The support vector machine (SVM) method can deal with the problem of statistical learning of small samples, which provides a very good basic theory for the reconstruction of the limit state function.

• 支持向量机算法较好地解决了小样本的统计学习问题，为解决有限样本情况下结构极限状态功能函数的重构提供了有力的理论基础。