Autors: Notton G., Lazarov, V. D., Stoyanov, L. S.
Title: Optimal sizing of a grid-connected PV system for various PV module technologies and inclinations, inverter efficiency characteristics and locations
Keywords: Grid-connected photovoltaic system optimization, PV technologies, Inverter, PV/Inverter sizing ration, Inclination, Energy performance

Abstract: An optimal sizing methodology based on an energy approach is described and applied to grid-connected photovoltaic systems taking into account the photovoltaic module echnology and inclination, the inverter type and the location. A model describing the efficiency for m-Si, p-Si, a-Si and CIS is used. The method has been applied on various eteorological stations in Bulgaria and Corsica (France). The main parameter affecting the sizing is the inverter efficiency curve. The influence of the PV module technology seems less important except for amorphous photovoltaic modules for which special remarks have been made. The inclination on the PV system influences the performances particularly when the inverter is undersized compared to the PV peak power.

References

    Issue

    Renewable Energy, vol. 35, issue 2, pp. 541-554, 2010, United States, Elsevier, ISSN 0960-1481

    Copyright Elsevier

    Цитирания (Citation/s):
    1. Cheng, P., Liang, N., Li, R., Lan, H., Cheng, Q., Analysis of influence of ship roll on ship power system with renewable energy, Energies 13(1),1 - 2019 - в издания, индексирани в Scopus или Web of Science
    2. Alshafeey, M., Csaba, C., A Case Study of Grid-Connected Solar Farm Control Using Artificial Intelligence Genetic Algorithm to Accommodate Peak Demand, Journal of Physics: Conference Series 1304(1),012017 - 2019 - в издания, индексирани в Scopus или Web of Science
    3. Zidane, T.E.K., Adzman, M.R.B., Tajuddin, M.F.N., Mat Zali, S., Durusu, A., Optimal configuration of photovoltaic power plant using grey wolf optimizer: A comparative analysis considering CdTe and c-Si PV modules, Solar Energy 188, pp. 247-257 - 2019 - в издания, индексирани в Scopus или Web of Science
    4. Alsharif, M.H., Younes, M.K., Evaluation and forecasting of solar radiation using time series adaptive neuro-fuzzy inference system: Seoul city as a case study, IET Renewable Power Generation 13(10), pp. 1711-1723 - 2019 - в издания, индексирани в Scopus или Web of Science
    5. Tilahun, F.B., Bhandari, R., Mamo, M., Supply optimization based on society's cost of electricity and a calibrated demand model for future renewable energy transition in Niger, Energy, Sustainability and Society 9(1),31 - 2019 - в издания, индексирани в Scopus или Web of Science
    6. Belouda, M., Sliti, H., Hajjaji, M., Mami, A., Multiobjective optimization of a photovoltaic system generation with hydraulic storage in remote areas, Environmental Progress and Sustainable Energy 38(4),13095 - 2019 - в издания, индексирани в Scopus или Web of Science
    7. Stoyanov, L., Govedarski, I., Lazarov, V., Sizing of PV based power supply for irrigation system - Application in Sandanski, Bulgaria, 2019 16th Conference on Electrical Machines, Drives and Power Systems, ELMA 2019 - Proceedings 8771658 - 2019 - в издания, индексирани в Scopus или Web of Science
    8. Väisänen, J., Kosonen, A., Ahola, J., Sallinen, T., Hannula, T., Optimal sizing ratio of a solar PV inverter for minimizing the levelized cost of electricity in Finnish irradiation conditions, Solar Energy 185, pp. 350-362 - 2019 - в издания, индексирани в Scopus или Web of Science
    9. Perera, A.T.D., Wickramasinghe, P.U., Nik, V.M., Scartezzini, J.-L., Machine learning methods to assist energy system optimization, Applied Energy 243, pp. 191-205 - 2019 - в издания, индексирани в Scopus или Web of Science
    10. Bakhshi-Jafarabadi, R., Sadeh, J., Soheili, A., Global optimum economic designing of grid-connected photovoltaic systems with multiple inverters using binary linear programming, Solar Energy 183, pp. 842-850 - 2019 - в издания, индексирани в Scopus или Web of Science
    11. Najjar, M.K., Qualharini, E.L., Hammad, A.W.A., Boer, D., Haddad, A., Framework for a systematic parametric analysis to maximize energy output of PV modules using an experimental design, Sustainability (Switzerland) 11(10),2992 - 2019 - в издания, индексирани в Scopus или Web of Science
    12. Padmanathan, K., Govindarajan, U., Ramachandaramurthy, V.K., (...), Xavier, S., Periasamy, S.K., A sociocultural study on solar photovoltaic energy system in India: Stratification and policy implication, Journal of Cleaner Production 216, pp. 461-481 - 2019 - в издания, индексирани в Scopus или Web of Science
    13. Anowar, M.H., Roy, P., A Modified Incremental Conductance Based Photovoltaic MPPT Charge Controller, 2nd International Conference on Electrical, Computer and Communication Engineering, ECCE 2019 8679308 - 2019 - в издания, индексирани в Scopus или Web of Science
    14. Elsayed, N.M., Swief, R.A., Abdellatif, S.O., Abdel-Salam, T.S., Photovoltaic Applications for Lighting Load Energy Saving: Case Studies, Educational Building, Proceedings of 2019 International Conference on Innovative Trends in Computer Engineering, ITCE 2019 8646485, pp. 564-569 - 2019 - в издания, индексирани в Scopus или Web of Science
    15. Ma, T., Javed, M.S., Integrated sizing of hybrid PV-wind-battery system for remote island considering the saturation of each renewable energy resource, Energy Conversion and Management 182, pp. 178-190 - 2019 - в издания, индексирани в Scopus или Web of Science
    16. Duchaud, J.-L., Notton, G., Darras, C., Voyant, C., Multi-Objective Particle Swarm optimal sizing of a renewable hybrid power plant with storage, Renewable Energy 131, pp. 1156-1167 - 2019 - в издания, индексирани в Scopus или Web of Science
    17. Albert-Seifried, S., Seifried, D., Albert-Seifried, V., An integrated PV system analysis tool for households incorporating battery storage, energy-efficiency measures and electric car charging, Eceee Summer Study Proceedings 2019-June, pp. 313-320 - 2019 - в издания, индексирани в Scopus или Web of Science
    18. Sánchez, C., Bloch, L., Holweger, J., Ballif, C., Wyrsch, N., Optimised heat pump management for increasing photovoltaic penetration into the electricity grid, Energies 12(8),en12081571 - 2019 - в издания, индексирани в Scopus или Web of Science
    19. Englberger, S., Hesse, H., Kucevic, D., Jossen, A., A techno-economic analysis of vehicle-to-building: Battery degradation and efficiency analysis in the context of coordinated electric vehicle charging, Energies 12(5),955 - 2019 - в издания, индексирани в Scopus или Web of Science
    20. Lulbadda, K.T., Hemapala, K.T.M.U., The additional functions of smart inverters, AIMS Energy 7(6), pp. 971-988 - 2019 - в издания, индексирани в Scopus или Web of Science
    21. Bouaichi, A., El Amrani, A., Ouhadou, M., Lfakir, A., Messaoudi, C., In-situ performance and degradation of three different photovoltaic module technologies installed in arid climate of Morocco, Energy, vol. 190, 116368 - 2020 - в издания, индексирани в Scopus или Web of Science
    22. Kucevic, D., Truong, C.N., Jossen, A., Hesse, H.C., Lithium-ion battery storage design for buffering fast charging stations for battery electric vehicles and electric buses, NEIS 2018 - Conference on Sustainable Energy Supply and Energy Storage Systems, pp. 150-155 - 2020 - в издания, индексирани в Scopus или Web of Science
    23. Truong, C.N., Viernstein, L., Schimpe, M., Witzmann, R., Jossen, A., Hesse, H.C., Maximizing solar home battery systems' contribution to the energy transition of the power system, NEIS 2017 - Conference on Sustainable Energy Supply and Energy Storage Systems, pp. 133-140 - 2020 - в издания, индексирани в Scopus или Web of Science
    24. Collath, N., Englberger, S., Jossen, A., Hesse, H., Reduction of battery energy storage degradation in peak shaving operation through load forecast dependent energy management, NEIS 2020 - Conference on Sustainable Energy Supply and Energy Storage Systems, pp. 249-254 - 2020 - в издания, индексирани в Scopus или Web of Science
    25. Awad, H., Salim, K.M.E., Gül, M., Multi-objective design of grid-tied solar photovoltaics for commercial flat rooftops using particle swarm optimization algorithm, Journal of Building Engineering, vol. 28, 101080 - 2020 - в издания, индексирани в Scopus или Web of Science
    26. Kiwan, S., Ahmad, H., Alkhalidi, A., Wahib, W.O., Al-Kouz, W., Photovoltaic Cooling Utilizing Phase Change Materials, E3S Web of Conferences, vol. 160, 02004 - 2020 - в издания, индексирани в Scopus или Web of Science
    27. Gudmunds, D., Nyholm, E., Taljegard, M., Odenberger, M., Self-consumption and self-sufficiency for household solar producers when introducing an electric vehicle, Renewable Energy, vol. 148, pp. 1200-1215 - 2020 - в издания, индексирани в Scopus или Web of Science
    28. Kucevic, D., Tepe, B., Englberger, S., Parlikar, A., Muhlbauer, M., Bohlen, O., Jossen, A., Hesse, H., Standard battery energy storage system profiles: Analysis of various applications for stationary energy storage systems using a holistic simulation framework, Journal of Energy Storage, vol. 28, 101077 - 2020 - в издания, индексирани в Scopus или Web of Science
    29. Mayer, M.J., Gróf, G., Techno-economic optimization of grid-connected, ground-mounted photovoltaic power plants by genetic algorithm based on a comprehensive mathematical model, Solar Energy, vol. 202, pp. 210-226 - 2020 - в издания, индексирани в Scopus или Web of Science
    30. Gunawan, A., Singh, A.K., Simmons, R.A., Haynes, M.W., Limia, A., Ha, J.M., Kottke, P.A., Fedorov, A.G., Lee, S.W., Yee, S.K., A Cost-Performance Analysis of a Sodium Heat Engine for Distributed Concentrating Solar Power, Advanced Sustainable Systems, vol. 4, issue 6, 1900104 - 2020 - в издания, индексирани в Scopus или Web of Science
    31. Zidane, T.E.K., Adzman, M.R., Tajuddin, M.F.N., Zali, S.M., Durusu, A., Mekhilef, S., Optimal design of photovoltaic power plant using hybrid optimisation: A case of South Algeria, Energies, vol. 13, issue 11, 2776 - 2020 - в издания, индексирани в Scopus или Web of Science
    32. Rozzi, M., Mascherpa, M., Grimaccia, F., Leva, S., Hybrid Renewable Power System for Radio Networks in Mission Critical Applications, Proceedings - 2020 IEEE International Conference on Environment and Electrical Engineering and 2020 IEEE Industrial and Commercial Power Systems Europe, EEEIC / I and CPS Europe 2020, 9160572 - 2020 - в издания, индексирани в Scopus или Web of Science
    33. Wang, B., Tan, Z., Performance Evaluation Method of Grid-connected Photovoltaic Inverter for Typical Type-Ⅰ Irradiation Area of China | [中国典型Ⅰ类辐照地区的光伏并网逆变器性能评价方法], Dianli Xitong Zidonghua/Automation of Electric Power Systems, vol. 44, issue 12, pp. 139-145 - 2020 - в издания, индексирани в Scopus или Web of Science
    34. Liang, W., Wang, G., Yao, X., Controller Design of Negative Pressure Adsorption System for Crawling Robot, Proceedings of the 32nd Chinese Control and Decision Conference, CCDC 2020, 9164617, pp. 161-164 - 2020 - в издания, индексирани в Scopus или Web of Science
    35. Datta, A., Sarker, R., Improvements to the H5 inverter topology for transformer-less grid-photovoltaic interface applications, IET Renewable Power Generation, vol. 14, issue 11, pp. 1873-1882 - 2020 - в издания, индексирани в Scopus или Web of Science
    36. Montano, J., Tobón, A.F., Villegas, J.P., Durango, M., Grasshopper optimization algorithm for parameter estimation of photovoltaic modules based on the single diode model, International Journal of Energy and Environmental Engineering, vol. 11, issue 3, pp. 367-375 - 2020 - в издания, индексирани в Scopus или Web of Science
    37. Yousif, M., Ai, Q., Gao, Y., Wattoo, W.A., Jiang, Z., Hao, R., An optimal dispatch strategy for distributed microgrids using PSO, CSEE Journal of Power and Energy Systems, vol. 6, issue 3, 8735430, pp. 724-734 - 2020 - в издания, индексирани в Scopus или Web of Science
    38. Medyakov, A.A., Lastochkin, D.M., Kamenskih, A.D., Garipov, I.K., Ostashenkov, A.P., Mathematical modeling of a PV installation for rural electrification, IOP Conference Series: Earth and Environmental Science, vol. 548, issue 3, 032041 - 2020 - в издания, индексирани в Scopus или Web of Science
    39. Al-Majidi, S.D., Abbod, M.F., Al-Raweshidy, H.S., Maximum Power Point Tracking Technique based on a Neural-Fuzzy Approach for Stand-alone Photovoltaic System, UPEC 2020 - 2020 55th International Universities Power Engineering Conference, Proceedings, 9209758 - 2020 - в издания, индексирани в Scopus или Web of Science
    40. Moji, L.P., Kusakana, K., Numbi, B.P., Sizing and Operation Control of a Grid-Interactive Photovoltaic-Battery-Diesel System for Commercial Buildings, 6th IEEE International Energy Conference, ENERGYCon 2020, 9236449, pp. 401-406 - 2020 - в издания, индексирани в Scopus или Web of Science
    41. Pereira, L., Cavaleiro, J., Barros, L., Economic assessment of solar-powered residential battery energy storage systems: The case of Madeira island, Portugal, Applied Sciences (Switzerland), vol. 10, issue 20, 7366, pp. 1-20 - 2020 - в издания, индексирани в Scopus или Web of Science
    42. Lin, S., Ma, T., Shahzad Javed, M., Prefeasibility study of a distributed photovoltaic system with pumped hydro storage for residential buildings, Energy Conversion and Management, vol. 222, 113199 - 2020 - в издания, индексирани в Scopus или Web of Science
    43. Imai, H.E., Bósio, L.F., da Silva, A.A., Berto, L.K., Yamaguchi, N.U., Herek Rezende, L.C.S., Computational simulation as an optimization tool for photovoltaic solar energy generation | [Simulação computacional como ferramenta de otimização na geração de energia solar fotovoltaica], Urbe, vol. 12, e20190343 - 2020 - в издания, индексирани в Scopus или Web of Science
    44. Usman, Z., Tah, J., Abanda, H., Nche, C., A critical appraisal of pv‐systems’ performance, Buildings, vol. 10, issue 11, 192, pp. 1-23 - 2020 - в издания, индексирани в Scopus или Web of Science
    45. Castrillón-Mendoza, R., Manrique-Castillo, P.A., Rey-Hernández, J.M., Rey-Martínez, F.J., González-Palomino, G., PV energy performance in a sustainable campus, Electronics (Switzerland), vol. 9, issue 11, 1874, pp. 1-24 - 2020 - в издания, индексирани в Scopus или Web of Science
    46. Leva, S., Grimaccia, F., Rozzi, M., Mascherpa, M., Hybrid power system optimization in mission-critical communication, Electronics (Switzerland), vol. 9, issue 11, 1971, pp. 1-19 - 2020 - в издания, индексирани в Scopus или Web of Science
    47. Tazay, A.F., A Comparison of Techno-economic Analysis of a Hybrid Renewable Energy Supply Options for Grid-connected Buildings : Case Study, 2020 2nd International Sustainability and Resilience Conference: Technology and Innovation in Building Designs, 9319929 - 2020 - в издания, индексирани в Scopus или Web of Science
    48. Deakin, M., Morstyn, T., McCulloch, M., Control of Pervasive Domestic-Scale Inverters for Minimizing Total Feeder Power, Electric Power Systems Research, vol. 189, 106770 - 2020 - в издания, индексирани в Scopus или Web of Science
    49. Górnowicz, R., Castro, R., Optimal design and economic analysis of a PV system operating under Net Metering or Feed-In-Tariff support mechanisms: A case study in Poland, Sustainable Energy Technologies and Assessments, vol. 42, 100863 - 2020 - в издания, индексирани в Scopus или Web of Science
    50. Zaghba, L., Khennane, M., Fezzani, A., Hadj Mahammed, I., Borni, A., A combined theoretical and experimental performance analysis of a grid-tied photovoltaic system in semi-arid climate : a case study in Ghardaia, Algeria, International Journal of Green Energy, vol. 17, issue 15, pp. 961-978 - 2020 - в издания, индексирани в Scopus или Web of Science
    51. de Oliveira, R., Borges, C.L.T., Influence of photovoltaic generation model and time resolution on the reliability evaluation of distribution systems, International Journal of Energy Research, vol. 45, issue 1, pp. 864-878 - 2021 - в издания, индексирани в Scopus или Web of Science
    52. Mayer, M.J., Szilágyi, A., Gróf, G., Ecodesign of ground-mounted photovoltaic power plants: Economic and environmental multi-objective optimization, Journal of Cleaner Production, vol. 278, 123934 - 2021 - в издания, индексирани в Scopus или Web of Science
    53. Omar, M.A., Mahmoud, M.M., Improvement approach for matching pv-array and inverter of grid connected pv systems verified by a case study, International Journal of Renewable Energy Development, vol. 10, issue 4, pp. 687-697 - 2021 - в издания, индексирани в Scopus или Web of Science
    54. Denwigwe, I.H., Akinde-Peters, J.D., Babatunde, O.M., Samson Adedoja, O., Taiwo, I.A., Adedoja, T.B., An Android-based mobile platform for understanding Residential PV system sizing, African Journal of Science, Technology, Innovation and Development - 2021 - в издания, индексирани в Scopus или Web of Science
    55. Satpathy, P.R., Panda, S., Mahmoud, A., Sharma, R., Optimal design and performance survey of a 100kWPgrid-connected PV plant for installation near the top ranked Green City of India, 1st Odisha International Conference on Electrical Power Engineering, Communication and Computing Technology, ODICON 2021, 9428966 - 2021 - в издания, индексирани в Scopus или Web of Science
    56. Oliveira, R., Borges, C.L.T., A comparison of photovoltaic models for estimating power generation: a case study of Brazilian data, Clean Technologies and Environmental Policy, vol. 23, issue 2, pp. 517-530 - 2021 - в издания, индексирани в Scopus или Web of Science
    57. Biroon, R.A., Abdollahi, Z., Hadidi, R., Inverter's nonlinear efficiency and demand-side management challenges, IEEE Power Electronics Magazine, vol. 8, issue 1, 9359843, pp. 49-54 - 2021 - в издания, индексирани в Scopus или Web of Science
    58. Schmid, F., Winzer, J., Pasemann, A., Behrendt, F., An open-source modeling tool for multi-objective optimization of renewable nano/micro-off-grid power supply system: Influence of temporal resolution, simulation period, and location, Energy, vol. 219, 119545 - 2021 - в издания, индексирани в Scopus или Web of Science
    59. Brodziński, Z., Brodzińska, K., Szadziun, M., Photovoltaic farms—economic efficiency of investments in North-East Poland, Energies, vol. 14, issue 8, 2087 - 2021 - в издания, индексирани в Scopus или Web of Science
    60. Bobkov, V.A., Elistratov, V.V., Simulation of Photovoltaic Module Operation Modes and Tilt Angle Optimization According to the Criterion of Maximum Electricity Generation, Applied Solar Energy (English translation of Geliotekhnika), vol. 57, issue 3, pp. 233-241 - 2021 - в издания, индексирани в Scopus или Web of Science
    61. Wang, M., Peng, J., Luo, Y., Shen, Z., Yang, H., Comparison of different simplistic prediction models for forecasting PV power output: Assessment with experimental measurements, Energy, vol. 224, 120162 - 2021 - в издания, индексирани в Scopus или Web of Science
    62. Teo, Y.L., Go, Y.I., Techno-economic-environmental analysis of solar/hybrid/storage for vertical farming system: A case study, Malaysia, Renewable Energy Focus, vol. 37, pp. 50-67 - 2021 - в издания, индексирани в Scopus или Web of Science
    63. Mohammadi, E., Moschopoulos, G., Optimization of PV array-to-inverter power ratio in grid-connected systems to maximize system profit, Conference Proceedings - IEEE Applied Power Electronics Conference and Exposition - APEC, pp. 2084-2089 - 2021 - в издания, индексирани в Scopus или Web of Science
    64. Hara, S., Yoshioka, T., Exclusion of PV Inverter Measurement Data Affected by Power Clipping and Detection of String Disconnection, Conference Record of the IEEE Photovoltaic Specialists Conference, pp. 979-981 - 2021 - в издания, индексирани в Scopus или Web of Science
    65. Ollas, P., Thiringer, T., Chen, H., Markusson, C., Increased photovoltaic utilisation from direct current distribution: Quantification of geographical location impact, Progress in Photovoltaics: Research and Applications, vol. 29, issue 7, pp. 846-856 - 2021 - в издания, индексирани в Scopus или Web of Science
    66. Kucevic, D., Englberger, S., Sharma, A., Trivedi, A., Tepe, B., Schachier, B., Hesse, H., Srinivasan, D., Jossen, A., Reducing grid peak load through the coordinated control of battery energy storage systems located at electric vehicle charging parks, Applied Energy, vol. 295, 116936 - 2021 - в издания, индексирани в Scopus или Web of Science
    67. Fardi Asrami, R., Sohani, A., Saedpanah, E., Sayyaadi, H., Towards achieving the best solution to utilize photovoltaic solar panels for residential buildings in urban areas, Sustainable Cities and Society, vol. 71, 102968 - 2021 - в издания, индексирани в Scopus или Web of Science
    68. Chacko, S., Patel, R.N., Bansal, R.C., Design aspects of solar PV Modules, selection of battery, and protection schemes, Handbook Of Renewable Energy Technology & Systems, pp. 265-291 - 2021 - в издания, индексирани в Scopus или Web of Science
    69. Dhlamini, N., Sibanyoni, M., Chowdhury, S.P.D., Solar PV Single-Phase supply systems, Handbook Of Renewable Energy Technology & Systems, pp. 293-312 - 2021 - в издания, индексирани в Scopus или Web of Science
    70. Bouzidi, M., Harrouz, A., Mohammed, T., Mansouri, S., Short and open circuit faults study in the PV system inverter, International Journal of Power Electronics and Drive Systems, vol. 12, issue 3, pp. 1764-1771 - 2021 - в издания, индексирани в Scopus или Web of Science
    71. Parlikar, A., Truong, C.N., Jossen, A., Hesse, H., The carbon footprint of island grids with lithium-ion battery systems: An analysis based on levelized emissions of energy supply, Renewable and Sustainable Energy Reviews, vol. 149, 111353 - 2021 - в издания, индексирани в Scopus или Web of Science
    72. Ketjoy, N., Chamsa-ard, W., Mensin, P., Analysis of factors affecting efficiency of inverters: Case study grid-connected PV systems in lower northern region of Thailand, Energy Reports, vol. 7, pp. 3857-3868 - 2021 - в издания, индексирани в Scopus или Web of Science
    73. Mohd Jasni, M.S., Choong, J.S., Wan Abd Rashid, W.E.S., Abdul Wahab, Y., Wan Muhamad Hatta, S.F., Performance analysis of indium antimonide thermophotovoltaic system with varied material and geometrical properties, Microelectronics Reliability, vol. 126, 114325 - 2021 - в издания, индексирани в Scopus или Web of Science
    74. Wang, L., Shi, J., Wu, Y., Zhang, Q., Zhang, F., Zhang, Z., Research on optimal capacity ratio of module and inverter based on reliability of photovoltaic system | [基于光伏系统可靠性的组件与逆变器最优容配比研究], Taiyangneng Xuebao/Acta Energiae Solaris Sinica, vol. 42, issue 12, pp. 498-504 - 2021 - в издания, индексирани в Scopus или Web of Science
    75. Abu-Hamdeh, N.H., Khorasani, S., Oztop, H.F., Alnefaie, K.A., Numerical analysis on heat transfer of a pyramid-shaped photovoltaic panel, Journal of Thermal Analysis and Calorimetry, vol. 147, issue 2, pp. 1727-1738 - 2022 - в издания, индексирани в Scopus или Web of Science
    76. Khezri, R., Mahmoudi, A., Aki, H., Optimal planning of solar photovoltaic and battery storage systems for grid-connected residential sector: Review, challenges and new perspectives, Renewable and Sustainable Energy Reviews, vol. 153, 111763 - 2022 - в издания, индексирани в Scopus или Web of Science
    77. Bisoyi, S.K., Maurya, S., Binod, S., Srivastava, A., Baluni, A., Performance of Grid-Connected Photovoltaic and Its Impact: A Review, Lecture Notes in Networks and Systems, vol. 334, pp. 331-341 - 2022 - в издания, индексирани в Scopus или Web of Science

    Вид: статия в списание, публикация в издание с импакт фактор