Heat transfer in magnetohydrodynamic Jeffery-Hamel molybdenum disulfide/water hybrid nanofluid flow with thermal radiation: A neural networking analysis
The heat transfer aspects are considered in the Jeffery-Hamel hybrid nanofluid flow between non-parallel plates. In a flow regime, molybdenum disulfide nanoparticles are suspended with a viscous dissipation, magnetic field, and thermal radiation effects. The flow is theoretically modeled, and the differential transformed approach is used to solve the problem. The flow field of the hybrid nanofluid is investigated for different parameters. For the Nusselt number, a sample of 75 values is gathered and compared to five inputs. Fifty-three (70%) values are taken into account for training the neural network. For testing and validating the artificial neural network (ANN) model, 11 (15%) each is used. Using Levenberg-Marquardt backpropagation, the training is carried out. It is noticed that the temperature of MoS2-MWCNTs/H2O is higher in comparison with MoS2/H2O. Further, according to ANN prediction, Pr, Ec, and M have a growing relationship with the Nusselt number; however, Re and Nr have an opposite relationship.
机构:
School of Applied Sciences, Department of Mathematics, REVA University, Bengaluru
Department of Mathematics, K.L.E. Society’s S. Nijalingappa College, BengaluruSchool of Applied Sciences, Department of Mathematics, REVA University, Bengaluru
Samaje, Poornima
Salma, A.
论文数: 0引用数: 0
h-index: 0
机构:
School of Applied Sciences, Department of Mathematics, REVA University, BengaluruSchool of Applied Sciences, Department of Mathematics, REVA University, Bengaluru
Salma, A.
Venkadeshwaran, K.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Mechanical Engineering, School of Engineering and Technology, JAIN (Deemed to be University), BangaloreSchool of Applied Sciences, Department of Mathematics, REVA University, Bengaluru
Venkadeshwaran, K.
Varma, S.V.K.
论文数: 0引用数: 0
h-index: 0
机构:
School of Applied Sciences, Department of Mathematics, REVA University, BengaluruSchool of Applied Sciences, Department of Mathematics, REVA University, Bengaluru
Varma, S.V.K.
Hanumagowda, B.N.
论文数: 0引用数: 0
h-index: 0
机构:
School of Applied Sciences, Department of Mathematics, REVA University, BengaluruSchool of Applied Sciences, Department of Mathematics, REVA University, Bengaluru
Hanumagowda, B.N.
Verma, Anjali
论文数: 0引用数: 0
h-index: 0
机构:
University Centre for Research & Development, Department of Mathematics, Chandigarh University, MohaliSchool of Applied Sciences, Department of Mathematics, REVA University, Bengaluru
Verma, Anjali
Chandan, K.
论文数: 0引用数: 0
h-index: 0
机构:
Amrita School of Artificial Intelligence, Amrita Vishwa Vidyapeetham, BengaluruSchool of Applied Sciences, Department of Mathematics, REVA University, Bengaluru
机构:
Univ Kebangsaan Malaysia, Fac Sci & Technol, Dept Math Sci, Bangi, Malaysia
Univ Teknikal Malaysia Melaka, Kejuruteraan Mekanikal dan Pembuatan, Melaka, MalaysiaUniv Kebangsaan Malaysia, Fac Sci & Technol, Dept Math Sci, Bangi, Malaysia
Zainal, Nurul Amira
Nazar, Roslinda
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Sci & Technol, Dept Math Sci, Bangi, MalaysiaUniv Kebangsaan Malaysia, Fac Sci & Technol, Dept Math Sci, Bangi, Malaysia
Nazar, Roslinda
Naganthran, Kohilavani
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Sci & Technol, Dept Math Sci, Bangi, MalaysiaUniv Kebangsaan Malaysia, Fac Sci & Technol, Dept Math Sci, Bangi, Malaysia
Naganthran, Kohilavani
Pop, Ioan
论文数: 0引用数: 0
h-index: 0
机构:
Babes Bolyai Univ, Dept Math, Cluj Napoca, RomaniaUniv Kebangsaan Malaysia, Fac Sci & Technol, Dept Math Sci, Bangi, Malaysia
机构:
King Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
King Mongkuts Univ Technol Thonburi KMUTT, Ctr Excellence Theoret & Computat Sci TaCS CoE, Fac Sci, Sci Lab Bldg, Bangkok, ThailandKing Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
Ramzan, Muhammad
Dawar, Abdullah
论文数: 0引用数: 0
h-index: 0
机构:
Abdul Wali Khan Univ, Dept Math, Mardan, PakistanKing Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
Dawar, Abdullah
Saeed, Anwar
论文数: 0引用数: 0
h-index: 0
机构:
King Mongkuts Univ Technol Thonburi KMUTT, Ctr Excellence Theoret & Computat Sci TaCS CoE, Fac Sci, Sci Lab Bldg, Bangkok, ThailandKing Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
Saeed, Anwar
Kumam, Poom
论文数: 0引用数: 0
h-index: 0
机构:
King Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
King Mongkuts Univ Technol Thonburi KMUTT, Ctr Excellence Theoret & Computat Sci TaCS CoE, Fac Sci, Sci Lab Bldg, Bangkok, Thailand
China Med Univ, China Med Univ Hosp, Dept Med Res, Taichung, TaiwanKing Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
Kumam, Poom
Watthayu, Wiboonsak
论文数: 0引用数: 0
h-index: 0
机构:
King Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
King Mongkuts Univ Technol Thonburi KMUTT, Ctr Excellence Theoret & Computat Sci TaCS CoE, Fac Sci, Sci Lab Bldg, Bangkok, ThailandKing Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
Watthayu, Wiboonsak
Kumam, Wiyada
论文数: 0引用数: 0
h-index: 0
机构:
Rajamangala Univ Technol Thanyaburi, Fac Sci & Technol, Dept Math & Comp Sci, Program Appl Stat,Appl Math Sci & Engn Res Unit A, Pathum Thani, ThailandKing Mongkuts Univ Technol Thonburi KMUTT, Dept Math, KMUTT Fixed Point Res Lab, Room SCL Fixed Point Lab 802,Fac Sci, Bangkok, Thailand
机构:
King Abdulaziz Univ, Fac Sci, Dept Math, POB 80203, Jeddah 21589, Saudi ArabiaKing Abdulaziz Univ, Fac Sci, Dept Math, POB 80203, Jeddah 21589, Saudi Arabia
Alharbi, Amal F.
Usman, Muhammad
论文数: 0引用数: 0
h-index: 0
机构:
City Univ Sci & Informat Technol, Dept Math, Peshawar 25000, PakistanKing Abdulaziz Univ, Fac Sci, Dept Math, POB 80203, Jeddah 21589, Saudi Arabia
Usman, Muhammad
Areshi, Mounirah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tabuk, Fac Sci, Dept Math, POB 741, Tabuk 71491, Saudi ArabiaKing Abdulaziz Univ, Fac Sci, Dept Math, POB 80203, Jeddah 21589, Saudi Arabia
Areshi, Mounirah
Mahariq, Ibrahim
论文数: 0引用数: 0
h-index: 0
机构:
Gulf Univ Sci & Technol, GUST Engn & Appl Innovat Res Ctr GEAR, Mishref, Kuwait
China Med Univ, China Med Univ Hosp, Dept Med Res, Taichung, TaiwanKing Abdulaziz Univ, Fac Sci, Dept Math, POB 80203, Jeddah 21589, Saudi Arabia
机构:
Univ Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu, Kagawa, MalaysiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu, Kagawa, Malaysia
Md Basir, Md Faisal
Mackolil, Joby
论文数: 0引用数: 0
h-index: 0
机构:
CHRIST, Dept Math, Bangalore 560029, Karnataka, IndiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu, Kagawa, Malaysia
Mackolil, Joby
Mahanthesh, B.
论文数: 0引用数: 0
h-index: 0
机构:
CHRIST, Dept Math, Bangalore 560029, Karnataka, IndiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu, Kagawa, Malaysia
Mahanthesh, B.
Nisar, Kottakkaran S.
论文数: 0引用数: 0
h-index: 0
机构:
Prince Sattam bin Abdulaziz Univ, Coll Arts & Sci, Dept Math, Abha, Saudi ArabiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu, Kagawa, Malaysia
Nisar, Kottakkaran S.
Muhammad, Taseer
论文数: 0引用数: 0
h-index: 0
机构:
King Khalid Univ, Coll Sci, Dept Math, Abha, Saudi ArabiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu, Kagawa, Malaysia
Muhammad, Taseer
Anuar, Nur Syazana
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol MARA, Fac Comp & Math Sci, Shah Alam, Selangor, MalaysiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu, Kagawa, Malaysia
Anuar, Nur Syazana
Bachok, Norfifah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol MARA, Fac Comp & Math Sci, Shah Alam, Selangor, Malaysia
Univ Putra Malaysia, Dept Math & Stat, Fac Sci, Shah Alam, Selangor, MalaysiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu, Kagawa, Malaysia