Innovative design approach: using machine learning algorithms to optimize the parameter design of tactile sensors, achieving an organic combination of design and algorithms. Technical highlights: support vector machine algorithms optimize design parameters for accurate recognition of various touch patterns. Application prospects: shorten the R&D cycle, reduce costs, and expand human-computer interaction applications.