Development of Small Hydroelectric Power Plant Maintenance Costs using Chaos Embedded Adaptive Particle Swarm Optimization

Yıl 2023, Cilt: 9 Sayı: 4, 788 - 803, 22.12.2023

Soner Çelikdemir Mahmut Temel Özdemir

https://doi.org/10.28979/jarnas.1197546

Öz

In this study, a new equation model is proposed to improve the maintenance costs of Small Scale Hydroelectric Power Plants (SHPP). The proposed equation model consists of 4 terms and 7 parameters using the Chaos Embedded Adaptive Particle Swarm Optimization (CEAPSO). The MATLAB program was used to calculate the parameters in the proposed equation model. In this study, the main error value for 14 maintenance items required for a SHPP is calculated as 17.4819%. The maintenance cost of a SHPP to be installed in this way can be predicted with high accuracy using the proposed equation model. In the study, the sensitivity analysis of the proposed equation model is also performed, and maintenance cost changes are expressed in different parameter values. In the study, corrected data from 8 SHPP in India are used. These data cover the maintenance costs of all components for the years 2015-2016. In the study, unlike the literature, the flow parameter is added to the power and head parameters. In this way, a more sensitive equation model is developed for SHPP data. In addition, realistic results are obtained by applying constraints to the parameters. Considering the 14 different maintenance cost parameters examined in the study, a correlation model is proposed to give better results than the literature for other maintenance costs except the power channel and penstock cost.

Anahtar Kelimeler

Small Hydroelectric Power Plants, Maintenance Cost Estimation, Sensitivity Analysis, Chaos embedded adaptive particle swarm optimization, Correlation model

Kaynakça

• Aggidis, G. A., E. Luchinskaya, R. Rothschild, and D. C. Howard. 2010. “The Costs of Small-Scale Hydro Power Production: Impact on the Development of Existing Potential.” Renewable Energy.
• Alatas, Bilal, Erhan Akin, and A. Bedri Ozer. 2009. “Chaos Embedded Particle Swarm Optimization Algorithms.” Chaos, Solitons & Fractals 40(4): 1715–34. https://linkinghub.elsevier.com/retrieve/pii/S096007790700803X.
• Cavazzini, Giovanna, Alberto Santolin, Giorgio Pavesi, and Guido Ardizzon. 2016. “Accurate Estimation Model for Small and Micro Hydropower Plants Costs in Hybrid Energy Systems Modelling.” Energy.
• Çelikdemir, Soner and Özdemir, Mahmut T. 2021. “A New Methodological Approach for the Techno-Economic Analysis of Hydroelectric Power Plants in Turkey.” TUBA World Conference on Energy Science and Technology (TUBA WCEST-2021).
• Çelikdemir, Soner, and Mahmut Temel Özdemir. 2022. “A New Approach in the Cost Estimation of a Hydroelectric Power Plants in Türkiye Based on Geographical Features.” International Journal of Energy Research. https://onlinelibrary.wiley.com/doi/10.1002/er.8384.
• Celikdemir, Soner, Burak Yildirim, and Mahmut Temel Ozdemir. 2017. “Cost Analysıs of Mını Hydro Power Plant Usıng Bacterıal Swarm Optımızatıon.” International Journal of Energy and Smart Grid.
• Dincer, Ibrahim. 2012. “Green Methods for Hydrogen Production.” International Journal of Hydrogen Energy 37(2): 1954–71. https://linkinghub.elsevier.com/retrieve/pii/S0360319911019823.
• Elbatran, A. H., O. B. Yaakob, Yasser M. Ahmed, and H. M. Shabara. 2015. “Operation, Performance and Economic Analysis of Low Head Micro-Hydropower Turbines for Rural and Remote Areas: A Review.” Renewable and Sustainable Energy Reviews.
• Filho, Geraldo Lucio Tiago, Ivan Felipe Silva dos Santos, and Regina Mambeli Barros. 2017. “Cost Estimate of Small Hydroelectric Power Plants Based on the Aspect Factor.” Renewable and Sustainable Energy Reviews.
• Karmendra Kumar Agrawal, Shibani Khanra Jha, Ravi Kant Mittal, Sanjay Vashishtha. 2022. “Assessment of Floating Solar PV (FSPV) Potential and Water Conservation: Case Study on Rajghat Dam in Uttar Pradesh, India.” Energy for Sustainable Development (66): 287–95.
• Kumar, Ravi, S. K. Singal, Gaurav Dwivedi, and Anoop Kumar Shukla. 2020. “Development of Maintenance Cost Correlation for High Head Run of River Small Hydro Power Plant.” International Journal of Ambient Energy.
• Mishra, Sachin, Sunil Kumar Singal, and Dheeraj Kumar Khatod. 2011. “Approach for Cost Determination of Electro-Mechanical Equipment in Ror Shp Projects.” Smart Grid and Renewable Energy.
• Ogayar, B., and P. G. Vidal. 2009. “Cost Determination of the Electro-Mechanical Equipment of a Small Hydro-Power Plant.” Renewable Energy.
• Özdemir, Mahmut Temel. 2021. “Optimal Parameter Estimation of Polymer Electrolyte Membrane Fuel Cells Model with Chaos Embedded Particle Swarm Optimization.” International Journal of Hydrogen Energy 46(30): 16465–80. https://linkinghub.elsevier.com/retrieve/pii/S0360319920348667.
• ÖZDEMİR, Mahmut Temel. 2021. “A Novel Optimum PI Controller Design Based on Stability Boundary Locus Supported Particle Swarm Optimization in AVR System.” TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES 29(1): 291–309. https://journals.tubitak.gov.tr/elektrik/vol29/iss1/19.
• “United Nations Framework Convention on Climate Change.” http://cdm.unfccc.int/Reference/Documents.
• Uzar, Umut. 2020. “Political Economy of Renewable Energy: Does Institutional Quality Make a Difference in Renewable Energy Consumption?” Renewable Energy.
• Wang, Jingbo et al. 2022. “Novel Phasianidae Inspired Peafowl (Pavo Muticus/Cristatus) Optimization Algorithm: Design, Evaluation, and SOFC Models Parameter Estimation.” Sustainable Energy Technologies and Assessments.