Learning new physical descriptors from reduced-order analysis of bubble dynamics in boiling heat transfer

Learning new physical descriptors from reduced-order analysis of bubble dynamics in boiling heat transfer

(2022) Arif Rokoni et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Deep learning strategies for critical heat flux detection in pool boiling

(2021) Seyed Moein Rassoulinejad-Mousavi et al.   APPLIED THERMAL ENGINEERING

Deep learning predicts boiling heat transfer

(2021) Youngjoon Suh et al.   Scientific Reports

Decrypting the boiling crisis through data-driven exploration of high-resolution infrared thermometry measurements

(2021) Madhumitha Ravichandran et al.   APPLIED PHYSICS LETTERS

Machine learning algorithms to predict flow boiling pressure drop in mini/micro-channels based on universal consolidated data

(2021) Yue Qiu et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) network

(2020) Alex Sherstinsky   PHYSICA D-NONLINEAR PHENOMENA

Experimental and principal component analysis studies on minimum oxygen concentration of methane explosion

(2020) Bin Su et al.   INTERNATIONAL JOURNAL OF HYDROGEN ENERGY

Saliency Detection via the Improved Hierarchical Principal Component Analysis Method

(2020) Yuantao Chen et al.   WIRELESS COMMUNICATIONS & MOBILE COMPUTING

Identification of structures and mechanisms in a flow field by POD analysis for input data obtained from visualization and PIV

(2020) Rut Vitkovicova et al.   EXPERIMENTS IN FLUIDS

CNN-LSTM based reduced order modeling of two-dimensional unsteady flows around a circular cylinder at different Reynolds numbers

(2020) Kazuto Hasegawa et al.   FLUID DYNAMICS RESEARCH

Principal component analysis to study the relations between the spread rates of COVID-19 in high risks countries

(2020) Mohammad Reza Mahmoudi et al.   Alexandria Engineering Journal

Neural-based time series forecasting of loss of coolant accidents in nuclear power plants

(2020) Majdi I. Radaideh et al.   EXPERT SYSTEMS WITH APPLICATIONS

Machine learning algorithms to predict flow condensation heat transfer coefficient in mini/micro-channel utilizing universal data

(2020) Liwei Zhou et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Understanding triggering mechanisms for critical heat flux in pool boiling based on direct numerical simulations

(2020) Shuai Gong et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Evaluation and improvement of energy consumption prediction models using principal component analysis based feature reduction

(2020) Tarannom Parhizkar et al.   JOURNAL OF CLEANER PRODUCTION

A data driven deep neural network model for predicting boiling heat transfer in helical coils under high gravity

(2020) Xing Liang et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

A temporal-aware LSTM enhanced by loss-switch mechanism for traffic flow forecasting

(2020) Huakang Lu et al.   NEUROCOMPUTING

Visualization-based nucleate boiling heat flux quantification using machine learning

(2019) Gustavo M. Hobold et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Automatic detection of the onset of film boiling using convolutional neural networks and Bayesian statistics

(2019) Gustavo M. Hobold et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Percolative Scale-Free Behavior in the Boiling Crisis

(2019) Limiao Zhang et al.   PHYSICAL REVIEW LETTERS

Predictions of turbulent shear flows using deep neural networks

(2019) P. A. Srinivasan et al.   Physical Review Fluids

Role of receding capillary flow correlating nano/micro scale surface roughness and wettability with pool boiling critical heat flux

(2019) Hong Hyun Son et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Online, quasi-real-time analysis of high-resolution, infrared, boiling heat transfer investigations using artificial neural networks

(2019) Madhumitha Ravichandran et al.   APPLIED THERMAL ENGINEERING

Water immersion cooling of high power density electronics

(2019) Patrick Birbarah et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

An artificial neural network model to predict mini/micro-channels saturated flow boiling heat transfer coefficient based on universal consolidated data

(2019) Yue Qiu et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Estimation of pool boiling heat transfer coefficient of alumina water-based nanofluids by various artificial intelligence (AI) approaches

(2018) Mohammad Hassanpour et al.   APPLIED THERMAL ENGINEERING

Machine learning classification of boiling regimes with low speed, direct and indirect visualization

(2018) Gustavo M. Hobold et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Pool boiling critical heat flux (CHF) – Part 1: Review of mechanisms, models, and correlations

(2018) Gangtao Liang et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Data-driven modeling for boiling heat transfer: Using deep neural networks and high-fidelity simulation results

(2018) Yang Liu et al.   APPLIED THERMAL ENGINEERING

Nucleate pool boiling simulations using the interface tracking method: Boiling regime from discrete bubble to vapor mushroom region

(2017) Yohei Sato et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Direct numerical simulation of nucleate pool boiling at large microscopic contact angle and moderate Jakob number

(2017) Grégory Huber et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Points of Significance: Principal component analysis

(2017) Jake Lever et al.   NATURE METHODS

A New Paradigm for Understanding and Enhancing the Critical Heat Flux (CHF) Limit

(2017) Abdolreza Fazeli et al.   Scientific Reports

Critical heat flux maxima resulting from the controlled morphology of nanoporous hydrophilic surface layers

(2016) Melanie Tetreault-Friend et al.   APPLIED PHYSICS LETTERS

Effect of heater orientation on pool boiling heat transfer from sintered copper microporous coating in saturated water

(2016) Seongchul Jun et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Review of boiling heat transfer enhancement on micro/nanostructured surfaces

(2015) Dong Eok Kim et al.   EXPERIMENTAL THERMAL AND FLUID SCIENCE

Critical heat flux triggering mechanism on micro-structured surfaces: Coalesced bubble departure frequency and liquid furnishing capability

(2015) Dong Eok Kim et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Critical heat flux maxima during boiling crisis on textured surfaces

(2015) Navdeep Singh Dhillon et al.   Nature Communications

Role of Wickability on the Critical Heat Flux of Structured Superhydrophilic Surfaces

(2014) Md Mahamudur Rahman et al.   LANGMUIR

A review of data center cooling technology, operating conditions and the corresponding low-grade waste heat recovery opportunities

(2014) Khosrow Ebrahimi et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Hierarchically structured surfaces for boiling critical heat flux enhancement

(2013) Kuang-Han Chu et al.   APPLIED PHYSICS LETTERS

Critical height of micro/nano structures for pool boiling heat transfer enhancement

(2013) An Zou et al.   APPLIED PHYSICS LETTERS

Applications of ANNs in flow and heat transfer problems in nuclear engineering: A review work

(2012) Tenglong Cong et al.   PROGRESS IN NUCLEAR ENERGY

Immersion cooling nucleate boiling of high power computer chips

(2011) Mohamed S. El-Genk   ENERGY CONVERSION AND MANAGEMENT

Analysis of CHF in saturated forced convective boiling on a heated surface with impinging jets using artificial neural network and genetic algorithm

(2011) Tenglong Cong et al.   NUCLEAR ENGINEERING AND DESIGN

Do surfaces with mixed hydrophilic and hydrophobic areas enhance pool boiling?

(2010) Amy Rachel Betz et al.   APPLIED PHYSICS LETTERS

Review of nucleate pool boiling bubble heat transfer mechanisms

(2009) Jungho Kim   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Microbiological Effectiveness and Cost of Boiling to Disinfect Drinking Water in Rural Vietnam

(2008) Thomas F. Clasen et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY