Journal Article

·2025

Physics-Guided Machine Learning and Deep Neural Networks for Accurate and Robust Heat Transfer Predictions in Shell and Helical Coil Heat Exchangers

Ali Hussein Abdulkarim , Orhan Nooruldeen , Ahmed Ghareeb , Dogan Akgul YTU , Hatice Mercan YTU , Ahmet Selim Dalkilic YTU

Arabian Journal for Science and Engineering

No open-access abstract is available for this article. Use the DOI link on the right to read the full text.

Keywords

Artificial neural network Heat exchanger Hyperparameter Support vector machine Heat transfer Nusselt number Curvature Robustness (evolution) Artificial intelligence Machine learning Algorithm

Subject Areas

Heat Transfer Mechanisms ·Mechanical Engineering ·Physical Sciences
Nanofluid Flow and Heat Transfer ·Biomedical Engineering ·Physical Sciences
Heat Transfer and Optimization ·Mechanical Engineering ·Physical Sciences

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