Research Article

Improved Sparrow Search Algorithm Based on Iterative Local Search

Table 2

Comparison of three kinds of reverse learning.

ā€‰BoundaryFocusing ability (k)Reverse solution positionEffect

Reverse learningUnchanged1On boundary midpoint symmetryAccelerating convergence
Lens imaging learningDynamic change according to the maximum and minimum of individual position of populationA large constant, which is more than 1About boundary midpoint reduction imagingAccelerating convergence
Dimension by dimension lens imaging learningThe maximum and minimum values of each dimension change dynamically according to the individual position of the populationAccording to the dynamic change of iteration times, the first and middle stages are less than 1, and the later stage is more than 1In the early and middle stages, the image is enlarged at the midpoint of the boundary, and in the later stage, the image is smallerJump out of the local optimum in the first and middle stage and accelerate the convergence in the later stage