A new evolutionary algorithm: Learner performance based behavior algorithm

A novel evolutionary algorithm called learner performance based behavior (LPB) is proposed in this article. The basic inspiration of LPB originates from the process accepting graduated learners high school different departments at university. In addition, changes those should do their studying behaviors to improve study level most important stages optimization; exploitation and exploration are outlined by designing university procedure improving learner’s study, respectively. To show accuracy algorithm, it evaluated against a number test functions, such as traditional benchmark CEC-C06 2019 real-world case problem. results then compared DA, GA, PSO. produced superior cases comparative some others. It proved that has great ability deal with large optimization problems comparing overall initial population converging towards global optima. Moreover, work statistically.