Thermal-hydraulic performance and multi-objective optimization using ANN and GA in microchannels with double delta-winglet vortex generators

[1]  Jun Zhang,et al.  Prediction and optimization of gas distribution quality for high-temperature PEMFC based on data-driven surrogate model , 2022, Applied Energy.

[2]  Shing Chiang Tan,et al.  Parallel Deep Learning with a hybrid BP-PSO framework for feature extraction and malware classification , 2022, Appl. Soft Comput..

[3]  Yunqing Deng,et al.  Evaluation of fracture behavior of Yellow River ice based on three-point bending test and PSO-BP model , 2022, Theoretical and Applied Fracture Mechanics.

[4]  J. Wen,et al.  Combined numerical and experimental studies of 21700 lithium-ion battery thermal runaway induced by different thermal abuse , 2022, International Journal of Heat and Mass Transfer.

[5]  S. Aradag,et al.  Investigation of Double-Layered Wavy Microchannel Heatsinks Utilizing Porous Ribs with Artificial Neural Networks , 2022, SSRN Electronic Journal.

[6]  D. Toghraie,et al.  Statistical review of studies on the estimation of thermophysical properties of nanofluids using artificial neural network (ANN) , 2022, Powder Technology.

[7]  Yongchan Kim,et al.  Optimization of semi-interlocking heat sinks for hotspot thermal management using multi-objective genetic algorithm , 2022, International Journal of Heat and Mass Transfer.

[8]  Rahmad Syah,et al.  Numerical investigation of water forced convection inside a copper metal foam tube: Genetic algorithm (GA) based fuzzy inference system (GAFIS) contribution with CFD modeling , 2022, International Journal of Heat and Mass Transfer.

[9]  Christopher Y.H. Chao,et al.  Experimental study on the thermal-hydraulic performance of a fluttering split flag in a channel flow , 2022, International Journal of Heat and Mass Transfer.

[10]  Zhongqi Wang,et al.  Large eddy simulation of film cooling with vortex generators between two consecutive cooling rows , 2022, International Journal of Heat and Mass Transfer.

[11]  Zhenjun Hu,et al.  Numerical investigation on thermal-hydraulic characteristics in a mini-channel with trapezoidal cross-section longitudinal vortex generators , 2021, Applied Thermal Engineering.

[12]  B. Sundén,et al.  Effects of pin fins and vortex generators on thermal performance in a microchannel with Al2O3 nanofluids , 2021, Energy.

[13]  H. Riella,et al.  Computational fluid dynamics (CFD), artificial neural network (ANN) and genetic algorithm (GA) as a hybrid method for the analysis and optimization of micro-photocatalytic reactors: NOx abatement as a case study , 2021, Chemical Engineering Journal.

[14]  Xiaotong Zhang,et al.  Thermal performance of insulated gate bipolar transistor module using microchannel cooling base plate , 2021, Applied Thermal Engineering.

[15]  Nurullah Kayaci,et al.  Flow optimization in a Microchannel with Vortex Generators using Genetic Algorithm , 2021, Applied Thermal Engineering.

[16]  Lin Lu,et al.  Experimental study on the thermal and flow characteristics of ZnO/water nanofluid in mini-channels integrated with GA-optimized ANN prediction and CFD simulation , 2021 .

[17]  Wensheng Zhao,et al.  Multi-objective optimization of thermal-hydraulic performance in a microchannel heat sink with offset ribs using the fuzzy grey approach , 2021, Applied Thermal Engineering.

[18]  W. Zhuge,et al.  Performance analysis and optimization of a novel cooling plate with non-uniform pin-fins for lithium battery thermal management , 2021, Applied Thermal Engineering.

[19]  Hongwei Li,et al.  Multi-objective optimization of PEM fuel cell by coupled significant variables recognition, surrogate models and a multi-objective genetic algorithm , 2021 .

[20]  Shaobo Li,et al.  The experimental study of the heat ransfer performance of a zigzag-serpentine microchannel heat sink , 2021 .

[21]  Abdulwahab A. Alnaqi,et al.  Thermal-hydraulic analysis and irreversibility of the MWCNTs-SiO2/EG-H2O non-Newtonian hybrid nanofluids inside a zigzag micro-channels heat sink , 2021 .

[22]  Junjie Chen,et al.  Fluid flow and heat transfer characteristics of microchannel heat sinks with different groove shapes , 2020 .

[23]  B. Palm,et al.  Heat transfer study of enhanced additively manufactured minichannel heat exchangers , 2020 .

[24]  F. Liang,et al.  Thermal performance investigation of the miniature revolving heat pipes using artificial neural networks and genetic algorithms , 2020, International Journal of Heat and Mass Transfer.

[25]  X. Zhai,et al.  Analysis on heat transfer and pressure drop of a microchannel heat sink with dimples and vortex generators , 2019, International Journal of Thermal Sciences.

[26]  Obaid T. Fadhil,et al.  Optimal hydrothermal design of microchannel heat sink using trapezoidal cavities and solid/slotted oval pins , 2019, Applied Thermal Engineering.

[27]  Man Yeong Ha,et al.  Numerical study on the flow and heat transfer characteristics in a dimple cooling channel with a wedge-shaped vortex generator , 2019, International Journal of Heat and Mass Transfer.

[28]  Jianmin Gao,et al.  Study on heat transfer performance of steam-cooled ribbed channel using neural networks and genetic algorithms , 2018, International Journal of Heat and Mass Transfer.

[29]  N. Pourmahmoud,et al.  Numerical investigation and performance analyses of rectangular mini channel with different types of ribs and their arrangements , 2018, International Journal of Thermal Sciences.

[30]  Atharv Bhosekar,et al.  Advances in surrogate based modeling, feasibility analysis, and optimization: A review , 2018, Comput. Chem. Eng..

[31]  W. Tao,et al.  Single phase laminar flow and heat transfer characteristics of microgaps with longitudinal vortex generator array , 2017 .

[32]  Ke-Wei Song,et al.  Interaction of counter rotating longitudinal vortices and the effect on fluid flow and heat transfer , 2016 .

[33]  G. Xia,et al.  Heat transfer enhancement in microchannel heat sinks with periodic expansion–constriction cross-sections , 2013 .

[34]  Li Jian,et al.  Optimum thermal design of interrupted microchannel heat sink with rectangular ribs in the transverse microchambers , 2013 .

[35]  Shiping Jin,et al.  Experimental investigations on liquid flow and heat transfer in rectangular microchannel with longitudinal vortex generators , 2011 .

[36]  R. Pease,et al.  High-performance heat sinking for VLSI , 1981, IEEE Electron Device Letters.

[37]  G. Xia,et al.  Enhancement of thermal rectification effect based on zigzag interfaces in bi-segment thermal rectifier using bulk materials , 2022, International Journal of Heat and Mass Transfer.

[38]  Xishi Wang,et al.  Investigation on thermal runaway of 18,650 lithium ion battery under thermal abuse coupled with charging , 2022, Journal of Energy Storage.

[39]  Mingxiang Lu,et al.  Thermal design of microchannel heat sinks using a contour extraction based on topology optimization (CEBTO) method , 2022, International Journal of Heat and Mass Transfer.

[40]  R. Liu,et al.  Multi-objective optimization of a bidirectional-ribbed microchannel based on CFD and NSGA-II genetic algorithm , 2022, International Journal of Thermal Sciences.

[41]  S. Cadirci,et al.  Artificial neural network model and multi-objective optimization of microchannel heat sinks with diamond-shaped pin fins , 2022, International Journal of Heat and Mass Transfer.

[42]  Z. Shun,et al.  Thermal performance of an array condenser flat heat pipe for IGBT heat dissipation , 2020 .