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Full-Text Articles in Mechanical Engineering

Prediction Of Temperature Difference Across Thermoacoustic Stack Through Artificial Neural Network Technique, Anas A. Rahman, Xiaoqing Zhang Jun 2022

Prediction Of Temperature Difference Across Thermoacoustic Stack Through Artificial Neural Network Technique, Anas A. Rahman, Xiaoqing Zhang

Future Engineering Journal

This study involved the application of artificial neural network (ANN) as a new approach for thermoacoustic refrigerators to predict the temperature difference across the stack under some operating conditions. One ANN model for a standing wave thermoacoustic refrigerator, had been developed based on the experimental data from other literature. Temperature difference across the stack was chosen as a response to the input parameters, mean pressure and frequency in the proposed ANN model. A multi-layer feed-forward neural network with a back propagation algorithm had been proposed for predicting the temperature difference across the stack of the thermoacoustic refrigerator. This proposed ANN …