state of the lining is sufficient to perform practical calculations. An algorithm for multivariate analysis of the influence of the cross-sectional shape of underground structures of arched and quasi-rectangular shapes on the stress state of the lining is proposed. Parametric calculations were performed using the developed algorithm and regularities of the formation of the stress state of the lining of underground structures for various engineering and geological conditions, as well as the initial stress state field, were obtained. A quantitative assessment of the influence of geometric parameters of tunnels on their stress-strain state was performed.

How to cite: Karasev M.A., Nguyen T.T. Method for predicting the stress state of the lining of underground structures of quasi-rectangular and arched forms // Journal of Mining Institute. 2022. Vol. 257 . p. 807-821. DOI: 10.31897/PMI.2022.17
Electromechanics and mechanical engineering
  • Date submitted
    2015-08-18
  • Date accepted
    2015-10-06
  • Date published
    2016-04-22

Energy- efficient control of asynchronous motor drive with current refinement of the loss minimum on the basis of fuzzy logic

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Currently, asynchronous electric drive on the basis of semiconductor frequency converters is widespread because of the relative simplicity and reliability of the design, the use of digital control systems, providing the accuracy and flexibility of process control, which allows for a significant increase in product quality, reduction in energy consumption and improvement of the enterprise profitability. In spite of these advantages, the problem of ensuring high energy efficiency of the drive in wide range of its operational modes is still not solved in full scale. The paper is devoted to the reduction of losses in the asynchronous drive on the basis of en-ergy-saving control algorithms that aim to ensure the desired mode of the driven mechanism while minimizing losses in copper and steel of the motor. On the basis of the motor model, taking into account magnetic losses, dependences of losses in the copper and steel, as well as the total loss from the absolute slip have been derived for different operating points of the drive. The optimal values of the absolute slip for different speeds of the rotor have been obtained for use in the con-trollers ensuring operation of the drive at maximum efficiency, highest power factor and minimum of the stator current. For minimizing the losses in the drive when changing the motor parameters it has been offered the combined method based on the method of loss model and iterative method of searching the minimum of power consumption. The effectiveness of the proposed control system using fuzzy logic is confirmed by comparing the graphs of losses and efficiency, obtained at using a traditional control law and the optimal control law.

How to cite: Shonin O.B., Pronko V.S. Energy- efficient control of asynchronous motor drive with current refinement of the loss minimum on the basis of fuzzy logic // Journal of Mining Institute. 2016. Vol. 218 . p. 270-280.
Electromechanics and mechanical engineering
  • Date submitted
    2014-12-27
  • Date accepted
    2015-03-01
  • Date published
    2015-12-25

Minimization of energy losse when starting a variable frequency drive through application of a genetic algorithm of optimization

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In the face of energy lack and rising energy prices one of the priorities of current researches is to improve energy efficiency of electric drives, which are widely used in modern industrial plants. Existing methods of minimizing losses are mainly designed for stationary regimes. At the same time, the development of algorithms for reducing losses in transient and in particular starting conditions is given little attention. Due to the high complexity of the description of the multivari-ate dynamic processes determining the optimal control laws is advantageously to be carried out us-ing stochastic optimization methods. The work seeks to substantiate the optimal starting character-istics of an asynchronous drive based on a genetic algorithm. A feature of the proposed method of optimization is the use of multiple simulation experiments to find start-up characteristics which provide a minimum energy loss. Automation of the search is performed using the developed pro-gram, which includes a module of a genetic algorithm and a module for interfacing with the elec-tric model in the MATLAB/Simulink environment. The program allows choosing the parameters of the genetic algorithm along with controlling the process of optimization. Application of the proposed method allowed obtaining the optimal starting characteristics «voltage – frequency» in a tabular form with consequent linear approximation of the data. Increase in efficiency due to the proposed start up law has been confirmed by comparing the simulation re-sults under conditions of using a traditional linear characteristic and derived optimal law. The es-timation of losses reduction has been carried out at the drive load of different kind in a wide range of its variation.

How to cite: Shonin O.B., Pronko V.S. Minimization of energy losse when starting a variable frequency drive through application of a genetic algorithm of optimization // Journal of Mining Institute. 2015. Vol. 216 . p. 112-121.
Geotechnology for development of solid mining fields
  • Date submitted
    2013-07-18
  • Date accepted
    2013-09-02
  • Date published
    2014-03-17

Rock mechanics problems decision algorithm for bottom layers of potash salt deposits

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Decision algorithm for rock mechanics problems for bottom layers of potash deposits is suggested. Flow chart for the algorithm and it’s parts is shown. The algorithm represents the method to choose excavation technology for multi-layer potash deposits.

How to cite: Kovalev O.V., Mozer S.P., Tkhorikov I.Y., Sankovskii A.A. Rock mechanics problems decision algorithm for bottom layers of potash salt deposits // Journal of Mining Institute. 2014. Vol. 207 . p. 60-62.
Problems in geodynamic safety in the exploration of solid deposits
  • Date submitted
    2009-10-26
  • Date accepted
    2009-12-27
  • Date published
    2010-09-22

Support of geodynamic safety in mining of the Khibini deposits

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The paper deals with the problems of geodynamics in mining of the Khibini deposits. Description is given to the complex of organizational-technical arrangements for provision of geodynamic safety at the Apatit Co and to principal trends of its development.

How to cite: Shaposhnikov Y.P., Zvonar A.Y., Mozhaev S.A., Akkuratov M.V. Support of geodynamic safety in mining of the Khibini deposits // Journal of Mining Institute. 2010. Vol. 188 . p. 104-108.
Problems in geomechanics of technologeneous rock mass
  • Date submitted
    2009-07-16
  • Date accepted
    2009-09-28
  • Date published
    2010-04-22

Efficient numerical methods for geotechnical problems

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This article give a general overview of methods to solve large scale geotechnical problems, nonlinear high deformation and plastic problems, self contact of strata and application of high performance computing.

How to cite: Karasev M.A. Efficient numerical methods for geotechnical problems // Journal of Mining Institute. 2010. Vol. 185 . p. 161-165.