{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T09:32:37Z","timestamp":1777627957277,"version":"3.51.4"},"reference-count":54,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T00:00:00Z","timestamp":1745884800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T00:00:00Z","timestamp":1745884800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Mach Learn"],"published-print":{"date-parts":[[2025,6]]},"DOI":"10.1007\/s10994-025-06774-5","type":"journal-article","created":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T15:19:29Z","timestamp":1745939969000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Heat transfer flow of non-Newtonian eyring-powell fluid with mixed convection heterogeneous and homogeneous reactions using linear regression based machine learning approach"],"prefix":"10.1007","volume":"114","author":[{"given":"R.","family":"Ellahi","sequence":"first","affiliation":[]},{"given":"N.","family":"Khalid","sequence":"additional","affiliation":[]},{"given":"A.","family":"Zeeshan","sequence":"additional","affiliation":[]},{"given":"Sadiq M.","family":"Sait","sequence":"additional","affiliation":[]},{"given":"M. I.","family":"Khan","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,4,29]]},"reference":[{"key":"6774_CR1","doi-asserted-by":"crossref","first-page":"105228","DOI":"10.1016\/j.icheatmasstransfer.2021.105228","volume":"123","author":"RE Abo-Elkhair","year":"2021","unstructured":"Abo-Elkhair, R. E., Bhatti, M. M., & Mekheimer, K. S. (2021). Magnetic force effects on peristaltic transport of hybrid bio-nanofluid (AuCu nanoparticles) with moderate Reynolds number: An expanding horizon. International Communications in Heat and Mass Transfer, 123, 105228.","journal-title":"International Communications in Heat and Mass Transfer"},{"key":"6774_CR2","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1016\/j.jmmm.2015.07.096","volume":"396","author":"SO Adesanya","year":"2015","unstructured":"Adesanya, S. O., Oluwadare, E. O., Falade, J. A., & Makinde, O. D. (2015). Hydromagnetic natural convection flow between vertical parallel plates with time-periodic boundary conditions. Journal of Magnetism and Magnetic Materials, 396, 295\u2013303.","journal-title":"Journal of Magnetism and Magnetic Materials"},{"key":"6774_CR4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10973-024-13131-6","volume":"149","author":"Y Akbar","year":"2024","unstructured":"Akbar, Y., Huang, S., Alshamrani, A., & Alam, M. M. (2024). Intelligent computing approach for the bioconvective peristaltic pumping of Powell-Eyring nanofluid: Heat and mass transfer analysis. Journal of Thermal Analysis and Calorimetry, 149, 1\u201318.","journal-title":"Journal of Thermal Analysis and Calorimetry"},{"issue":"1","key":"6774_CR5","doi-asserted-by":"crossref","first-page":"1427","DOI":"10.1080\/01430750.2023.2175725","volume":"44","author":"MT Akolade","year":"2023","unstructured":"Akolade, M. T. (2023). Numerical approach to second law analysis of a dissipative Carreau fluid dynamics over nonlinear stretching sheet. International Journal of Ambient Energy, 44(1), 1427\u20131437.","journal-title":"International Journal of Ambient Energy"},{"issue":"3","key":"6774_CR6","doi-asserted-by":"crossref","first-page":"2509","DOI":"10.1007\/s10973-021-10562-3","volume":"147","author":"J Akram","year":"2022","unstructured":"Akram, J., Akbar, N. S., & Tripathi, D. (2022). Electroosmosis augmented MHD peristaltic transport of SWCNTs suspension in aqueous media. Journal of Thermal Analysis and Calorimetry, 147(3), 2509\u20132526.","journal-title":"Journal of Thermal Analysis and Calorimetry"},{"key":"6774_CR7","doi-asserted-by":"crossref","first-page":"104009","DOI":"10.1016\/j.csite.2024.104009","volume":"54","author":"M Alghamdi","year":"2024","unstructured":"Alghamdi, M., Akbar, N. S., Zamir, T., & Muhammad, T. (2024). Double layered combined convective heated flow of Eyring-Powell fluid across an elevated stretched cylinder using intelligent computing approach. Case Studies in Thermal Engineering, 54, 104009.","journal-title":"Case Studies in Thermal Engineering"},{"key":"6774_CR8","doi-asserted-by":"crossref","first-page":"102876","DOI":"10.1016\/j.rineng.2024.102876","volume":"24","author":"J Aljedani","year":"2024","unstructured":"Aljedani, J., Garalleh, H. A., Nazir, U., Sohail, M., Mahariq, I., Abd Allah, A. M., & Al Agha, A. (2024). Computational work of Casson rheology on 3D swirling plate employing yamada-ota and xue models. Results in Engineering, 24, 102876.","journal-title":"Results in Engineering"},{"issue":"5","key":"6774_CR9","doi-asserted-by":"crossref","first-page":"3679","DOI":"10.1016\/j.aej.2021.08.071","volume":"61","author":"F Alzahrani","year":"2022","unstructured":"Alzahrani, F., & Khan, M. I. (2022). Entropy generation and Joule heating applications for Darcy Forchheimer flow of Ree-Eyring nanofluid due to double rotating disks with artificial neural network. Alexandria Engineering Journal, 61(5), 3679\u20133689.","journal-title":"Alexandria Engineering Journal"},{"issue":"6","key":"6774_CR10","doi-asserted-by":"crossref","first-page":"929","DOI":"10.1016\/0020-7462(92)90045-9","volume":"27","author":"HI Andersson","year":"1992","unstructured":"Andersson, H. I., Bech, K. H., & Dandapat, B. S. (1992). Magnetohydrodynamic flow of a power-law fluid over a stretching sheet. International Journal of Non-Linear Mechanics, 27(6), 929\u2013936.","journal-title":"International Journal of Non-Linear Mechanics"},{"key":"6774_CR11","doi-asserted-by":"crossref","first-page":"6955","DOI":"10.1007\/s10973-024-12926-x","volume":"149","author":"HT Basha","year":"2024","unstructured":"Basha, H. T., & Jang, B. (2024). Heat transfer analysis of hydromagnetic hybrid nanofluid (H2O) containing Ag\u2013TiO2 nanoparticles in a slanted triangular enclosure with heated fins. Journal of Thermal Analysis and Calorimetry, 149, 6955\u20136971.","journal-title":"Journal of Thermal Analysis and Calorimetry"},{"key":"6774_CR12","doi-asserted-by":"crossref","first-page":"124803","DOI":"10.1016\/j.applthermaleng.2024.124803","volume":"259","author":"HT Basha","year":"2025","unstructured":"Basha, H. T., & Jang, B. (2025). Machine learning analysis for heat transfer enhancement in nano-encapsulated phase change materials within L-shaped enclosure with heated blocks. Applied Thermal Engineering, 259, 124803.","journal-title":"Applied Thermal Engineering"},{"key":"6774_CR13","doi-asserted-by":"publisher","DOI":"10.1108\/HFF-03-2024-0193","author":"HT Basha","year":"2024","unstructured":"Basha, H. T., Kim, H., & Jang, B. (2024). Buoyancy-driven heat transfer and entropy analysis of a hydromagnetic GO-Fe3O4\/H2O hybrid nanofluid in an energy storage enclosure partially filled with non-Darcy porous medium under an oblique magnetic field. International Journal of Numerical Methods for Heat & Fluid Flow. https:\/\/doi.org\/10.1108\/HFF-03-2024-0193","journal-title":"International Journal of Numerical Methods for Heat & Fluid Flow"},{"issue":"2","key":"6774_CR14","first-page":"566","volume":"8","author":"HT Basha","year":"2022","unstructured":"Basha, H. T., & Sivaraj, R. (2022). Stability analysis of casson nanofluid flow over an extending\/contracting wedge and stagnation point. J. Appl. Comput. Mech., 8(2), 566\u2013579.","journal-title":"J. Appl. Comput. Mech."},{"key":"6774_CR15","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ijheatmasstransfer.2012.12.042","volume":"60","author":"H Benli","year":"2013","unstructured":"Benli, H. (2013). Determination of thermal performance calculation of two different types solar air collectors with the use of artificial neural networks. International Journal of Heat and Mass Transfer, 60, 1\u20137.","journal-title":"International Journal of Heat and Mass Transfer"},{"issue":"1","key":"6774_CR16","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1186\/s42787-020-00103-6","volume":"28","author":"M Bilal","year":"2020","unstructured":"Bilal, M., & Ashbar, S. (2020). Flow and heat transfer analysis of Eyring-Powell fluid over stratified sheet with mixed convection. Journal of the Egyptian Mathematical Society, 28(1), 40.","journal-title":"Journal of the Egyptian Mathematical Society"},{"key":"6774_CR17","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1016\/j.flowmeasinst.2016.04.003","volume":"49","author":"H Bonakdari","year":"2016","unstructured":"Bonakdari, H., & Zaji, A. H. (2016). Open channel junction velocity prediction by using a hybrid self-neuron adjustable artificial neural network. Flow Measurement and Instrumentation, 49, 46\u201351.","journal-title":"Flow Measurement and Instrumentation"},{"key":"6774_CR18","doi-asserted-by":"crossref","first-page":"2435","DOI":"10.1016\/j.cjph.2022.04.004","volume":"77","author":"AB \u00c7olak","year":"2022","unstructured":"\u00c7olak, A. B., Shafiq, A., & Sindhu, T. N. (2022). Modeling of Darcy-Forchheimer bioconvective Powell Eyring nanofluid with artificial neural network. Chinese Journal of Physics, 77, 2435\u20132453.","journal-title":"Chinese Journal of Physics"},{"key":"6774_CR20","doi-asserted-by":"crossref","first-page":"2125","DOI":"10.1007\/s10973-020-10232-w","volume":"43","author":"R Dadsetani","year":"2021","unstructured":"Dadsetani, R., Sheikhzadeh, G. A., Goodarz, M., Zeeshan, A., Ellahi, R., & Safaei, M. R. (2021). Thermal and mechanical design of tangential hybrid microchannel and high-conductivity inserts for cooling of disk-shaped electronic components. Journal of Thermal Analysis and Calorimetry, 43, 2125\u20132133.","journal-title":"Journal of Thermal Analysis and Calorimetry"},{"issue":"11","key":"6774_CR22","doi-asserted-by":"crossref","first-page":"4883","DOI":"10.1108\/HFF-12-2019-0910","volume":"30","author":"AF Elelamy","year":"2020","unstructured":"Elelamy, A. F., Elgazery, N. S., & Ellahi, R. (2020). Blood flow of MHD non-Newtonian nanofluid with heat transfer and slip effects: Application of bacterial growth in heart valve. International Journal of Numerical Methods for Heat and Fluid Flow, 30(11), 4883\u20134908.","journal-title":"International Journal of Numerical Methods for Heat and Fluid Flow"},{"key":"6774_CR23","doi-asserted-by":"crossref","first-page":"607","DOI":"10.1016\/j.molliq.2018.05.103","volume":"264","author":"R Ellahi","year":"2018","unstructured":"Ellahi, R., Zeeshan, A., Shehzad, N., & Alamri, S. Z. (2018). Structural impact of Kerosene-Al2O3 nanoliquid on MHD Poiseuille flow with variable thermal conductivity: Application of cooling process. Journal of Molecular Liquids, 264, 607\u2013615.","journal-title":"Journal of Molecular Liquids"},{"key":"6774_CR24","doi-asserted-by":"crossref","first-page":"100884","DOI":"10.1016\/j.padiff.2024.100884","volume":"11","author":"S Eswaramoorthi","year":"2024","unstructured":"Eswaramoorthi, S., Divya, S., Thamaraikannan, N., Roopadevi, B., & Loganathan, K. (2024). Passive control of bio-convective flow on Eyring-Powell nanofluid over a slippery surface with activation energy and magnetic impact. Partial Differential Equations in Applied Mathematics, 11, 100884.","journal-title":"Partial Differential Equations in Applied Mathematics"},{"issue":"2","key":"6774_CR25","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1007\/s41939-025-00734-1","volume":"8","author":"N Fatima","year":"2025","unstructured":"Fatima, N., Ghodhbani, R., Khalid, N., Khan, M. I., Taha, T., Ijaz, N., & Saleem, N. (2025). Machine learning-based prediction of heat transfer enhancement in carreau fluids with impact of homogeneous and heterogeneous reactions. Multiscale and Multidisciplinary Modeling, Experiments and Design, 8(2), 145.","journal-title":"Multiscale and Multidisciplinary Modeling, Experiments and Design"},{"issue":"8","key":"6774_CR26","doi-asserted-by":"crossref","first-page":"2461","DOI":"10.1007\/s12648-022-02585-9","volume":"97","author":"K Gangadhar","year":"2023","unstructured":"Gangadhar, K., Prameela, M., & Chamkha, A. J. (2023). Exponential space-dependent heat generation on Powell-Eyring hybrid nanoliquid under nonlinear thermal radiation. Indian Journal of Physics, 97(8), 2461\u20132473.","journal-title":"Indian Journal of Physics"},{"key":"6774_CR27","doi-asserted-by":"crossref","first-page":"104367","DOI":"10.1016\/j.icheatmasstransfer.2019.104367","volume":"109","author":"P Gholamalipour","year":"2019","unstructured":"Gholamalipour, P., Siavashi, M., & Doranehgard, M. H. (2019). Eccentricity effects of heat source inside a porous annulus on the natural convection heat transfer and entropy generation of Cu-water nanofluid. International Communications in Heat and Mass Transfer, 109, 104367.","journal-title":"International Communications in Heat and Mass Transfer"},{"key":"6774_CR28","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1016\/j.molliq.2018.03.079","volume":"260","author":"A Hamid","year":"2018","unstructured":"Hamid, A., & Khan, M. (2018). Unsteady mixed convective flow of Williamson nanofluid with heat transfer in the presence of variable thermal conductivity and magnetic field. Journal of Molecular Liquids, 260, 436\u2013446.","journal-title":"Journal of Molecular Liquids"},{"key":"6774_CR29","doi-asserted-by":"crossref","first-page":"115927","DOI":"10.1016\/j.chaos.2024.115927","volume":"191","author":"WU Hassan","year":"2025","unstructured":"Hassan, W. U., Shabbir, K., Zeeshan, A., & Ellahi, R. (2025). Regression analysis for thermal transport of fractional-order magnetohydrodynamic Maxwell fluid flow under the influence of chemical reaction using integrated machine learning approach. Chaos Solitons & Fractals, 191, 115927.","journal-title":"Chaos Solitons & Fractals"},{"issue":"4","key":"6774_CR31","doi-asserted-by":"crossref","first-page":"1884","DOI":"10.1108\/HFF-12-2023-0757","volume":"34","author":"A Kanwal","year":"2024","unstructured":"Kanwal, A., Khan, A. A., Sait, S. M., & Ellahi, R. (2024). Heat transfer analysis of magnetohydrodynamics peristaltic fluid with inhomogeneous solid particles and variable thermal conductivity through curved passageway. International Journal of Numerical Methods for Heat and Fluid Flow, 34(4), 1884\u20131902.","journal-title":"International Journal of Numerical Methods for Heat and Fluid Flow"},{"key":"6774_CR32","doi-asserted-by":"crossref","first-page":"3631","DOI":"10.1007\/s10973-024-12907-0","volume":"149","author":"AA Khan","year":"2024","unstructured":"Khan, A. A., Fatima, G., Sait, S. M., & Ellahi, R. (2024a). Electromagnetic effects on two-layer peristalsis flow of Powell-Eyring nanofluid in axisymmetric channel. Journal of Thermal Analysis and Calorimetry, 149, 3631\u20133644.","journal-title":"Journal of Thermal Analysis and Calorimetry"},{"issue":"19","key":"6774_CR33","doi-asserted-by":"crossref","first-page":"2350190","DOI":"10.1142\/S0217979223501904","volume":"37","author":"AA Khan","year":"2023","unstructured":"Khan, A. A., Saleem, I., Ellahi, R., Sait, S. M., & Vafai, K. (2023). On magnetohydrodynamics Powell-Eyring fluid with Cattaneo-Christov heat flux over a curved surface. International Journal of Modern Physics B, 37(19), 2350190.","journal-title":"International Journal of Modern Physics B"},{"key":"6774_CR34","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1016\/j.jcis.2017.03.024","volume":"498","author":"MI Khan","year":"2017","unstructured":"Khan, M. I., Waqas, M., Hayat, T., & Alsaedi, A. (2017). A comparative study of Casson fluid with homogeneous-heterogeneous reactions. Journal of Colloid and Interface Science, 498, 85\u201390.","journal-title":"Journal of Colloid and Interface Science"},{"issue":"10","key":"6774_CR35","doi-asserted-by":"crossref","first-page":"1420","DOI":"10.3390\/math12101420","volume":"12","author":"MI Khan","year":"2024","unstructured":"Khan, M. I., Zeeshan, A. S., Ellahi, R., & Bhatti, M. M. (2024b). Advanced computational framework to analyze the stability of non-newtonian fluid flow through a wedge with non-linear thermal radiation and chemical reactions. Mathematics, 12(10), 1420.","journal-title":"Mathematics"},{"issue":"1\u20132","key":"6774_CR36","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1016\/j.mcm.2010.02.001","volume":"52","author":"S Nadeem","year":"2010","unstructured":"Nadeem, S., & Akram, S. (2010). Influence of inclined magnetic field on peristaltic flow of a Williamson fluid model in an inclined symmetric or asymmetric channel. Mathematical and Computer Modelling, 52(1\u20132), 107\u2013119.","journal-title":"Mathematical and Computer Modelling"},{"key":"6774_CR37","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1007\/s00419-009-0397-8","volume":"81","author":"S Nadeem","year":"2011","unstructured":"Nadeem, S., & Akram, S. (2011). Peristaltic flow of a couple stress fluid under the effect of induced magnetic field in an asymmetric channel. Archive of Applied Mechanics, 81, 97\u2013109.","journal-title":"Archive of Applied Mechanics"},{"issue":"5","key":"6774_CR39","doi-asserted-by":"crossref","first-page":"e01662","DOI":"10.1016\/j.heliyon.2019.e01662","volume":"5","author":"HA Ogunseye","year":"2019","unstructured":"Ogunseye, H. A., & Sibanda, P. (2019). A mathematical model for entropy generation in a Powell-Eyring nanofluid flow in a porous channel. Heliyon, 5(5), e01662.","journal-title":"Heliyon"},{"key":"6774_CR40","first-page":"1","volume":"132","author":"K Parand","year":"2017","unstructured":"Parand, K., Mahdi Moayeri, M., Latifi, S., & Delkhosh, M. (2017). A numerical investigation of the boundary layer flow of an eyring-powell fluid over a stretching sheet via rational Chebyshev functions. The European Physical Journal plus, 132, 1\u201311.","journal-title":"The European Physical Journal plus"},{"key":"6774_CR41","doi-asserted-by":"crossref","first-page":"352","DOI":"10.1016\/j.molliq.2018.02.043","volume":"256","author":"J Prakash","year":"2018","unstructured":"Prakash, J., & Tripathi, D. (2018). Electroosmotic flow of Williamson ionic nanoliquids in a tapered microfluidic channel in presence of thermal radiation and peristalsis. Journal of Molecular Liquids, 256, 352\u2013371.","journal-title":"Journal of Molecular Liquids"},{"key":"6774_CR42","doi-asserted-by":"crossref","first-page":"1277","DOI":"10.1007\/s10973-019-09097-5","volume":"140","author":"M Raza","year":"2020","unstructured":"Raza, M., Ellahi, R., Sait, S. M., Sarfaraz, M., Shadloo, M. S., & Waheed, I. (2020). Enhancement of heat transfer in peristaltic flow in a permeable channel under induced magnetic field using different CNTs. Journal of Thermal Analysis and Calorimetry, 140, 1277\u20131291.","journal-title":"Journal of Thermal Analysis and Calorimetry"},{"key":"6774_CR43","first-page":"1","volume":"4","author":"CS Reddy","year":"2018","unstructured":"Reddy, C. S., Kishan, N., & Madhu, M. (2018). Finite element analysis of Eyring-Powell nano fluid over an exponential stretching sheet. International Journal of Applied and Computational Mathematics, 4, 1\u201313.","journal-title":"International Journal of Applied and Computational Mathematics"},{"key":"6774_CR44","doi-asserted-by":"crossref","first-page":"100602","DOI":"10.1016\/j.ijft.2024.100602","volume":"22","author":"KU Rehman","year":"2024","unstructured":"Rehman, K. U., & Shatanawi, W. (2024). Lie symmetry based neural networking analysis for Powell-Eyring fluid flow with heat and mass transfer effects. International Journal of Thermofluids, 22, 100602.","journal-title":"International Journal of Thermofluids"},{"key":"6774_CR45","doi-asserted-by":"crossref","first-page":"1021","DOI":"10.1007\/s10973-020-09872-9","volume":"143","author":"A Riaz","year":"2021","unstructured":"Riaz, A., Ellahi, R., & Sait, S. M. (2021). Role of hybrid nanoparticles in thermal performance of peristaltic flow of Eyring-Powell fluid model. Journal of Thermal Analysis and Calorimetry, 143, 1021\u20131035.","journal-title":"Journal of Thermal Analysis and Calorimetry"},{"issue":"6","key":"6774_CR46","doi-asserted-by":"crossref","first-page":"651","DOI":"10.1016\/j.jtice.2010.01.013","volume":"41","author":"MZ Salleh","year":"2010","unstructured":"Salleh, M. Z., Nazar, R., & Pop, I. (2010). Boundary layer flow and heat transfer over a stretching sheet with Newtonian heating. Journal of the Taiwan Institute of Chemical Engineers, 41(6), 651\u2013655.","journal-title":"Journal of the Taiwan Institute of Chemical Engineers"},{"key":"6774_CR47","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1016\/j.jmmm.2016.01.039","volume":"406","author":"F Selimefendigil","year":"2016","unstructured":"Selimefendigil, F., \u00d6ztop, H. F., & Chamkha, A. J. (2016). MHD mixed convection and entropy generation of nanofluid filled lid driven cavity under the influence of inclined magnetic fields imposed to its upper and lower diagonal triangular domains. Journal of Magnetism and Magnetic Materials, 406, 266\u2013281.","journal-title":"Journal of Magnetism and Magnetic Materials"},{"key":"6774_CR48","first-page":"2450162","volume":"9","author":"K Senthilvadivu","year":"2024","unstructured":"Senthilvadivu, K., Eswaramoorthi, S., Loganathan, K., & Alessa, N. (2024a). Impact of thermal energy on water and ethylene glycol (50: 50)-based rotating hybrid Nanofluid past a Riga surface with radiation. Homogeneous and Heterogeneous Reactions. Nano, 9, 2450162.","journal-title":"Homogeneous and Heterogeneous Reactions. Nano"},{"key":"6774_CR49","first-page":"1","volume":"27","author":"K Senthilvadivu","year":"2024","unstructured":"Senthilvadivu, K., Eswaramoorthi, S., Loganathan, K., & Thameem Basha, H. (2024b). Numerical tackling for MHD Darcy-Forchheimer flow of water-based CNTs in a rotating frame with homogeneous-heterogeneous reactions: An artificial neural network approach. Numerical Heat Transfer, Part B: Fundamentals, 27, 1\u201321.","journal-title":"Numerical Heat Transfer, Part B: Fundamentals"},{"issue":"6","key":"6774_CR50","doi-asserted-by":"crossref","first-page":"14372","DOI":"10.1016\/j.jmrt.2020.09.098","volume":"9","author":"Z Shah","year":"2020","unstructured":"Shah, Z., Raja, M. A. Z., Chu, Y. M., Khan, W. A., Waqas, M., Shoaib, M., & Abbass, S. Z. (2020). Design of neural network based intelligent computing for neumerical treatment of unsteady 3D flow of Eyring-Powell magneto-nanofluidic model. Journal of Materials Research and Technology, 9(6), 14372\u201314387.","journal-title":"Journal of Materials Research and Technology"},{"issue":"2","key":"6774_CR51","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1140\/epjp\/s13360-023-04852-y","volume":"139","author":"Z Shah","year":"2024","unstructured":"Shah, Z., Raja, M. A. Z., Shoaib, M., & Shahzad, F. (2024). Supervised stochastic Levenberg\u2013Marquardt intelligent netwoks for dynamics of convective Eyring-Powell magneto-nanofluid model. The European Physical Journal plus, 139(2), 173.","journal-title":"The European Physical Journal plus"},{"key":"6774_CR53","doi-asserted-by":"crossref","first-page":"1049","DOI":"10.1007\/s11043-024-09736-x","volume":"28","author":"M Sohail","year":"2024","unstructured":"Sohail, M., Abodayeh, K., & Nazir, U. (2024). Implementation of finite element scheme to study thermal and mass transportation in water-based nanofluid model under quadratic thermal radiation in a disk. Mechanics of Time Dependent Materials, 28, 1049\u20131072.","journal-title":"Mechanics of Time Dependent Materials"},{"issue":"8","key":"6774_CR54","doi-asserted-by":"crossref","first-page":"3056","DOI":"10.1108\/HFF-04-2023-0213","volume":"33","author":"M Turkyilmazoglu","year":"2023","unstructured":"Turkyilmazoglu, M. (2023). Uniform magnetic field impact on absolute versus convective onset of Darcy-Benard convection with horizontal throughflow. International Journal of Numerical Methods for Heat & Fluid Flow, 33(8), 3056\u20133070.","journal-title":"International Journal of Numerical Methods for Heat & Fluid Flow"},{"key":"6774_CR55","doi-asserted-by":"crossref","first-page":"106903","DOI":"10.1016\/j.icheatmasstransfer.2023.106903","volume":"146","author":"M Turkyilmazoglu","year":"2023","unstructured":"Turkyilmazoglu, M., & Pop, I. (2023). Induced flow and heat transfer due to inner stretching and outer stationary coaxial cylinders. International Communications in Heat and Mass Transfer, 146, 106903.","journal-title":"International Communications in Heat and Mass Transfer"},{"issue":"4","key":"6774_CR56","doi-asserted-by":"crossref","first-page":"1085","DOI":"10.1108\/HFF-06-2020-0328","volume":"31","author":"K Vafai","year":"2021","unstructured":"Vafai, K., Khan, A. A., Fatima, G., Sait, S. M., & Ellahi, R. (2021). Dufour, Soret and radiation effects with magnetic dipole on Powell-Eyring fluid flow over a stretching sheet. International Journal of Numerical Methods for Heat and Fluid Flow, 31(4), 1085\u20131103.","journal-title":"International Journal of Numerical Methods for Heat and Fluid Flow"},{"issue":"2","key":"6774_CR57","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1002\/num.20528","volume":"27","author":"Y Wang","year":"2011","unstructured":"Wang, Y., Ali, N., & Hayat, T. (2011). Peristaltic motion of a magnetohydrodynamic generalized second-order fluid in an asymmetric channel. Numerical Methods for Partial Differential Equations, 27(2), 415\u2013435.","journal-title":"Numerical Methods for Partial Differential Equations"},{"key":"6774_CR58","doi-asserted-by":"crossref","first-page":"115600","DOI":"10.1016\/j.chaos.2024.115600","volume":"189","author":"A Zeeshan","year":"2024","unstructured":"Zeeshan, A., Khalid, N., Ellahi, R., Khan, M. I., & Alamri, S. Z. (2024). Analysis of nonlinear complex heat transfer MHD flow of Jeffrey Nanofluid over an exponentially stretching sheet via three phase artificial intelligence and Machine Learning techniques. Chaos, Solitons & Fractals, 189, 115600.","journal-title":"Chaos, Solitons & Fractals"},{"issue":"10","key":"6774_CR59","doi-asserted-by":"crossref","first-page":"3492","DOI":"10.1108\/HFF-03-2023-0135","volume":"33","author":"A Zeeshan","year":"2023","unstructured":"Zeeshan, A., Khan, M. I., Ellahi, R., & Asghar, Z. (2023). Artificial neural network simulation and sensitivity analysis for optimal thermal transport of magnetic viscous fluid over shrinking wedge via RSM. International Journal of Numerical Methods for Heat and Fluid Flow, 33(10), 3492\u20133518.","journal-title":"International Journal of Numerical Methods for Heat and Fluid Flow"},{"issue":"10","key":"6774_CR60","doi-asserted-by":"crossref","first-page":"1070","DOI":"10.3390\/e22101070","volume":"22","author":"L Zhang","year":"2020","unstructured":"Zhang, L., Bhatti, M. M., Marin, M., & Mekheimer, S. (2020). Entropy analysis on the blood flow through anisotropically tapered arteries filled with magnetic zinc-oxide (ZnO) nanoparticles. Entropy, 22(10), 1070.","journal-title":"Entropy"}],"container-title":["Machine Learning"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10994-025-06774-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10994-025-06774-5","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10994-025-06774-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T00:03:53Z","timestamp":1777421033000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10994-025-06774-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,29]]},"references-count":54,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2025,6]]}},"alternative-id":["6774"],"URL":"https:\/\/doi.org\/10.1007\/s10994-025-06774-5","relation":{},"ISSN":["0885-6125","1573-0565"],"issn-type":[{"value":"0885-6125","type":"print"},{"value":"1573-0565","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,29]]},"assertion":[{"value":"25 December 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 February 2025","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 March 2025","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 April 2025","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to participate"}},{"value":"Not applicable.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}],"article-number":"147"}}