| dc.description.abstract |
A circular tube fitted with novel corrugated spring tape inserts has been investigated. Air
was used as the working fluid. A thorough literature review has been done and this geometry has
not been studied previously, neither experimentally nor theoretically. A novel experimental investigation
of this enhanced geometry can, therefore, be treated as a new substantial contribution in the
open literature. Three different spring ratio and depth ratio has been used in this study. Increase in
thermal energy transport coefficient is noticed with increase in depth ratio. Corrugated spring tape
shows promising results towards heat transfer enhancement. This geometry performs significantly
better (60% to 75% increase in heat duty at constant pumping power and 20% to 31% reduction in
pumping power at constant heat duty) than simple spring tape. This paper also presented a statistical
analysis of the heat transfer and fluid flow by developing an artificial neural network (ANN)-
based machine learning (ML) model. The model is evaluated to have an accuracy of 98.00% on unknown
test data. These models will help the researchers working in heat transfer enhancementbased
experiments to understand and predict the output. As a result, the time and cost of the experiments
will reduce. The results of this investigation can be used in designing heat exchangers |
en_US |