中文说明：解优化问题时常用的惩罚函数法，分为内点法和外点法两种，求解约束优化问题最优值。
English Description：
Penalty function method is commonly used in solving optimization problems, which can be divided into interior point method and exterior point method to solve the optimal value of constrained optimization problems.