Mechanical component layout optimization by using a richer toolkit of learning-based and differential operator-based optimization techniques

Abstract

The TLBO method (training-learning based primarily optimization) is used to optimize mechanical components. This website contains
extensive background and current information about TLBO. Similar to previous methods, using a large number of responses may lead to a
global optimal solution. Better solutions may be found in TLBO with the help of differential operators. The method's effectiveness in
resolving common optimization problems is tested using an open coil helical spring and then a hollow shaft. The answer was a unanimous
"yes." According to simulation data (mechanical components), current optimization algorithms fail to discover better alternatives as
efficiently as the suggested approach.