Fuzzy logic-based prediction and parametric optimizing using particle swarm optimization for performance improvement in pyramid solar still.
TOPSIS
distillate productivity
fuzzy rules
paraffin wax
silver nanoparticles
Journal
Water science and technology : a journal of the International Association on Water Pollution Research
ISSN: 0273-1223
Titre abrégé: Water Sci Technol
Pays: England
ID NLM: 9879497
Informations de publication
Date de publication:
Aug 2024
Aug 2024
Historique:
received:
30
05
2024
accepted:
31
07
2024
medline:
1
9
2024
pubmed:
1
9
2024
entrez:
31
8
2024
Statut:
ppublish
Résumé
The primary objective of this study is to develop a robust model that employs a fuzzy logic interface (FL) and particle swarm optimization (PSO) to forecast the optimal parameters of a pyramid solar still (PSS). The model considers a range of environmental variables and varying levels of silver nanoparticles (Ag) mixed with paraffin wax, serving as a phase change material (PCM). The study focuses on three key factors: solar intensity ranging from 350 to 950 W/m
Identifiants
pubmed: 39215741
pii: wst_2024_277
doi: 10.2166/wst.2024.277
doi:
Substances chimiques
Silver
3M4G523W1G
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
1321-1337Informations de copyright
© 2024 The Authors This is an Open Access article distributed under the terms of the Creative Commons Attribution Licence (CC BY 4.0), which permits copying, adaptation and redistribution, provided the original work is properly cited (http://creativecommons.org/licenses/by/4.0/).
Déclaration de conflit d'intérêts
The authors declare there is no conflict.
Références
Abdullah A. S., Hadj-Taieb L., Hikal M. M., Omara Z. M. & Younes M. M. 2023a Enhancing a solar still's performance by preheating the feed water and employing phase-change material. Alexandria Engineering Journal 77, 395–405. https://doi.org/10.1016/j.aej.2023.07.002.
Abdullah A. S., Alawee W. H., Shanmugan S. & Omara Z. M. 2023b Techniques used to maintain minimum water depth of solar stills for water desalination – a comparative review. Results in Engineering 19, 101301. https://doi.org/10.1016/j.rineng.2023.101301.
Abdullah A. S., Essa F. A., Panchal H., Alawee W. H. & Elsheikh A. H. 2024 Enhancing the performance of tubular solar stills for water purification: A comprehensive review and comparative analysis of methodologies and materials. Results in Engineering 21, 101722. https://doi.org/10.1016/j.rineng.2023.101722.
Afolabi L. O., Enweremadu C. C., Kareem M. W., Arogundade A. I., Irshad K., Islam S., Oladosu K. O., Elfaghi A. M. & Didane D. H. 2023 Experimental investigation of double slope solar still integrated with PCM nanoadditives microencapsulated thermal energy storage. Desalination 553, 116477. https://doi.org/10.1016/j.desal.2023.116477.
Alenezi A. & Alabaiadly Y. 2023 A comprehensive review of performance augmentation of solar stills using common non-metallic nanofluids. Sustainability 15 (13), 10122. https://doi.org/10.3390/su151310122.
Al-Mezeini S. S. S., Siddiqui M. A., Shariq M., Althagafi T. M., Ahmed I. A., Asif M., Alsufyani S. J., Algarni S. A., Ahamed M. B. N., Elamin K. M. A., Alaghaz A.-N. M. A. & Gomaa M. M. 2023 Design and experimental studies on a single slope solar still for water desalination. Water 15 (4), 704. https://doi.org/10.3390/w15040704.
Ambigai R. & Prabhu S. 2019 Fuzzy logic algorithm-based optimization of the tribological behavior of Al-Gr-Si
Ambigai R. & Prabhu S. 2021 Fuzzy logic algorithm-based optimization of heat transfer and thermal conductivity behaviour of Al–Si
Arunkumar T., Denkenberger D., Ahsan A. & Jayaprakash R. 2013 The augmentation of distillate yield by using concentrator coupled solar still with phase change material. Desalination 314, 189–192. https://doi.org/10.1016/j.desal.2013.01.018.
Asbik M., Ansari O., Bah A., Zari N., Mimet A. & El-Ghetany H. 2016 Exergy analysis of solar desalination still combined with heat storage system using phase change material (PCM). Desalination 381, 26–37. https://doi.org/10.1016/j.desal.2015.11.031.
Azmi A. I., Lin R. & Bhattacharyya D. 2011 Fuzzy logic predictive model of tool wear in end milling glass fibre reinforced polymer composites. Advanced Materials Research 214, 329–333. https://doi.org/10.4028/www.scientific.net/amr.214.329.
Bekele A., Dinkissa A. & Limore T. 2023 Investigating the yield improvement of modified passive solar still using nanoparticle coatings and nanoparticle-enhanced phase change materials. International Journal of Sustainable Energy 42 (1), 1079–1091. https://doi.org/10.1080/14786451.2023.2251610.
Chaichan M. T. & Kazem H. A. 2018 Single slope solar distillator productivity improvement using phase change material and Al
Chandra D., Chauhan N. R. & Rajesha S. 2022 Process optimization of EDM parameters using TAGUCHI while machining aluminium metal matrix composite. Optimization of Industrial Systems 533–543. Portico. https://doi.org/10.1002/9781119755074.ch41.
Chandrakant Nikam K., Jathar L., Shelare S. D., Shahapurkar K., Dambhare S., Soudagar M. E. M., Mubarak N. M., Ahamad T. & Kalam M. A. 2023 Parametric analysis and optimization of 660 MW supercritical power plant. Energy 280, 128165. https://doi.org/10.1016/j.energy.2023.128165.
Choudhury B. & Chandrasekaran M. 2023 Electron beam welding investigation of Inconel 825 and optimize energy consumption using integrated fuzzy logic-particle swarm optimization approach. International Journal of Fuzzy Systems 25 (4), 1377–1399. https://doi.org/10.1007/s40815-022-01431-8.
Ficko M., Begic-Hajdarevic D., Hadziabdic V. & Klancnik S. 2020 Multi-response optimisation of turning process parameters with GRA and TOPSIS methods. International Journal of Simulation Modelling 19 (4), 547–558. https://doi.org/10.2507/ijsimm19-4-524.
Ghandourah E., Panchal H., Fallatah O., Ahmed H. M., Moustafa E. B. & Elsheikh A. H. 2022 Performance enhancement and economic analysis of pyramid solar still with corrugated absorber plate and conventional solar still: A case study. Case Studies in Thermal Engineering 35, 101966. https://doi.org/10.1016/j.csite.2022.101966.
Gholami A. & Melenka G. W. 2023 Studying the geometrical models of tubular braided composite using micro computed tomography and particle swarm optimization. Composites Part B: Engineering 260, 110758. https://doi.org/10.1016/j.compositesb.2023.110758.
Guo M., Noori R. & Abolfathi S. 2024 Microplastics in freshwater systems: Dynamic behaviour and transport processes. Resources, Conservation and Recycling 205, 107578. https://doi.org/10.1016/j.resconrec.2024.107578.
Hussain S. A., Panchal M., Meshram K., Srinivas R., Rajak U., Kumar R. & Gupta M. 2024 Turning GFRP composites with multi-response optimisation using TOPSIS method. International Journal on Interactive Design and Manufacturing (IJIDeM). https://doi.org/10.1007/s12008-024-01762-w.
Kateshia J. & Lakhera V. 2022 A comparative study of various fatty acids as phase change material to enhance the freshwater productivity of solar still. Journal of Energy Storage 48, 103947. https://doi.org/10.1016/j.est.2021.103947.
Khan M. S., Ansari K. B., Fatima A., Mesfer M. K. A., Danish M., Tawfik A. & Maheshwari U. 2024 Development in desalination and wastewater treatment: State of the art challenges, role of solar energy, and recommendations. AQUA – water infrastructure. Ecosystems and Society 73 (1), 73–100. https://doi.org/10.2166/aqua.2024.227.
Mastan Rao P., Deva Raj C., Dhoria S. H., Vijaya M. & Chowdary J. R. R. 2023 Multi-objective optimization of turning for nickel-based alloys using Taguchi-GRA and TOPSIS approaches. Journal of The Institution of Engineers (India): Series D. https://doi.org/10.1007/s40033-023-00554-y.
Modi K. V., Patel P. R. & Patel S. K. 2023 Applicability of mono-nanofluid and hybrid-nanofluid as a technique to improve the performance of solar still: A critical review. Journal of Cleaner Production 387, 135875. https://doi.org/10.1016/j.jclepro.2023.135875.
Najjar I., Sadoun A., Alam M. N. & Fathy A. 2023 Prediction of wear rates of Al-TiO
Naveenkumar R., Gurumoorthy G., Kunjithapatham G., Anbuchellappan R., Bharath A. & Ravichandran M. 2020 Impact of adding various nanomaterials in the efficiency of single slope solar still: A review. Materials Today: Proceedings 33, 3942–3946. https://doi.org/10.1016/j.matpr.2020.06.275.
Noori R., Farahani F., Jun C., Aradpour S., Bateni S. M., Ghazban F., Hosseinzadeh M., Maghrebi M., Vesali Naseh M. R. & Abolfathi S. 2022 A non-threshold model to estimate carcinogenic risk of nitrate-nitrite in drinking water. Journal of Cleaner Production 363, 132432. https://doi.org/10.1016/j.jclepro.2022.132432.
Palanikumar K. & Rajasekaran T. 2017 Evaluation of surface roughness in turning with precision feed for carbon fibre-reinforced plastic composites using response-surface methodology and fuzzy logic modelling. Primary and Secondary Manufacturing of Polymer Matrix Composites, pp. 189–210. https://doi.org/10.1201/9781351228466-11.
Prasad R., Singh D. & Sharma A. 2019 An experimental and statistical analysis of double slope single basin solar still in active and passive mode with different water depth. IOP Conference Series: Materials Science and Engineering 691 (1), 012090. https://doi.org/10.1088/1757-899x/691/1/012090.
Ravishankara S., Nagarajan P. K., Vijayakumar D. & Jawahar M. K. 2013 Phase change material on augmentation of fresh water production using pyramid solar still. International Journal of Renewable Energy Development 2 (3), 115–120. https://doi.org/10.14710/ijred.2.3.115-120.
Sahota L. & Tiwari G. N. 2016 Effect of nanofluids on the performance of passive double slope solar still: A comparative study using characteristic curve. Desalination 388, 9–21. https://doi.org/10.1016/j.desal.2016.02.039.
Sathish Kumar A., Naveen S., Vijayakumar R., Suresh V., Asary A. R., Madhu S. & Palani K. 2023 An intelligent fuzzy-particle swarm optimization supervisory-based control of robot manipulator for industrial welding applications. Scientific Reports 13 (1). https://doi.org/10.1038/s41598-023-35189-2.
pmcid: PMC10203253
Sathyamurthy R. 2023 Silver (Ag) based nanoparticles in paraffin wax as thermal energy storage for stepped solar still – an experimental approach. Solar Energy 262, 111808. https://doi.org/10.1016/j.solener.2023.111808.
Selvarajan L., Venkataramanan K., Rajavel R. & Senthilkumar T. S. 2023 Fuzzy logic optimization with regression analysis on EDM machining parameters of Si
Shalaby S., Kabeel A. E., Moharram B. E., Shama A. & Abosheiasha H. A. 2022 Experimental study on the single basin solar still integrated with shell and spiral finned tube latent heat storage system enhanced by copper oxide nanoparticles. Environmental Science and Pollution Research 30 (10), 27458–27468. https://doi.org/10.1007/s11356-022-24104-3.
pmcid: PMC9995564
pubmed: 36385340
Sharma V. 2020 Multi-Objective optimization in hard turning of tool steel using integration of Taguchi & TOPSIS under wet conditions. International Journal of Engineering Trends and Technology 68 (10), 37–41. https://doi.org/10.14445/22315381/ijett-v68i10p206.
Shivhare M. K., Samsher & Kumar A. 2024 Impact of various design parameters on solar still systems performance: A review. AQUA – water infrastructure. Ecosystems and Society 73 (2), 239–265. https://doi.org/10.2166/aqua.2024.290.
Shunmugasundaram M., Yadi Reddy M., Praveen Kumar A. & Rajanikanth K. 2021 Optimization of machining parameters by Taguchi approach for machining of aluminium based metal matrix composite by abrasive water jet machining process. Materials Today: Proceedings 47, 5928–5933. https://doi.org/10.1016/j.matpr.2021.04.479.
Singh H. N. & Tiwari G. N. 2004 Monthly performance of passive and active solar stills for different Indian climatic conditions. Desalination 168, 145–150. https://doi.org/10.1016/j.desal.2004.06.180.
Somashekar V., Anand A. V., Hariprasad V., Elsehly E. M. & Kapulu M. 2023 Advancements in saline water treatment: A review. Water Reuse 13 (3), 475–491. https://doi.org/10.2166/wrd.2023.065.
Stride B., Abolfathi S., Odara M. G. N., Bending G. D. & Pearson J. 2023 Modeling microplastic and solute transport in vegetated flows. Water Resources Research 59 (5). Portico. https://doi.org/10.1029/2023wr034653.
Tian H., Du Y., Luo X., Dong J., Chen S., Hu X., Zhang M., Liu Z. & Abolfathi S. 2024a Understanding visible light and microbe-driven degradation mechanisms of polyurethane plastics: Pathways, property changes, and product analysis. Water Research 259, 121856. https://doi.org/10.1016/j.watres.2024.121856.
pubmed: 38875861
Tian H., Wang L., Zhu X., Zhang M., Li L., Liu Z. & Abolfathi S. 2024b Biodegradation of microplastics derived from controlled release fertilizer coating: Selective microbial colonization and metabolism in plastisphere. Science of The Total Environment 920, 170978. https://doi.org/10.1016/j.scitotenv.2024.170978.
pubmed: 38365031
Tran M. Q., Sousa H. S., Matos J., Fernandes S., Nguyen Q. T. & Dang S. N. 2023 Finite element model updating for composite plate structures using particle swarm optimization algorithm. Applied Sciences 13 (13), 7719. https://doi.org/10.3390/app13137719.
Yousef M. S., Hassan H., Kodama S. & Sekiguchi H. 2019 An experimental study on the performance of single slope solar still integrated with a PCM-based pin-finned heat sink. Energy Procedia 156, 100–104. https://doi.org/10.1016/j.egypro.2018.11.102.
Yuvaperiyasamy M., Senthilkumar N. & Deepanraj B. 2023a Experimental investigation on the performance of pyramid solar still for varying water depth, contaminated water temperature, and addition of circular fins. International Journal of Renewable Energy Development 12 (6), 1123–1130. https://doi.org/10.14710/ijred.2023.57327.
Yuvaperiyasamy M., Senthilkumar N. & Deepanraj B. 2023b Experimental and theoretical analysis of solar still with solar pond for enhancing the performance of seawater desalination. Water Reuse 13 (4), 620–633. https://doi.org/10.2166/wrd.2023.102.
Yuvaperiyasamy M., Senthilkumar N. & Deepanraj B. 2024a Experimental investigation on the single slope desalination with finned pond for four different saline water types. Journal of Renewable Energy and Environment. https://doi.org/10.30501/jree.2024.411088.1651.
Yuvaperiyasamy M., Senthilkumar N. & Deepanraj B. 2024b Enhancing pyramid solar still performance through varied heat storage materials and water depths: A Comprehensive experimental study. Recent Patents on Mechanical Engineering 17. https://doi.org/10.2174/0122127976288061240228045000.
Zhang F., Lu J., Yang S., Liu W., Tao R., Zhu D. & Xiao R. 2023 Performance improvement of a pump as turbine in storage mode by optimization design based on genetic algorithm and fuzzy logic. Journal of Energy Storage 62, 106875. https://doi.org/10.1016/j.est.2023.106875.