Predicting and optimizing multirow film cooling with trenches using gated recurrent unit neural network

Direct numerical simulation of supersonic turbulent flow with film cooling by wall-parallel blowing

(2022) J. M. F. Peter et al.   PHYSICS OF FLUIDS

Large eddy simulation of internal coolant crossflow orientation effects on film-cooling effectiveness of fan-shaped holes

(2022) Ali Zamiri et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Two-dimensional film-cooling effectiveness prediction based on deconvolution neural network

(2021) Yaning Wang et al.   INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER

Optimization of the semi-sphere vortex generator for film cooling using generative adversarial network

(2021) Yaning Wang et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Multi-objective optimization of round-to-slot film cooling holes on a flat surface

(2020) Ying Huang et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Recent advances in film cooling enhancement: A review

(2020) Jingzhou ZHANG et al.   Chinese Journal of Aeronautics

Optimization of expensive black-box problems via Gradient-enhanced Kriging

(2020) Liming Chen et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Supervised learning mixing characteristics of film cooling in a rocket combustor using convolutional neural networks

(2020) Hao Ma et al.   ACTA ASTRONAUTICA

Establishment of a long-short-term-memory model to predict film cooling effectiveness under superposition conditions

(2020) Li Yang et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Multi-fidelity deep neural network surrogate model for aerodynamic shape optimization

(2020) Xinshuai Zhang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Turbulent scalar flux in inclined jets in crossflow: counter gradient transport and deep learning modelling

(2020) Pedro M. Milani et al.   JOURNAL OF FLUID MECHANICS

A machine learning approach to quantify the film cooling superposition effect for effusion cooling structures

(2020) Li Yang et al.   INTERNATIONAL JOURNAL OF THERMAL SCIENCES

Film cooling and aerodynamic performances of a turbine nozzle guide vane with trenched cooling holes

(2019) Wei He et al.   APPLIED THERMAL ENGINEERING

Aerodynamic shape optimization using a novel optimizer based on machine learning techniques

(2019) Xinghui Yan et al.   AEROSPACE SCIENCE AND TECHNOLOGY

An experimental study of the effects of different transverse trenches on depositing and temperature on a plate with film cooling holes

(2019) Zhengang Liu et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Uncertainty analysis of trench film cooling on flat plate

(2019) Chunhua Wang et al.   APPLIED THERMAL ENGINEERING

Machine Learning for Fluid Mechanics

(2019) Steven L. Brunton et al.   Annual Review of Fluid Mechanics

Large eddy simulation of the trenched film cooling hole with different compound angles and coolant inflow orientation effects

(2019) Rui Hou et al.   APPLIED THERMAL ENGINEERING

Large eddy simulation of film cooling flow from round and trenched holes

(2019) Rui Hou et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Parametric study of supersonic film cooling in dual bell nozzle for an experimental air–kerosene engine

(2018) Siba Prasad Choudhury et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Analysis of cooling performance and combustion flow in advanced vortex combustor with guide vane

(2018) Zhuoxiong Zeng et al.   AEROSPACE SCIENCE AND TECHNOLOGY

A convolution modeling method for pore plugging impact on transpiration cooling configurations perforated by straight holes

(2018) Li Yang et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Advanced Cooling in Gas Turbines - 2016 Max Jakob Memorial Award Paper

(2018) Je-Chin Han   JOURNAL OF HEAT TRANSFER-TRANSACTIONS OF THE ASME

State-of-the-Art Cooling Technology for a Turbine Rotor Blade

(2018) Jason Town et al.   JOURNAL OF TURBOMACHINERY-TRANSACTIONS OF THE ASME

Analysis of disturbances in a hypersonic boundary layer on a cone with heating/cooling of the nose tip

(2018) Dmitry Bountin et al.   PHYSICS OF FLUIDS

Physical Interpretation of Machine Learning Models Applied to Film Cooling Flows

(2018) Pedro M. Milani et al.   JOURNAL OF TURBOMACHINERY-TRANSACTIONS OF THE ASME

Investigation of the Influence of Inclination Angle and Diffusion Angle on the Film Cooling Performance of Chevron Shaped Hole

(2018) Zhongyi Fu et al.   Journal of Thermal Science

Wall thickness and injection direction effects on flat plate full-coverage film cooling arrays: Adiabatic film effectiveness and heat transfer coefficient

(2018) Weihong Li et al.   INTERNATIONAL JOURNAL OF THERMAL SCIENCES

Application of Film Cooling to an Unshrouded High-Pressure Turbine Casing

(2017) Matthew Collins et al.   JOURNAL OF TURBOMACHINERY-TRANSACTIONS OF THE ASME

Shroud Cooling with Blade Rotation Using Discrete Holes and an Upstream Slot

(2016) Onieluan Tamunobere et al.   JOURNAL OF THERMOPHYSICS AND HEAT TRANSFER

Artificial neural network based inverse design: Airfoils and wings

(2015) Gang Sun et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Prediction of film-cooling effectiveness based on support vector machine

(2015) Chunhua Wang et al.   APPLIED THERMAL ENGINEERING

Novel method and model for dynamic reliability optimal design of turbine blade deformation

(2014) Cheng-Wei Fei et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Realistic Trench Film Cooling With a Thermal Barrier Coating and Deposition

(2014) David A. Kistenmacher et al.   JOURNAL OF TURBOMACHINERY-TRANSACTIONS OF THE ASME

Film Cooling Performance of Cylindrical Holes Embedded in a Transverse Trench

(2013) Ki-Don Lee et al.   NUMERICAL HEAT TRANSFER PART A-APPLICATIONS

Numerical and experimental investigation of infrared radiation characteristics of a turbofan engine exhaust system with film cooling central body

(2012) Yong Shan et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Film Cooling of Accelerated Flow in a Subscale Combustion Chamber

(2009) Richard Arnold et al.   JOURNAL OF PROPULSION AND POWER

Recent advances in surrogate-based optimization

(2009) Alexander I.J. Forrester et al.   PROGRESS IN AEROSPACE SCIENCES

Multi-objective optimization based on meta-modeling by using support vector regression

(2008) Yeboon Yun et al.   OPTIMIZATION AND ENGINEERING