Reduction of the visibility of a motor generator set in urban conditions using artificial intelligence technologies
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- Category: Content №4 2026
- Last Updated on 24 August 2026
- Published on 30 November -0001
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Authors:
V. V. Krivda, orcid.org/0000-0002-8304-2016, Dnipro University of Technology, Dnipro, Ukraine
I. M. Nikitchenko, orcid.org/0000-0002-9481-4296, Kharkiv National Automobile and Highway University, Kharkiv, Ukraine
O. I. Voronkov, orcid.org/0000-0003-2744-7948, Kharkiv National Automobile and Highway University, Kharkiv, Ukraine
A. M. Avramenko*, orcid.org/0000-0001-8130-1881, Kharkiv National Automobile and Highway University, Kharkiv, Ukraine; A. M. Pidhornyi Institute of Power Machines and Systems of the National Academy of Sciences of Ukraine, Kharkiv, Ukraine, e-mail: This email address is being protected from spambots. You need JavaScript enabled to view it.
V. M. Manoylo, orcid.org/0000-0003-2208-4404, Kharkiv National Automobile and Highway University, Kharkiv, Ukraine
* Corresponding author e-mail: This email address is being protected from spambots. You need JavaScript enabled to view it.
Naukovyi Visnyk Natsionalnoho Hirnychoho Universytetu. 2026, (4): 045 - 052
https://doi.org/10.33271/nvngu/2026-4/045
Abstract:
Purpose. To develop a method for reducing the visibility of a multi fuel container type motor generator set in urban conditions. The approach is based on lowering the exhaust gas (EG) temperature and optimising the operation of internal combustion engine (ICE) auxiliary systems using artificial intelligence technologies.
Methodology. The scientific research is based on methods of comparative numerical experimentation. Modern numerical techniques are used to simulate the operating processes of a multi fuel motor generator set running on diesel fuel and pipeline methane, as well as the flow of exhaust gases and fresh air in an ejector mixer and in the flow section of the exhaust system. In this study, the pilot dose of diesel fuel was considered within 10 % of the cycle delivery.
Findings. Changes in the technical and economic performance indicators of the motor generator set were evaluated depending on the type of fuel. Characteristics of thermal emissions with the exhaust gases were obtained, and approaches were proposed to reduce infrared emission visibility using various methods. To increase the efficiency of the ICE and reduce heat emissions into the environment, the study proposes applying artificial intelligence technologies to control heat and mass transfer processes in the ICE and its auxiliary systems. It was shown that, in the gas diesel mode at nominal power, EG temperature is 17 °C higher than in the pure diesel mode. The developed ejector mixing system made it possible to reduce EG temperature by 114 °C at nominal power in the gas diesel mode.
Originality. The research established the effect of diluting EG with fresh air on temperature reduction and developed scientific and practical recommendations for selecting ejector mixer parameters depending on the structural and operational parameters of the motor generator set and the type of fuel. It was shown that controlling ICE auxiliary systems through artificial intelligence technologies – depending on environmental conditions, fuel type and operating mode – optimises energy consumption for auxiliary systems. This reduces mechanical losses for auxiliary drives and, consequently, improves the operating performance of the multi fuel motor generator set.
Practical value. Lowering EG temperature to reduce the visibility of a multi fuel motor generator set in the infrared spectrum complicates its detection by modern unmanned surveillance and information gathering systems.
Keywords: artificial intelligence, motor generator set, infrared spectrum, heat and mass transfer
References.
1. Leontiev, D., Voronkov, O., Nikitchenko, I., Sklyarov, N., & Nazarov, A. (2021). Pneumatic Power Unit for a Wheeled Vehicle. SAE Technical Paper 2021-01-0640, 2021. https://doi.org/10.4271/2021-01-0640
2. Pirker, G., & Wimmer, A. (2017). Sustainable power generation with large gas engines. Energy Conversion and Management, 149, 1048-1065. https://doi.org/10.1016/j.enconman.2017.06.023
3. Porpatham, E., Ramesh, A., & Nagalingam, B. (2013). Effect of swirl on the performance and combustion of a biogas fuelled spark ignition engine. Energy Conversion and Management, 76, 463-471. https://doi.org/10.1016/j.enconman.2013.07.071
4. Khan, I. A., Mokhlis, H., Mansor, N. N., Illias, H. A., Jamilatul Awalin, L., & Wang, L. (2023). New trends and future directions in load frequency control and flexible power system: A comprehensive review. Alexandria Engineering Journal, 71, 263-308. https://doi.org/10.1016/j.aej.2023.03.040
5. Santasnachok, M., Chinwanitcharoen, C., Ruengphrathuengsuka, W., & Sutheerasak, E. (2023). Diesel-engine generator tests fueled with ethyl and methyl esters of palm oil as catalyzed by potassium hydroxide. Energy Reports, 9, 48-55. https://doi.org/10.1016/j.egyr.2023.05.061
6. Koten, H., & Mostafa Namar, M. (2024). Artificial Intelligence in Diesel Engines. Diesel Engines. Current Challenges and Future Perspectives. IntechOpen, (pp. 1-15). https://doi.org/10.5772/intechopen.1003741
7. Müller, V. (2016). Fundamental Issues of Artificial Intelligence. https://doi.org/10.1007/978-3-319-26485-1
8. Manoylo, V., Shch, A., Migal, V., Hnatova, H., Korohodskyi, V., Zenkin, E., & Shevchenko, I. (2023). Estimating Dynamic and Flow Characteristics of Electromagnetic Dispenser for The Kraz Truck Converted to Gas. International Journal of Integrated Engineering, 15(4). https://doi.org/10.30880/ijie.2023.15.04.013
9. Manoilo, V. (2018). Study of the characteristics of the 6GCHN 13/14 automotive engine with forced induction and distributed gas supply. Scientific Bulletin of the National University of Life and Environmental Sciences of Ukraine. Series: Agricultural Engineering and Energy, (296), 143-147.
10. Lan, S., Li, Q., Guo, X., Wang, S., & Chen, R. (2022). Fuel saving potential analysis of bifunctional vehicular waste heat recovery system using thermoelectric generator and organic Rankine cycle. Energy, 125717. https://doi.org/10.1016/j.energy.2022.125717
11. Rogovyi, A., Korohodskyi, V., Khovanskyi, S., Hrechka, I., & Medvediev, Y. (2021). Optimal design of vortex chamber pump. Journal of Physics: Conference Series, 1741, 012018. https://doi.org/10.1088/1742-6596/1741/1/012018
12. Rogovyi, A. (2018). Energy performances of the vortex chamber supercharger. Energy, 163, 52-60. https://doi.org/10.1016/j.energy.2018.08.075
13. Romanenko, I., Martseniuk, Y., & Bilohub, O. (2022). Modeling the Meshing Procedure of the External Gear Fuel Pump Using a CFD Tool. Computation, 10(7), 114. https://doi.org/10.3390/computation10070114
14. Wróblewski, P., & Kachel, S. (2024). Novel Approach to Analyzing Friction Losses by Modeling the Microflow of Lubricating Oil between the Piston Rings and Cylinder in Internal Combustion Engines. Energies, 17(15), 3697. https://doi.org/10.3390/en17153697
15. Afonin, V. M., Avramenko, A. M., Levterov, A. M., Voronkov, O. I., & Vorobyov, D. V. (2024). Reducing the level of infrared radiation of a ground transport vehicle during its movement. Bulletin of the Khnadu, 104, 64-69. https://doi.org/10.30977/BUL.2219-5548.2024.104.0.64
16. Zegenhagen, M. T., & Ziegler, F. (2015). Feasibility analysis of an exhaust gas waste heat driven jet-ejector cooling system for charge air cooling of turbocharged gasoline engines. Applied Energy, 160, 221-230. https://doi.org/10.1016/j.apenergy.2015.09.057
17. Shen, Z.-G., Tian, L.-L., & Liu, X. (2019). Automotive exhaust thermoelectric generators: Current status, challenges and future prospects. Energy Conversion and Management, 195, 1138-1173.
https://doi.org/10.1016/j.enconman.2019.05.087
18. Yang, Z., Zhang, Y., Dong, Q., Lin, J., Lin, G., & Chen, J. (2018). Maximum power output and parametric choice criteria of a thermophotovoltaic cell driven by automobile exhaust. Renewable Energy, 121, 28-35. https://doi.org/10.1016/j.renene.2018.01.009
19. Güneş, H., & Kunt, M. A. (2022). A Study on the Design and Performance Analysis of an Air-Cooled Waste Heat Recovery System for Use in Motorcycle Engines. The International Journal of Materials and Engineering Technology (TIJMET), 5(1), 53-60.
20. Ahmad, J., Awais, M., Rashid, U., Ngamcharussrivichai, C., Raza Naqvi, S., & Ali, I. (2023). A systematic and critical review on effective utilization of artificial intelligence for bio-diesel production techniques. Fuel, 338, 127379. https://doi.org/10.1016/j.fuel.2022.127379
21. Wróblewski, P., Świątek, P., Kachel, S., & Zyska, T. (2023). Development and research of a hybrid power unit for ultralight aircraft: an innovative approach to energy efficiency and operational flexibility. Combustion Engines. https://doi.org/10.19206/ce-174721
22. Timoshevsky, B. G., Tkach, M. R., & Shalapko, D. O. (2016). Improved performance characteristics of diesel engines with additional water. Water transport, (2), 24-28.
23. Levterov, A. M. (2018). Thermodynamic properties of fatty acid esters in some biodiesel fuels. Functional materials, 25(2), 308-312. https://doi.org/10.15407/fm25.02.308
24. Polyvianchuk, A., Semenenko, R., Kapustenko, P., Klemeš, J. J., & Arsenyeva, O. (2022). The efficiency of innovative technologies for transition to 4 th generation of district heating systems in Ukraine. Energy, 125876. https://doi.org/10.1016/j.energy.2022.125876
25. Polyvianchuk, A., Malyarenko, V., Semenenko, R., Gura, K., Sabev Varbanov, P., & Arsenyeva, O. (2023). The general-purpose approach for estimation of residential heating systems efficiency using the various energy sources. Energy and Buildings, 113390. https://doi.org/10.1016/j.enbuild.2023.113390
26. Liu, Y., Lei, J., Chen, J., Wen, J., Jiang, X., & Peng, H. (2024). Research on lightweight design method of diesel engine steel piston based on heat transfer characteristics. Applied Thermal Engineering, 248, 123344. https://doi.org/10.1016/j.applthermaleng.2024.123344
27. Liu, Y., Lei, J., Chen, J., Wang, D., Yang, H., Song, G., Hou, Q., & Zhao, H. (2025). A study on the co-optimization design method of diesel engine in-cylinder combustion performance and steel piston heat transfer characteristics: A new pit array combustion chamber structure. Applied Thermal Engineering, 261, 125112. https://doi.org/10.1016/j.applthermaleng.2024.125112
28. Avramenko, A., Afonin, V., Voronkov, O., Garyachevska, I., Dmitriev, I., Levterov, A., …, & Podrygalo, M. (2024). Design of an Ejection Gas-Air Cooler (Ukrainian Patent No. 156699). Kharkiv National Automobile and Highway University.
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