Retracted: Optimizing Pyramid Solar Still Performance using Response Surface Methodology and Artificial Neural Networks
J. Environ. Nanotechnol., Volume 13, No 4 (2024) pp. 505-517
Abstract
The global demand for potable water continues to rise, there is an urge to call for innovative approaches to ensure sustainable water supply. This study investigates the optimization of process parameters in Pyramid Solar Still (PSS) using Response Surface Methodology (RSM) and a Feedforward Artificial Neural Network (ANN). Experimental trials were conducted in Vellore, India, under a 30-day duration to evaluate the performance of PSS. By leveraging RSM and ANN, the research aimed to enhance the thermal efficiency and water yield of PSS. Key parameters solar intensity, inclination angle, and water depth were optimized, resulting in a significant improvement in both thermal efficiency and water yield. Specifically, the thermal efficiency increased by 42%, while the water yield improved by 1.8 litres per square meter. Economic analysis demonstrated a reduction in water production costs, with the cost per litre decreasing by 0.20 INR. This study proves the effectiveness of integrating RSM and ANN in optimizing solar stills, contributing to advancements in water purification technologies.
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Reference
Abdallah, S., Nasir, M. and Afaneh, D., Performance evaluation of spherical and pyramid solar stills with chamber stepwise basin, Desalin. Water Treat., 218, 119–125 (2021).
https://doi.org/10.5004/dwt.2021.27009
Abdul-Wahab, S. A., Fessehaye, M., Yetilmezsoy, K., Al-Ghafir, A., Al-Barashdi, A., Al-Hajri, N. and Al-Bulushi, S., Optimization of an inverted multi-stage double slope solar still: An environmentally friendly system for seawater purification, Desalin. Water Treat., 141, 42–50 (2019).
https://doi.org/10.5004/dwt.2019.23474
Abdullah, A. S. and Omara, Z. M., Modelling and Optimization of Working Conditions of Pyramid Solar Still with Different Nanoparticles Using Response Surface Methodology, SSRN Electron J., 33 (2022).
https://doi.org/10.2139/ssrn.4017109
Alaudeen, A., Velmanirajan, K. and Thaheer, A. S. A., Study on Stepped-Type Basin Solar Still and Analytical Validation Using RSM, J. Inst. Eng. Ser. C, 102(5), 1285–1297 (2021).
https://doi.org/10.1007/s40032-020-00653-9
Alqsair, U. F., Numerical simulation and optimization of surface evaporation in a 3D solar still for improved performance, Results Eng., 20, 101554 (2023).
https://doi.org/10.1016/j.rineng.2023.101554
Alsarraf, J., Malekahmadi, O., Karimipour, A., Tlili, I., Karimipour, A. and Ghashang, M., Increase thermal conductivity of aqueous mixture by additives graphene nanoparticles in water via an experimental/numerical study: Synthesise, characterization, conductivity measurement, and neural network modelling, Int. Commun. Heat Mass Transf., 118, 104864 (2020).
https://doi.org/10.1016/j.icheatmasstransfer.2020.104864
Altarawneh, I., Rawadieh, S., Batiha, M., Al-Makhadmeh, L., Alrowwad, S. and Tarawneh, M., Experimental and numerical performance analysis and optimization of single slope, double slope and pyramidal shaped solar stills, Desalination, 423, 124–134 (2017).
https://doi.org/10.1016/j.desal.2017.09.023
Balachandran, G. B., David, P. W., Alexander, A. B., Athikesavan, M. M., Chellam, P. V. perumal, Kumar, K. K. S., Palanichamy, V., Kabeel, A. E., Sathyamurthy, R. and Marquez, F. P. G., A relative study on energy and exergy analysis between conventional single slope and novel stepped absorbable plate solar stills, Environ. Sci. Pollut. Res., 28(41), 57602–57618 (2021).
https://doi.org/10.1007/s11356-021-14640-9
Davani, E., Jafarpur, K. and Estahbanati, M. R. K., A novel analytical performance investigation of varying water depth in an active multi-stage basin solar still in addition to optimization of water depth in a single stage basin still, Energy Reports, 10, 581–590 (2023).
https://doi.org/10.1016/j.egyr.2023.07.013
Farvardin, A. and Motlagh, S. Y., Investigating the effects of air inlet jet on the performance of solar still: A comprehensive numerical study, Desalination, 569, 117048 (2024).
https://doi.org/10.1016/j.desal.2023.117048
Hemmat Esfe, M., Esfandeh, S., Toghraie, D. and Vaisi, V., Optimization of solar still equipped with TEC by Taguchi and genetic algorithm methods: A case study for sustainable drinking water supply in the villages of Sistan and Baluchestan with new technologies, J. Clean. Prod., 380, 135020 (2022).
https://doi.org/10.1016/j.jclepro.2022.135020
Hijjaji, K., Frikha, N., Gabsi, S., Kheiri, A. and Khalij, M., Using DOE and RSM procedures to analyze and model a spray evaporation type solar still, Int. J. Energy Environ. Eng., 12(3), 551–561 (2021).
https://doi.org/10.1007/s40095-021-00392-2
Hoegner, L., Pfaffenzeller, N., Wagner, L. and Stilla, U., EXTRACTION OF SOLAR CELLS FROM UAV-BASED THERMAL IMAGE SEQUENCES, ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci., IV–1, 69–75 (2018).
https://doi.org/10.5194/isprs-annals-IV-1-69-2018
Keshtkar, M., Eslami, M. and Jafarpur, K., Effect of design parameters on performance of passive basin solar stills considering instantaneous ambient conditions: A transient CFD modelling, Sol. Energy, 201, 884–907 (2020).
https://doi.org/10.1016/j.solener.2020.03.068
Mahjoobi, M. and Behzadi, S., Solar desalination site selection on the Caspian Sea coast using AHP and fuzzy logic methods, Model. Earth Syst. Environ., 8(4), 4529–4537 (2022).
https://doi.org/10.1007/s40808-022-01418-2
Mashaly, A. F., Alazba, A. A., Al-Awaadh, A. M. and Mattar, M. A., Predictive model for assessing and optimizing solar still performance using artificial neural network under hyper arid environment, Sol. Energy, 118, 41–58 (2015).
https://doi.org/10.1016/j.solener.2015.05.013
Mohammed, S. A., Basem, A., Omara, Z. M., Alawee, W. H., Dhahad, H. A., Essa, F. A., Abdullah, A. S., Majdi, H. S., Alshalal, I., Isahak, W. N. R. W. and Al-Amiery, A. A., Pyramidal Solar Stills via Hollow Cylindrical Perforated Fins, Inclined Rectangular Perforated Fins, and Nanocomposites: An Experimental Investigation, Sustainability, 14(21), 14116 (2022).
https://doi.org/10.3390/su142114116
Mohsin, M., Abbas, Q., Zhang, J., Ikram, M. and Iqbal, N., Integrated effect of energy consumption, economic development, and population growth on CO2 based environmental degradation: a case of transport sector, Environ. Sci. Pollut. Res., 26(32), 32824–32835 (2019).
https://doi.org/10.1007/s11356-019-06372-8
Nagrale, P. and Dewangan, S. K., Mathematical modelling and analysis of thermodynamic performance parameters of tubular solar still, Energy Sources, Part A Recover. Util. Environ. Eff., 44(3), 6129–6152 (2022).
https://doi.org/10.1080/15567036.2022.2095464
Naveenkumar, R., Shanmugam S. and Veerappan, A. R., Influence of basin water depth in the distillate yield of traditional and developed passive single basin double slope solar still, World J. Eng., 21(2), 228–241 (2024).
https://doi.org/10.1108/WJE-08-2022-0337
Sanjaya, J., Dhaneswara, M. A., Hauten, D. Van and Santoso, H., Implementation of Solar Tracking System to Maximize Energy Absorption in Wireless Sensor Network, In: 2018 10th International Conference on Information Technology and Electrical Engineering (ICITEE), IEEE, pp 577–580 (2018).
https://doi.org/10.1109/ICITEED.2018.8534866.
Shahmaleki, P., Optimized Approach to Water Desalination and Solar Energy Power Production, In: 2019 14th Annual Conference System of Systems Engineering (SoSE), IEEE, pp 290–295 (2019).
https://doi.org/10.1109/SYSOSE.2019.8753855.
Tan, K., Parquette, W. J. and Tao, M., A predictive algorithm for maximum power point tracking in solar photovoltaic systems through load management, Sol. Energy, 265, 112127 (2023).
https://doi.org/10.1016/j.solener.2023.112127
Vala, S., Panchal, H. and Kanabar, B., Comparative performance evaluation of single-slope and pyramid-shaped solar stills: experimental evaluation, Int. J. Ambient Energy, 39(8), 759–766 (2018).
https://doi.org/10.1080/01430750.2017.1345012
Victor, W. J. S. D., Somasundaram, D. and Gnanadason, K., Adaptive particle swarm optimization–based deep neural network for productivity enhancement of solar still, Environ. Sci. Pollut. Res., 29(17), 24802–24815 (2022).
https://doi.org/10.1007/s11356-021-16840-9
Wang, F., Wang, Y., Lyu, H., Fan, Z., Hu, F., He, W., Yin, W., Zhao, C., Chai, Q. and Yu, A., No-tillage mulch with leguminous green manure retention reduces soil evaporation and increases yield and water productivity of maize, Agric. Water Manag., 290, 108573 (2023).
https://doi.org/10.1016/j.agwat.2023.108573
Willey, D., David Pimentel on the ecology of increasing disease: Population growth and environmental degradation, Med. Confl. Surviv., 15(3), 291–294 (1999).
https://doi.org/10.1080/13623699908409465
Xu, K., Wang, C., Li, Z., Yan, X., Mu, X., Ma, M. and Zhang, P., Architecting a Janus biomass carbon/sponge evaporator with salt-rejection and ease of floatation for sustainable solar-driven desalination, Environ. Sci. Water Res. Technol., 7(5), 879–885 (2021).
https://doi.org/10.1039/D1EW00070E
Yadav, P. and Prakash, O., Productivity Enhancement of Solar Stills: a Review on Factors Affecting the Performance of Solar Still, Process Integr. Optim. Sustain., 7(5), 1055–1079 (2023).
https://doi.org/10.1007/s41660-023-00341-y
Younis, M., Habchi, C., Ahmad, M. N. and Ghali, K., Optimization of the performance of a solar still assisted by a rotating drum with a rough surface, Sol. Energy, 211, 847–865 (2020).
https://doi.org/10.1016/j.solener.2020.09.088
Yuvaperiyasamy, M., Senthilkumar, N. and Deepanraj, B., Experimental investigation on the performance of a pyramid solar still for varying water depth, contaminated water temperature, and addition of circular fins, Int. J. Renew. Energy Dev., 12(6), 1123–1130 (2023).
https://doi.org/10.14710/ijred.2023.57327
Ziapour, B. M., Afzal, S., Mahdian, J. and Reza Miroliaei, A., Enhancing solar still performance through innovative modelling, integration with reflectors, and semi-transparent solar cells: A 3E analysis and multi-objective optimization, Appl. Therm. Eng., 242, 122464 (2024).
