{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,19]],"date-time":"2026-05-19T07:03:06Z","timestamp":1779174186328,"version":"3.51.4"},"reference-count":26,"publisher":"World Scientific Pub Co Pte Ltd","issue":"13","funder":[{"name":"B V Raju institute of technology, India"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J CIRCUIT SYST COMP"],"published-print":{"date-parts":[[2024,9,15]]},"abstract":"<jats:p> In this study, the effects of suction and buoyancy are used to analyze the Ternary hybrid nanofluid flow on a stretching sheet through a porous media. Ternary hybrid nanofluid is (Carbon nanotubes) CNT[Formula: see text]Graphene[Formula: see text] with base fluid as Water. Case-1 Buoyancy Assisting flow and Case-2 Buoyancy Opposing flow. Hybrid nanofluids have been used to speed up the heat transfer process. Nonlinear partial differential equations (PDEs) have been converted to ordinary differential equations (ODEs) using Lie group transformations. The ODE45, an algorithmic approach, has been using the aid of this built-in solver, and the resulting Ordinary differential equations were resolved. The general relationship between temperature, velocity, heat transfer rate, and shear stress on a stretchy surface is shown for a range of values of the significant factors. The temperature profiles have been rising with the impact of [Formula: see text]. Using streamlines to examine the flow pattern of a fluid and a method of machine learning, in terms of modern language, an artificial neural network (ANN) made up of artificial neurons or nodes is known as a neural network. A neural network is a network or circuit of genetic neurons. <\/jats:p>","DOI":"10.1142\/s0218126624400012","type":"journal-article","created":{"date-parts":[[2024,1,31]],"date-time":"2024-01-31T05:10:37Z","timestamp":1706677837000},"source":"Crossref","is-referenced-by-count":21,"title":["Analysis of Dynamical Assisting and Opposing Flow Characteristics of Darcy Surface-Filled Ternary Nanoparticles and Fourier Flux: Artificial Neural Network and Levenberg Method"],"prefix":"10.1142","volume":"33","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2615-2208","authenticated-orcid":false,"given":"Maddina Dinesh","family":"Kumar","sequence":"first","affiliation":[{"name":"Department of Mathematics, B V Raju Institute of Technology, Narsapur, Medak-502313, Telangana, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8921-6566","authenticated-orcid":false,"given":"C. S. K.","family":"Raju","sequence":"additional","affiliation":[{"name":"Department of Mathematics, GITAM School of Science, GITAM-Bangalore, 562163, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"H.","family":"Ashraf","sequence":"additional","affiliation":[{"name":"Department of Mathematics, University of Okara, Okara, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1949-5643","authenticated-orcid":false,"given":"Nehad Ali","family":"Shah","sequence":"additional","affiliation":[{"name":"Department of Mechanical Engineering, Sejong University, Seoul 05006, South Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amjad","family":"Ali","sequence":"additional","affiliation":[{"name":"Centre for Advanced Studies in Pure and Applied Mathematics, Bahauddin Zakariya University, Multan 60800, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdelaziz","family":"Mennouni","sequence":"additional","affiliation":[{"name":"Department of Mathematics, LTM, University of Batna 2, Mostefa Ben Boulaid, Fesdis, Batna 05078, Algeria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Noor","family":"Muhammad","sequence":"additional","affiliation":[{"name":"Abdus Salam School of Mathematical Sciences, Government College University, Lahore 54600, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abderrahim","family":"Wakif","sequence":"additional","affiliation":[{"name":"Laboratory of Mechanics, Faculty of Sciences Ain Chock, University Hassan II of Casablanca, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Katta","family":"Ramesh","sequence":"additional","affiliation":[{"name":"Department of Pure and Applied Mathematics, School of Mathematical Sciences, Sunway University, No. 5, Jalan University, Bandar Sunway, Petaling Jaya 47500, Selangor Darul Ehsan, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hanumesh","family":"Vaidya","sequence":"additional","affiliation":[{"name":"Department of Studies in Mathematics, Vijayanagara Sri Krishnadevaraya University, Ballari, Karnataka, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"T.","family":"Oreyeni","sequence":"additional","affiliation":[{"name":"Department of Physical Sciences, Mathematics Programme Unit, Precious Cornerstone University, Ibadan, Nigeria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"B. C.","family":"Prasanna kumara","sequence":"additional","affiliation":[{"name":"Department of Studied in Mathematics, Davangere University, Davangere, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2024,6,17]]},"reference":[{"key":"S0218126624400012BIB001","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611970913"},{"key":"S0218126624400012BIB002","doi-asserted-by":"publisher","DOI":"10.1016\/S0020-7462(00)00060-3"},{"key":"S0218126624400012BIB003","doi-asserted-by":"publisher","DOI":"10.1088\/0305-4470\/38\/34\/006"},{"key":"S0218126624400012BIB004","doi-asserted-by":"publisher","DOI":"10.1088\/1751-8113\/40\/30\/013"},{"key":"S0218126624400012BIB005","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijthermalsci.2012.10.013"},{"key":"S0218126624400012BIB006","first-page":"3165","volume-title":"Int. Conf. Machine Learning","author":"Finzi M.","year":"2020"},{"key":"S0218126624400012BIB007","doi-asserted-by":"publisher","DOI":"10.3390\/math10142456"},{"key":"S0218126624400012BIB008","doi-asserted-by":"publisher","DOI":"10.1142\/S0217979223500078"},{"key":"S0218126624400012BIB009","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/8840287"},{"key":"S0218126624400012BIB010","volume-title":"Enhancing Thermal Conductivity of Fluids With Nanoparticles","author":"Choi S. U.","year":"1995"},{"key":"S0218126624400012BIB011","doi-asserted-by":"publisher","DOI":"10.1016\/j.aej.2017.01.017"},{"key":"S0218126624400012BIB012","doi-asserted-by":"publisher","DOI":"10.1016\/j.icheatmasstransfer.2021.105236"},{"key":"S0218126624400012BIB013","doi-asserted-by":"publisher","DOI":"10.1016\/j.csite.2021.101711"},{"key":"S0218126624400012BIB014","first-page":"1","volume":"147","author":"Gokulavani P.","year":"2021","journal-title":"J. Therm. Anal. Calorim."},{"key":"S0218126624400012BIB015","doi-asserted-by":"publisher","DOI":"10.3390\/sym14091943"},{"key":"S0218126624400012BIB016","doi-asserted-by":"publisher","DOI":"10.1016\/j.aej.2020.05.030"},{"key":"S0218126624400012BIB017","doi-asserted-by":"publisher","DOI":"10.1016\/j.csite.2021.101431"},{"key":"S0218126624400012BIB018","doi-asserted-by":"publisher","DOI":"10.1016\/j.csite.2021.100955"},{"key":"S0218126624400012BIB019","doi-asserted-by":"publisher","DOI":"10.1016\/j.cjph.2021.10.041"},{"key":"S0218126624400012BIB020","doi-asserted-by":"publisher","DOI":"10.1016\/j.csite.2021.101681"},{"key":"S0218126624400012BIB021","doi-asserted-by":"publisher","DOI":"10.3390\/math10214066"},{"key":"S0218126624400012BIB022","doi-asserted-by":"publisher","DOI":"10.1016\/j.icheatmasstransfer.2022.105995"},{"key":"S0218126624400012BIB023","doi-asserted-by":"publisher","DOI":"10.1016\/j.icheatmasstransfer.2022.106110"},{"key":"S0218126624400012BIB024","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2017.2777460"},{"key":"S0218126624400012BIB025","doi-asserted-by":"publisher","DOI":"10.1007\/s40430-022-03451-9"},{"key":"S0218126624400012BIB026","doi-asserted-by":"publisher","DOI":"10.1109\/KPEC58008.2023.10215490"}],"container-title":["Journal of Circuits, Systems and Computers"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218126624400012","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,7]],"date-time":"2024-08-07T05:57:49Z","timestamp":1723010269000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0218126624400012"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6,17]]},"references-count":26,"journal-issue":{"issue":"13","published-print":{"date-parts":[[2024,9,15]]}},"alternative-id":["10.1142\/S0218126624400012"],"URL":"https:\/\/doi.org\/10.1142\/s0218126624400012","relation":{},"ISSN":["0218-1266","1793-6454"],"issn-type":[{"value":"0218-1266","type":"print"},{"value":"1793-6454","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,6,17]]},"article-number":"2440001"}}