Prediction of porosity and thermal diffusivity in a porous fin using differential evolution algorithm

被引:65
作者
Das, Ranjan [1 ]
Prasad, Dilip K. [2 ]
机构
[1] Indian Inst Technol Ropar, Sch Mech Mat & Energy Engn, Rupnagar, Punjab, India
[2] Natl Univ Singapore, Sch Comp, Singapore 117548, Singapore
关键词
Differential evolution; Inverse problem; Porous fin; Porosity; Fluid thermal diffusivity; Heat transfer; CONVECTION HEAT-TRANSFER; INVERSE PROBLEMS; METAHEURISTIC ALGORITHMS; GLOBAL OPTIMIZATION; PLATE-FIN; CONDUCTIVITY; PARAMETERS; DECOMPOSITION; DESIGN; FLUX;
D O I
10.1016/j.swevo.2015.03.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, simultaneous inverse prediction of two parameters such as the porosity and thermal diffusivity of the fluid in a porous fin is done for satisfying a given temperature distribution. Only three temperature measurements are assumed to be available on the surface of the fin and prediction of the parameters is accomplished by using the differential evolution (DE)-based optimization technique. It is shown that the present problem is inherently ill-posed in terms of the retrieval of the value of fluid thermal diffusivity for which many possible solutions exist, which is expected to adapt the fin under different conditions. In the present work, two numerical examples provide engineering insight into the problem of designing porous fins using good thermal conductors like aluminum and copper along with the working of DE. Finally, the efficacy of DE for the present problem is also shown by comparing its performance with few other optimization methods. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:27 / 39
页数:13
相关论文
共 50 条
  • [1] Estimation of critical dimensions for a trapezoidal-shaped steel fin using hybrid differential evolution algorithm
    Das, Ranjan
    Singh, Kuljeet
    Gogoi, Tapan K.
    NEURAL COMPUTING & APPLICATIONS, 2017, 28 (07) : 1683 - 1693
  • [2] A study of changes in temperature profile of porous fin model using cuckoo search algorithm
    Waseem, Waseem
    Sulaiman, Muhammad
    Islam, Saeed
    Kumam, Poom
    Nawaz, Rashid
    Raja, Muhammad Asif Zahoor
    Farooq, Muhammad
    Shoaib, Muhammad
    ALEXANDRIA ENGINEERING JOURNAL, 2020, 59 (01) : 11 - 24
  • [3] Multi-parameter Retrieval in a Porous Fin Using Binary-Coded Genetic Algorithm
    Singla, Rohit K.
    Das, Ranjan
    PROCEEDINGS OF SIXTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING FOR PROBLEM SOLVING, SOCPROS 2016, VOL 2, 2017, 547 : 197 - 205
  • [4] Convection Problems in Anisotropic Porous Media with Nonhomogeneous Porosity and Thermal Diffusivity
    Capone, Florinda
    Gentile, Maurizio
    Hill, Antony A.
    ACTA APPLICANDAE MATHEMATICAE, 2012, 122 (01) : 85 - 91
  • [5] Quantitative evaluation of the effective thermal diffusivity for model-based porosity prediction in CFRP
    Mayr, Guenther
    Plank, Bernhard
    Gruber, Juergen
    Sekelja, Jakov
    Hendorfer, Guenther
    QUANTITATIVE INFRARED THERMOGRAPHY JOURNAL, 2016, 13 (01) : 70 - 82
  • [6] Thermal Diffusivity Prediction From P-Wave Velocity and Porosity Assessment for Sandstone Reservoirs
    El Sayed, Abdel Moktader A.
    El Sayed, Nahla A.
    INZYNIERIA MINERALNA-JOURNAL OF THE POLISH MINERAL ENGINEERING SOCIETY, 2024, (01): : 115 - 123
  • [7] Porosity Prediction in Aluminium Casting Using Approximate Functions Generated by Evolutionary Algorithm
    Gaviphatt, Natnapat
    Puncreobut, Chedtha
    Chongstitvatana, Prabhas
    2015 12TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2015,
  • [8] A novel differential evolution algorithm using local abstract convex underestimate strategy for global optimization
    Zhou, Xiao-gen
    Zhang, Gui-jun
    Hao, Xiao-hu
    Yu, Li
    COMPUTERS & OPERATIONS RESEARCH, 2016, 75 : 132 - 149
  • [9] Prediction of blast-induced flyrock using differential evolution algorithm
    Dehghani, Hesam
    Shafaghi, Mehdi
    ENGINEERING WITH COMPUTERS, 2017, 33 (01) : 149 - 158
  • [10] Prediction of thermal diffusivity of volcanic rocks using machine learning and genetic algorithm hybrid strategy
    Khan, Muhammad Nouman Aslam
    Ghafoor, Usman
    Abdullah, Abdullah
    Ul Haq, Zeeshan
    Ullah, Hafeez
    Gul, Iftikhar Hussain
    Maqsood, Asghari
    INTERNATIONAL JOURNAL OF THERMAL SCIENCES, 2023, 192