Heat and Fluid Flow Analysis and ANN-Based Prediction of A Novel Spring Corrugated Tape

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