乐胖代购免代理版

{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,18]],"date-time":"2025-04-18T04:28:09Z","timestamp":1744950489743,"version":"3.37.3"},"reference-count":60,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2022,9,11]],"date-time":"2022-09-11T00:00:00Z","timestamp":1662854400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Deanship of Scientific Research at Umm Al-Qura University","award":["20UQU0067DSR"]},{"name":"Researchers Supporting Project, Taif University","award":["TURSP-2020\/107"]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Entropy"],"abstract":"The present study concerns the modeling of the thermal behavior of a porous longitudinal fin under fully wetted conditions with linear, quadratic, and exponential thermal conductivities surrounded by environments that are convective, conductive, and radiative. Porous fins are widely used in various engineering and everyday life applications. The Darcy model was used to formulate the governing non-linear singular differential equation for the heat transfer phenomenon in the fin. The universal approximation power of multilayer perceptron artificial neural networks (ANN) was applied to establish a model of approximate solutions for the singular non-linear boundary value problem. The optimization strategy of a sports-inspired meta-heuristic paradigm, the Tiki-Taka algorithm (TTA) with sequential quadratic programming (SQP), was utilized to determine the thermal performance and the effective use of fins for diverse values of physical parameters, such as parameter for the moist porous medium, dimensionless ambient temperature, radiation coefficient, power index, in-homogeneity index, convection coefficient, and dimensionless temperature. The results of the designed ANN-TTA-SQP algorithm were validated by comparison with state-of-the-art techniques, including the whale optimization algorithm (WOA), cuckoo search algorithm (CSA), grey wolf optimization (GWO) algorithm, particle swarm optimization (PSO) algorithm, and machine learning algorithms. The percentage of absolute errors and the mean square error in the solutions of the proposed technique were found to lie between 10\u22124 to 10\u22125 and 10\u22128 to 10\u221210, respectively. A comprehensive study of graphs, statistics of the solutions, and errors demonstrated that the proposed scheme\u2019s results were accurate, stable, and reliable. It was concluded that the pace at which heat is transferred from the surface of the fin to the surrounding environment increases in proportion to the degree to which the wet porosity parameter is increased. At the same time, inverse behavior was observed for increase in the power index. The results obtained may support the structural design of thermally effective cooling methods for various electronic consumer devices.<\/jats:p>","DOI":"10.3390\/e24091280","type":"journal-article","created":{"date-parts":[[2022,9,13]],"date-time":"2022-09-13T02:53:46Z","timestamp":1663037626000},"page":"1280","source":"Crossref","is-referenced-by-count":6,"title":["On the Computational Study of a Fully Wetted Longitudinal Porous Heat Exchanger Using a Machine Learning Approach"],"prefix":"10.3390","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4908-5573","authenticated-orcid":false,"given":"Hosam","family":"Alhakami","sequence":"first","affiliation":[{"name":"Department of Computer Science, College of Computer and Information Systems, Umm Al-Qura University, Makkah 21955, Saudi Arabia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8680-723X","authenticated-orcid":false,"given":"Naveed Ahmad","family":"Khan","sequence":"additional","affiliation":[{"name":"Department of Mathematics, Abdul Wali Khan University, Mardan 23200, Pakistan"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4040-6211","authenticated-orcid":false,"given":"Muhammad","family":"Sulaiman","sequence":"additional","affiliation":[{"name":"Department of Mathematics, Abdul Wali Khan University, Mardan 23200, Pakistan"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1230-9470","authenticated-orcid":false,"given":"Wajdi","family":"Alhakami","sequence":"additional","affiliation":[{"name":"Department of Information Technology, College of Computers and Information Technology, Taif University, Taif 26571, Saudi Arabia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8669-6883","authenticated-orcid":false,"given":"Abdullah","family":"Baz","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, College of Computer and Information Systems, Umm Al-Qura University, Makkah 21955, Saudi Arabia"}]}],"member":"1968","published-online":{"date-parts":[[2022,9,11]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1658","DOI":"10.1002\/htj.21684","article-title":"Improvement of heat transfer through fins: A brief review of recent developments","volume":"49","author":"Maji","year":"2020","journal-title":"Heat Transf."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"1509","DOI":"10.1016\/j.solener.2009.04.007","article-title":"A comparison of heat transfer enhancement in a medium temperature thermal energy storage heat exchanger using fins","volume":"83","author":"Agyenim","year":"2009","journal-title":"Sol. 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