Adaptive-Network-Based Fuzzy Inference System Analysis to Predict the Temperature and Flow Fields in a Lid-Driven Cavity

被引:39
作者
Azwadi, Che Sidik Nor [1 ]
Zeinali, Mohammadjavad [1 ]
Safdari, Arman [1 ]
Kazemi, Alieh [1 ]
机构
[1] Univ Teknol Malaysia, Fac Mech Engn, Johor Baharu 81310, Malaysia
关键词
LATTICE BOLTZMANN METHOD; NATURAL-CONVECTION; HEAT-TRANSFER; COMPRESSIBLE FLOWS; SIMULATION; MODEL; ENCLOSURE; EQUATION; NANOFLUIDS; DYNAMICS;
D O I
10.1080/10407782.2013.757154
中图分类号
O414.1 [热力学];
学科分类号
摘要
Heat transfer behavior in a 2-D square lid-driven cavity has been studied for various pertinent Reynolds and Rayleigh numbers. The lattice Boltzmann method, a numerical tool based on the particle distribution function is applied to simulate a thermal fluid flow problem. Bhatnagar-Gross-Krook (BGK) is combined with the double population thermal Lattice Boltzmann model to solve mixed convection in a square cavity. An adaptive-network-based fuzzy inference system (ANFIS) method is trained and validated using BGK Lattice Boltzmann model results. The results show that the trained ANFIS model successfully predicts the temperature and flow fields in a few seconds with acceptable accuracy.
引用
收藏
页码:906 / 920
页数:15
相关论文
共 35 条
[1]  
[Anonymous], INT J NUMERICAL METH
[2]   Fuzzy-C-Means-Based Classification of Thermodynamic-Property Data: A Critical Assessment [J].
Avila, Gabriela ;
Pacheco-Vega, Arturo .
NUMERICAL HEAT TRANSFER PART A-APPLICATIONS, 2009, 56 (11) :880-896
[3]   The lattice Boltzmann equation for natural convection in a two-dimensional cavity with a partially heated wall [J].
Barrios, G ;
Rechtman, R ;
Rojas, J ;
Tovar, R .
JOURNAL OF FLUID MECHANICS, 2005, 522 :91-100
[4]   LATTICE BOLTZMANN COMPUTATIONS FOR REACTION-DIFFUSION EQUATIONS [J].
DAWSON, SP ;
CHEN, S ;
DOOLEN, GD .
JOURNAL OF CHEMICAL PHYSICS, 1993, 98 (02) :1514-1523
[5]   Fuzzy Modeling of Performance of Counterflow Ranque-Hilsch Vortex Tubes with Different Geometric Constructions [J].
Dincer, K. ;
Tasdemir, S. ;
Baskaya, S. ;
Ucgul, I. ;
Uysal, B. Z. .
NUMERICAL HEAT TRANSFER PART B-FUNDAMENTALS, 2008, 54 (06) :499-517
[6]   Combination technique for improving natural convection cooling in electronics [J].
Florio, L. A. ;
Harnoy, A. .
INTERNATIONAL JOURNAL OF THERMAL SCIENCES, 2007, 46 (01) :76-92
[7]   Two-dimensional lattice Boltzmann model for compressible flows with high Mach number [J].
Gan, Yanbiao ;
Xu, Aiguo ;
Zhang, Guangcai ;
Yu, Xijun ;
Li, Yingjun .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2008, 387 (8-9) :1721-1732
[8]   HIGH-RE SOLUTIONS FOR INCOMPRESSIBLE-FLOW USING THE NAVIER STOKES EQUATIONS AND A MULTIGRID METHOD [J].
GHIA, U ;
GHIA, KN ;
SHIN, CT .
JOURNAL OF COMPUTATIONAL PHYSICS, 1982, 48 (03) :387-411
[9]  
GUANGHUI S, 2003, NUCL ENG DES, V220, P17
[10]   A novel thermal model for the lattice Boltzmann method in incompressible limit [J].
He, X ;
Chen, S ;
Doolen, GD .
JOURNAL OF COMPUTATIONAL PHYSICS, 1998, 146 (01) :282-300