Research Article
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Year 2025, Volume: 13 Issue: 3, 856 - 879, 01.09.2025
https://doi.org/10.36306/konjes.1606885

Abstract

References

  • M.M. Cavalcante, J.L.D. Silva, Villalva, M.G. and M.P.F. Lins, “Performance analysis of a solar photovoltaic power plant”, 2019 IEEE PES Innovative Smart Grid Technologies Conference - Latin America (ISGT Latin America), pp. 1-5, 2019. doi: 10.1109/ISGT-LA.2019.8894937.
  • D. Choudhary, M. Tripathi, and R. Shankar, ‘Reliability, availability and maintainability analysis of a cement plant: a case study’, Int. J Qual. Reliab Manag. (2019).https ://doi.org/10.1108/ IJQRM-10-2017-0215.
  • F. Corvaro, G. Giacchetta, B, Marchetti, and M. Recanati, ‘Reliability, availability, maintainability (RAM) study, on reciprocating compressors API 618’, Petroleum, Vol. 3, No. 5, pp.266–272, (2017). https://doi.org/10.1016/j.petlm.2016.09.002.
  • O. Dahiya, A. Kumar, and M. Saini, ‘Mathematical modeling and performance evaluation of A-Pan crystallization system in a sugar industry’, SN Appl. Sci., (2019). https://doi.org/10.1007/ s42452-019-0348-0
  • M.U.Danjuma, B., Yusuf, and I. Yusuf, ‘’Reliability, Availability, Maintainability, and Dependability Analysis of Cold Standby SeriesParallel System’’, Journal of Computational and Cognitive Engineering, 1-8. (2022). DOI: 10.47852/bonviewJCCE2202144
  • L. De Oliveira-Assis, E.P. Soares-Ramos, R. Sarrias-Mena, P. García-Triviño, E. González-Rivera, H. Sánchez-Sainz, F. Llorens-Iborra, and L.M. Fernández-Ramírez, ‘’Simplified model of battery energy-stored quasi-Z-source inverter-based photovoltaic power plant with twofold energy management system’’, Energy 244:122563, (2022).
  • H. El-Kharaza, K. Khallakib, M.S. Kadiric, and K. Choukairy,“Performance’s improvement methods of PV solar panel by different cooling systems: a review of experimental and numerical studies”, AIP Conference Proceedings, Vol. 2345, 020039, (2021), doi: 10.1063/5.0049573
  • K.M. Fetyan, and R. Hady, “Performance evaluation of on-grid PV systems in Egypt”, Water Science, Vol. 35 No. 1, pp. 63-70, (2021), doi: 10.1080/23570008.2021.1905347.
  • E.A. Gouda, M.K., Kotb, and D.A. Elalfy, “Modelling and performance analysis for a PV system based MPPT using advanced techniques”, European Journal of Electrical and Computer Engineering, Vol. 3 No. 1,(2019), doi: 10.24018/ejece.2019.3.1.47.
  • D. Goyal, A. Kumar, M. Saini, and H. Joshi, ‘’Reliability, maintainability and sensitivity analysis of physical processing unit of sewage treatment plant’’, SN Appl Sci 1:1507, (2019), https://doi.org/10.1007/ s42452-019-1544-7
  • N. Gupta, M. Saini and A. Kumar, ‘’Behavioral analysis of cooling tower in steam turbine power plant using reliability, availability, maintainability and dependability investigation’’. J Eng Sci Technol Rev 2020; 13:191–198.
  • N. Gupta, A. Kumar, and M. Saini, ‘Reliability and maintainability investigation of generator in steam turbine power plant using RAMD analysis’, Journal of Physics,(2021) , DOI: 10.1088/1742-6596/1714/1/012009.
  • T. Hou,C.Y. Zhang,and H.X. Niu, ‘’Quasi-Z source inverter control of PV grid-connected based on fuzzy PCI;;. J Elect Sci Technol 19(3):100021, (2021).
  • A.M. Iggi,and I. Yusuf, ‘’RAMD analysis of mixed standby serial manufacturing system’’, Sigma J Eng Nat Sci, Vol. 42, No. 4, 1116-1132. (2024),DOI: 10.14744/sigma.2024.00092
  • H.P. Jagtap,A.K. Bewoor, R. Kumar,M.H. Ahmadi, M.E., Assad, and M. Sharifpur, ‘RAM analysis and availability optimization of thermal power plant water circulation systemusing PSO’, Energy Reports, Vol. 7, pp.1133–1153 [online] , (2021), https://doi.org/10.1016/j.egyr.2020.12.025
  • B. Jakkula, G. Mandela, and S. Chivukula, ‘Reliability, availability and maintainability (RAM) investigation of load haul dumpers (LHDs): a case study’, Int. J. Syst. Assur. Eng. Manag., Vol. 13, pp.504–515, (2022) ,https://doi.org/10.1007/s13198-021-01154-3.
  • J. Kim, H. Lee, M. Choi, D. Kim, and J. Yoon, ‘’ Long-term power performance evaluation of vertical building integrated photovoltaic system’’ Renew Sustain Energy Rev 206:11487,(2024).
  • N. Kumar, and P.C. Tewari, ‘A review on the reliability, availability and maintainability(RAM) approaches in conceptual progress design’, Proceedings of the International, Conference on Industrial Engineering and Operations Management, Bandung, Indonesia, 6–8 March, (2018)
  • A. Kumar, R. Singh, M. Saini, and O. Dahiya, ‘’Reliability, availability and maintainability analysis to improve the operational performance of soft water treatment and supply plant’’, Journal of Engineering Science and Technology Review 13 (5), 183 – 192, (2020).
  • A. Kumar, M. Saini,R.B. Patil, S. Al-Dahidi, and M.A. Mellal, ‘Reliability, availability, maintainability, and dependability analysis of tube-wells integrated with underground pipelines in agricultural fields for irrigation’, Advances in Mechanical Engineering, Vol. 14, No. 8, pp.1–17, (2022), DOI: 10.1177/16878132221115931.
  • A.S. Maihulla, I. Yusuf, I. andM.K.B. Chong,’’ Reliability Evaluation of Cement Production System Using RAM Analyses’’, Int. J. Appl. Comput. Math 11, 118 (2025). https://doi.org/10.1007/s40819-025-01945-3
  • A.S. Maihulla, I. Yusuf and I.S. Bala, ‘’Performance evaluation of complex reverse osmosis machine system in water purification using reliability, availability, maintainability and dependability analysis’’, Reliab Theory Appl 16(3):155–131,(2021a)
  • A.S. Maihulla, I. Yusuf and I.S. Bala, ‘’Performance analysis of K out of N reverse osmosis (RO) system in the treatment of waste water using RAMD analysis’’, .Int J Reliab Risk Saf Theory Appl 3(1):85–93. (2021b), https://doi.org/10.30699/IJRR.4.1.11
  • A.S. Maihulla, and I. Yusuf, ‘’Reliability and Performance Analysis of a Series-Parallel Photovoltaic System with Human Operators Using Gumbel Hougaard Family Copula’’, Proceedings of September 2020 57th Annual National Conference (Mathematics Science), Mathematical Association of Nigeria (M A N). (2021c),ISBN: 97-35224-6-9
  • A.S. Maihulla, and I. Yusuf, ‘’ Reliability, availability, maintainability and dependability analysis of photovoltaic systems’’, Life Cycle Reliab Saf Eng 1:1,(2022a).
  • A.S. Maihulla,I.. Yusuf, and M.S. Isa, "Reliability modeling and performance evaluation of solar photovoltaic system using Gumbel–Hougaard family copula", International Journal of Quality & Reliability Management, Vol. 39 No. 8, pp. 2041-2057.(2022b), https://doi.org/10.1108/IJQRM-03-2021-0071
  • A.S. Maihulla, I. Yusuf, and I.S. Bala, ‘’Weibull comparison based on reliability, availability, maintainability and dependability (RAMD) analysis’’, Reliab Theory Appl 18(1):120–132. (2023), https://doi.org/10. 24412/1932-2321-2023-172-120-132
  • M. Musa, I. Yusuf, and A.U. Dakingari, ‘’Performance analysis of solar water pumping system through RAMD’’, Life Cycle Reliability and Safety Engineering, (2023), https://doi.org/10.1007/s41872-023-00237-3
  • S. Ostovar, A. Esmaeili-Nezhad, M. Moeini-Aghtaie, and M. Fotuhi-Firuzabad, ‘’Reliability assessment of distribution system with the integration of photovoltaic and energy storage systems. Sustainable Energy’’, Grids and Networks 28:100554, (2021).
  • R.B. Patil, M.A. Mellal, A.K. Bewoor, A.K and S. Al-Dahidi, ‘’Reliability, Maintainability, and Availability Analysis of a Computerized Numerical Control Machine Tool Using Markov Chains’’, Acta Polytechnica Hungarica, 18(6), 45-70, (2021).
  • S. Radu, and F. Cosson, ‘’Reliability, Availability, Maintainability, and Safety: methods and tools for space missions’’ CEAS Space J 16, 139–141 (2024). https://doi.org/10.1007/s12567-024-00546-y
  • A. Rexy, R. Seyezhai,D. Umarani, And R. Sujatha, ‘’Reliability assessment of photovoltaic quasi Z-source inverter through stochastic modeling’’ Electr Eng (2024). https://doi.org/10.1007/s00202-024-02844-4
  • M. Saini, and A. Kumar, ‘’Performance analysis of evaporation system in sugar industry using RAMD analysis’’, J Braz Soc Mech Sci Eng 2019; 41: 1–10.
  • Saini, M., Kumar, A., & Shankar, V. G. (2020). A study of microprocessor systems using RAMD approach. Life Cycle Reliability and Safety Engineering. https://doi.org/10.1007/ s41872-020-00114-3.
  • A. Sanusi, and I. Yusuf, ‘’Reliability, availability, maintainability, and dependability (RAMD) analysis of computer based test (CBT) network system’’, RT&A, 16(3), 99–114. (2021), https//doi.org/10.24412/1932-2321-2021-363-99-114
  • H. Soltanali, A.H. Garmabaki, and A. Thaduri A, ‘’Sustainable production process: an application of reliability, availability, and maintainability methodologies in automotive manufacturing’’, Proc IMechE, Part O: J Risk and Reliability 2019; 233: 682–697
  • P. Tsarouhas, ‘Reliability, availability and maintainability (RAM) analysis for wine packaging production line’, Int. J. Qual. Reliab. Manag., Vol. 35, No. 3, pp.821–842.(2018a)
  • P. Tsarouhas, ‘Reliability, availability and maintainability-RAM analysis of cake production lines: a case study’, Int. J. Data Anal. Tech. Strateg., Vol. 10, No. 4, pp.381–405. (2018b)
  • P. Tsarouhas, ‘Reliability, availability and maintainability analysis of a bag production industry based on the Six Sigma DMAIC approach’, Int. J. Lean Six Sigma,(2020), DOI: 10.1108/ IJLSS-09-2019-0101
  • N.M. Usman, and I. Yusuf, ‘’Reliability, Availability, Maintainability, and Dependability of a Serial Rice Mill Plant (RMP) with the Incorporation of Coverage Factor’’. In: Garg, H. (eds) Advances in Reliability, Failure and Risk Analysis. Industrial and Applied Mathematics. Springer, Singapore. (2023).https://doi.org/10.1007/978-981-19-9909-3_17
  • R. Uswarman, and A.M. Rushdi, ‘’Reliability evaluation of rooftop solar photovoltaic using Coherent threshold systems’’, J Eng Res Rep 20(2):32–44,(2021).
  • K. Velmurugan, P. Venkumar, and R. Sudhakarapandian,’’Performance Analysis of Tyre Manufacturing System in the SMEs using RAMD approach’’, Math Probl Eng; 1–14, (2021).
  • I. Yusuf, R.I. Gatawa, and M.S. Isa, ‘’Synergistic integration of ram methodology for augmenting reliability and efficiency in solar irrigation systems: a comprehensive study for sustainable rural farming’’, Sigma J Eng Nat Sci 2024;42(6):1-17.

COMPREHENSIVE ASSESSMENT OF RAMD IN SOLAR PHOTOVOLTAIC SYSTEM

Year 2025, Volume: 13 Issue: 3, 856 - 879, 01.09.2025
https://doi.org/10.36306/konjes.1606885

Abstract

This study aims to conduct a comprehensive performance analysis of solar photovoltaic systems by evaluating key reliability metrics within the framework of Reliability, Availability, Maintainability, and Dependability. Specifically, the study seeks to enhance the system’s maintainability, reliability, dependability, and availability. The system under study comprises four subsystems—panel, controller, battery, and inverter—arranged in a series configuration. The study employs a Markovian birth-death process with differential-difference equations to model the state transitions of the four critical subsystems (panel, controller, battery, and inverter) to capture the dynamic transitions between system states over time, enabling a more realistic representation of system behavior, allows for the derivation of closed-form solutions for various reliability metrics, facilitating analytical evaluations., inclusion of exponential, Lindley, exponentiated Weibull geometric (EWG), exponentiated Lomax (EL), and exponentiated Weibull distributions (EWG) enables more flexible failure and repair rate modeling, addressing the limitations of traditional exponential assumptions, and aligns well with the maintenance strategies of solar photovoltaic systems, where components undergo periodic repair and replacement. By modeling the system using a Markovian birth-death process and incorporating advanced statistical distributions for failure and repair rates, the study aims to optimize system performance and provide insights for designing robust and sustainable solar PV architectures. Numerical experiments are conducted, and the results are presented in tables and graphs. The findings indicate optimal system performance and dependability are achieved when the overall system failure rate is minimized. This study provides valuable insights for performance analysis, guiding the design of robust system architectures and the development of effective maintenance strategies to enhance system performance, durability, production efficiency, and revenue generation.

References

  • M.M. Cavalcante, J.L.D. Silva, Villalva, M.G. and M.P.F. Lins, “Performance analysis of a solar photovoltaic power plant”, 2019 IEEE PES Innovative Smart Grid Technologies Conference - Latin America (ISGT Latin America), pp. 1-5, 2019. doi: 10.1109/ISGT-LA.2019.8894937.
  • D. Choudhary, M. Tripathi, and R. Shankar, ‘Reliability, availability and maintainability analysis of a cement plant: a case study’, Int. J Qual. Reliab Manag. (2019).https ://doi.org/10.1108/ IJQRM-10-2017-0215.
  • F. Corvaro, G. Giacchetta, B, Marchetti, and M. Recanati, ‘Reliability, availability, maintainability (RAM) study, on reciprocating compressors API 618’, Petroleum, Vol. 3, No. 5, pp.266–272, (2017). https://doi.org/10.1016/j.petlm.2016.09.002.
  • O. Dahiya, A. Kumar, and M. Saini, ‘Mathematical modeling and performance evaluation of A-Pan crystallization system in a sugar industry’, SN Appl. Sci., (2019). https://doi.org/10.1007/ s42452-019-0348-0
  • M.U.Danjuma, B., Yusuf, and I. Yusuf, ‘’Reliability, Availability, Maintainability, and Dependability Analysis of Cold Standby SeriesParallel System’’, Journal of Computational and Cognitive Engineering, 1-8. (2022). DOI: 10.47852/bonviewJCCE2202144
  • L. De Oliveira-Assis, E.P. Soares-Ramos, R. Sarrias-Mena, P. García-Triviño, E. González-Rivera, H. Sánchez-Sainz, F. Llorens-Iborra, and L.M. Fernández-Ramírez, ‘’Simplified model of battery energy-stored quasi-Z-source inverter-based photovoltaic power plant with twofold energy management system’’, Energy 244:122563, (2022).
  • H. El-Kharaza, K. Khallakib, M.S. Kadiric, and K. Choukairy,“Performance’s improvement methods of PV solar panel by different cooling systems: a review of experimental and numerical studies”, AIP Conference Proceedings, Vol. 2345, 020039, (2021), doi: 10.1063/5.0049573
  • K.M. Fetyan, and R. Hady, “Performance evaluation of on-grid PV systems in Egypt”, Water Science, Vol. 35 No. 1, pp. 63-70, (2021), doi: 10.1080/23570008.2021.1905347.
  • E.A. Gouda, M.K., Kotb, and D.A. Elalfy, “Modelling and performance analysis for a PV system based MPPT using advanced techniques”, European Journal of Electrical and Computer Engineering, Vol. 3 No. 1,(2019), doi: 10.24018/ejece.2019.3.1.47.
  • D. Goyal, A. Kumar, M. Saini, and H. Joshi, ‘’Reliability, maintainability and sensitivity analysis of physical processing unit of sewage treatment plant’’, SN Appl Sci 1:1507, (2019), https://doi.org/10.1007/ s42452-019-1544-7
  • N. Gupta, M. Saini and A. Kumar, ‘’Behavioral analysis of cooling tower in steam turbine power plant using reliability, availability, maintainability and dependability investigation’’. J Eng Sci Technol Rev 2020; 13:191–198.
  • N. Gupta, A. Kumar, and M. Saini, ‘Reliability and maintainability investigation of generator in steam turbine power plant using RAMD analysis’, Journal of Physics,(2021) , DOI: 10.1088/1742-6596/1714/1/012009.
  • T. Hou,C.Y. Zhang,and H.X. Niu, ‘’Quasi-Z source inverter control of PV grid-connected based on fuzzy PCI;;. J Elect Sci Technol 19(3):100021, (2021).
  • A.M. Iggi,and I. Yusuf, ‘’RAMD analysis of mixed standby serial manufacturing system’’, Sigma J Eng Nat Sci, Vol. 42, No. 4, 1116-1132. (2024),DOI: 10.14744/sigma.2024.00092
  • H.P. Jagtap,A.K. Bewoor, R. Kumar,M.H. Ahmadi, M.E., Assad, and M. Sharifpur, ‘RAM analysis and availability optimization of thermal power plant water circulation systemusing PSO’, Energy Reports, Vol. 7, pp.1133–1153 [online] , (2021), https://doi.org/10.1016/j.egyr.2020.12.025
  • B. Jakkula, G. Mandela, and S. Chivukula, ‘Reliability, availability and maintainability (RAM) investigation of load haul dumpers (LHDs): a case study’, Int. J. Syst. Assur. Eng. Manag., Vol. 13, pp.504–515, (2022) ,https://doi.org/10.1007/s13198-021-01154-3.
  • J. Kim, H. Lee, M. Choi, D. Kim, and J. Yoon, ‘’ Long-term power performance evaluation of vertical building integrated photovoltaic system’’ Renew Sustain Energy Rev 206:11487,(2024).
  • N. Kumar, and P.C. Tewari, ‘A review on the reliability, availability and maintainability(RAM) approaches in conceptual progress design’, Proceedings of the International, Conference on Industrial Engineering and Operations Management, Bandung, Indonesia, 6–8 March, (2018)
  • A. Kumar, R. Singh, M. Saini, and O. Dahiya, ‘’Reliability, availability and maintainability analysis to improve the operational performance of soft water treatment and supply plant’’, Journal of Engineering Science and Technology Review 13 (5), 183 – 192, (2020).
  • A. Kumar, M. Saini,R.B. Patil, S. Al-Dahidi, and M.A. Mellal, ‘Reliability, availability, maintainability, and dependability analysis of tube-wells integrated with underground pipelines in agricultural fields for irrigation’, Advances in Mechanical Engineering, Vol. 14, No. 8, pp.1–17, (2022), DOI: 10.1177/16878132221115931.
  • A.S. Maihulla, I. Yusuf, I. andM.K.B. Chong,’’ Reliability Evaluation of Cement Production System Using RAM Analyses’’, Int. J. Appl. Comput. Math 11, 118 (2025). https://doi.org/10.1007/s40819-025-01945-3
  • A.S. Maihulla, I. Yusuf and I.S. Bala, ‘’Performance evaluation of complex reverse osmosis machine system in water purification using reliability, availability, maintainability and dependability analysis’’, Reliab Theory Appl 16(3):155–131,(2021a)
  • A.S. Maihulla, I. Yusuf and I.S. Bala, ‘’Performance analysis of K out of N reverse osmosis (RO) system in the treatment of waste water using RAMD analysis’’, .Int J Reliab Risk Saf Theory Appl 3(1):85–93. (2021b), https://doi.org/10.30699/IJRR.4.1.11
  • A.S. Maihulla, and I. Yusuf, ‘’Reliability and Performance Analysis of a Series-Parallel Photovoltaic System with Human Operators Using Gumbel Hougaard Family Copula’’, Proceedings of September 2020 57th Annual National Conference (Mathematics Science), Mathematical Association of Nigeria (M A N). (2021c),ISBN: 97-35224-6-9
  • A.S. Maihulla, and I. Yusuf, ‘’ Reliability, availability, maintainability and dependability analysis of photovoltaic systems’’, Life Cycle Reliab Saf Eng 1:1,(2022a).
  • A.S. Maihulla,I.. Yusuf, and M.S. Isa, "Reliability modeling and performance evaluation of solar photovoltaic system using Gumbel–Hougaard family copula", International Journal of Quality & Reliability Management, Vol. 39 No. 8, pp. 2041-2057.(2022b), https://doi.org/10.1108/IJQRM-03-2021-0071
  • A.S. Maihulla, I. Yusuf, and I.S. Bala, ‘’Weibull comparison based on reliability, availability, maintainability and dependability (RAMD) analysis’’, Reliab Theory Appl 18(1):120–132. (2023), https://doi.org/10. 24412/1932-2321-2023-172-120-132
  • M. Musa, I. Yusuf, and A.U. Dakingari, ‘’Performance analysis of solar water pumping system through RAMD’’, Life Cycle Reliability and Safety Engineering, (2023), https://doi.org/10.1007/s41872-023-00237-3
  • S. Ostovar, A. Esmaeili-Nezhad, M. Moeini-Aghtaie, and M. Fotuhi-Firuzabad, ‘’Reliability assessment of distribution system with the integration of photovoltaic and energy storage systems. Sustainable Energy’’, Grids and Networks 28:100554, (2021).
  • R.B. Patil, M.A. Mellal, A.K. Bewoor, A.K and S. Al-Dahidi, ‘’Reliability, Maintainability, and Availability Analysis of a Computerized Numerical Control Machine Tool Using Markov Chains’’, Acta Polytechnica Hungarica, 18(6), 45-70, (2021).
  • S. Radu, and F. Cosson, ‘’Reliability, Availability, Maintainability, and Safety: methods and tools for space missions’’ CEAS Space J 16, 139–141 (2024). https://doi.org/10.1007/s12567-024-00546-y
  • A. Rexy, R. Seyezhai,D. Umarani, And R. Sujatha, ‘’Reliability assessment of photovoltaic quasi Z-source inverter through stochastic modeling’’ Electr Eng (2024). https://doi.org/10.1007/s00202-024-02844-4
  • M. Saini, and A. Kumar, ‘’Performance analysis of evaporation system in sugar industry using RAMD analysis’’, J Braz Soc Mech Sci Eng 2019; 41: 1–10.
  • Saini, M., Kumar, A., & Shankar, V. G. (2020). A study of microprocessor systems using RAMD approach. Life Cycle Reliability and Safety Engineering. https://doi.org/10.1007/ s41872-020-00114-3.
  • A. Sanusi, and I. Yusuf, ‘’Reliability, availability, maintainability, and dependability (RAMD) analysis of computer based test (CBT) network system’’, RT&A, 16(3), 99–114. (2021), https//doi.org/10.24412/1932-2321-2021-363-99-114
  • H. Soltanali, A.H. Garmabaki, and A. Thaduri A, ‘’Sustainable production process: an application of reliability, availability, and maintainability methodologies in automotive manufacturing’’, Proc IMechE, Part O: J Risk and Reliability 2019; 233: 682–697
  • P. Tsarouhas, ‘Reliability, availability and maintainability (RAM) analysis for wine packaging production line’, Int. J. Qual. Reliab. Manag., Vol. 35, No. 3, pp.821–842.(2018a)
  • P. Tsarouhas, ‘Reliability, availability and maintainability-RAM analysis of cake production lines: a case study’, Int. J. Data Anal. Tech. Strateg., Vol. 10, No. 4, pp.381–405. (2018b)
  • P. Tsarouhas, ‘Reliability, availability and maintainability analysis of a bag production industry based on the Six Sigma DMAIC approach’, Int. J. Lean Six Sigma,(2020), DOI: 10.1108/ IJLSS-09-2019-0101
  • N.M. Usman, and I. Yusuf, ‘’Reliability, Availability, Maintainability, and Dependability of a Serial Rice Mill Plant (RMP) with the Incorporation of Coverage Factor’’. In: Garg, H. (eds) Advances in Reliability, Failure and Risk Analysis. Industrial and Applied Mathematics. Springer, Singapore. (2023).https://doi.org/10.1007/978-981-19-9909-3_17
  • R. Uswarman, and A.M. Rushdi, ‘’Reliability evaluation of rooftop solar photovoltaic using Coherent threshold systems’’, J Eng Res Rep 20(2):32–44,(2021).
  • K. Velmurugan, P. Venkumar, and R. Sudhakarapandian,’’Performance Analysis of Tyre Manufacturing System in the SMEs using RAMD approach’’, Math Probl Eng; 1–14, (2021).
  • I. Yusuf, R.I. Gatawa, and M.S. Isa, ‘’Synergistic integration of ram methodology for augmenting reliability and efficiency in solar irrigation systems: a comprehensive study for sustainable rural farming’’, Sigma J Eng Nat Sci 2024;42(6):1-17.
There are 43 citations in total.

Details

Primary Language English
Subjects Solar Energy Systems
Journal Section Research Article
Authors

İbrahim Yusuf 0000-0002-4849-0163

Faisal Adamu Idris 0000-0003-3703-4936

Mansur Hassan 0000-0001-7736-2059

Publication Date September 1, 2025
Submission Date December 24, 2024
Acceptance Date June 27, 2025
Published in Issue Year 2025 Volume: 13 Issue: 3

Cite

IEEE İ. Yusuf, F. A. Idris, and M. Hassan, “COMPREHENSIVE ASSESSMENT OF RAMD IN SOLAR PHOTOVOLTAIC SYSTEM”, KONJES, vol. 13, no. 3, pp. 856–879, 2025, doi: 10.36306/konjes.1606885.