Neural network method for solving parabolic two-temperature microscale heat conduction in double-layered thin films exposed to ultrashort-pulsed lasers

被引：16
作者：
Bora, Aniruddha [1 ]
Dai, Weizhong [1 ]
Wilson, Joshua P. [1 ]
Boyt, Jacob C. [1 ]
机构：
[1] Louisiana Tech Univ, Math & Stat, Coll Engn & Sci, Ruston, LA 71272 USA
来源：
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER | 2021年 / 178卷
关键词：
Micro; nanoscale heat conduction; Ultrashort-pulsed laser heating; Artificial neural network method; Convergence; Thin film; FINITE-DIFFERENCE SCHEME; HYPERBOLIC 2-STEP MODEL; CONVERGENCE CONDITIONS; TRANSPORT-EQUATIONS; THERMAL-BEHAVIOR; FRAMEWORK; METALS;
D O I：
10.1016/j.ijheatmasstransfer.2021.121616
中图分类号：
O414.1 [热力学];
学科分类号：
摘要：
Simulation of the micro/nanoscale heat conduction induced by ultrashort-pulsed laser heating has been attracting great attention. Additionally, machine and deep learning techniques are becoming an important tool in engineering and science research. This article presents an artificial neural network (ANN) method for solving the parabolic two-temperature heat conduction equations in double-layered thin films exposed to ultrashort-pulsed lasers. Convergence of the ANN solution to the analytical solution is theoretically analyzed. Finally, the ANN method is used to predict the electron and lattice temperatures in a gold film padding on a chromium film when exposed to ultrashort-pulsed lasers, which is based on the parabolic two-temperature heat conduction model. (c) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数：13
相关论文
共 98 条
[11]   Numerical study of ultrashort laser pulse interactions with metal films [J].
Chen, JK ;
Beraun, JE .
NUMERICAL HEAT TRANSFER PART A-APPLICATIONS, 2001, 40 (01) :1-20
[12]   Physics-informed neural networks for inverse problems in nano-optics and metamaterials [J].
Chen, Yuyao ;
Lu, Lu ;
Karniadakis, George Em ;
Dal Negro, Luca .
OPTICS EXPRESS, 2020, 28 (08) :11618-11633
[13]   Deep Learning Method Based on Physics Informed Neural Network with Resnet Block for Solving Fluid Flow Problems [J].
Cheng, Chen ;
Zhang, Guang-Tao .
WATER, 2021, 13 (04)
[14]   A finite difference scheme for solving a nonlinear hyperbolic two-step model in a double-layered thin film exposed to ultrashort-pulsed lasers with nonlinear interfacial conditions [J].
Dai, Weizhong ;
Niu, Tianchan .
NONLINEAR ANALYSIS-HYBRID SYSTEMS, 2008, 2 (01) :121-143
[15]   A finite difference scheme for solving parabolic two-step micro-heat transport equations in a double-layered micro-sphere heated by ultrashort-pulsed lasers [J].
Dai, Weizhong ;
Li, Guang .
NUMERICAL METHODS FOR PARTIAL DIFFERENTIAL EQUATIONS, 2006, 22 (06) :1396-1417
[16]   A stable finite difference scheme for solving a hyperbolic two-step model in a 3D micro sphere exposed to ultrashort-pulsed lasers [J].
Dai, Weizhong ;
Song, Hertong ;
Su, Shengjun ;
Nassar, Raja .
INTERNATIONAL JOURNAL OF NUMERICAL METHODS FOR HEAT & FLUID FLOW, 2006, 16 (06) :693-717
[17]   A New Accurate Finite-Difference Scheme for the Thermal Analysis of One-Dimensional Microspheres Exposed to Ultrashort-Pulsed Lasers [J].
Dai, Weizhong ;
Johnson, Connor .
NUMERICAL HEAT TRANSFER PART B-FUNDAMENTALS, 2010, 57 (04) :241-259
[18]   A hyperbolic microscopic model and its numerical scheme for thermal analysis in an N-carrier system [J].
Dai, Weizhong .
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2009, 52 (9-10) :2379-2389
[19]   A stable finite difference scheme for thermal analysis in an N-carrier system [J].
Dai, Weizhong ;
Zhu, Fei ;
Tzou, Da Yu .
INTERNATIONAL JOURNAL OF THERMAL SCIENCES, 2009, 48 (08) :1530-1541
[20]   An unconditionally stable three level finite difference scheme for solving parabolic two-step micro heat transport equations in a three-dimensional double-layered thin film [J].
Dai, WZ ;
Li, Q ;
Nassar, R ;
Shen, LX .
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2004, 59 (04) :493-509
12345678910