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SURFACE TOPOGRAPHY RECONSTRUCTION METHOD AND SYSTEM INTEGRATING MACHINE LEARNING AND SPATIAL FREQUENCY ANALYSIS

发明专利审中
2浏览
4权利要求 · 2 独立
§ Ⅰ

卷宗概要

发明人

Zhinan ZHANG; Nian YIN; Zishuai WU

IPC 分类

G6F 30/13G1B 11/24G1B 11/30

CPC 分类

G6F30/13G1B11/2441G1B11/303

A surface topography reconstruction method integrating machine learning and spatial frequency analysis includes step 1: Using the analytical formula of the spatial frequency method to generate a large number of two-dimensional arrays that symbolize rough surfaces; step 2: by analyzing the height distribution and the frequency energy ratio of the generated surface, combined with the machine learning method, extracting the characteristic variable of the analytical formula; step 3: integrating the test or the simulation method to establish the relationship between the characteristic parameter and the surface property for performance prediction and surface reconstruction in a specific scenario. The surface topography reconstruction method can realize the surface topography characteristic extraction based on the spatial frequency analysis method, and reconstruct the rough surface suitable for the current-carrying performance prediction, thereby improving the practical significance of the surface reconstruction method in performance prediction.

原文(中文)

A surface topography reconstruction method integrating machine learning and spatial frequency analysis includes step 1: Using the analytical formula of the spatial frequency method to generate a large number of two-dimensional arrays that symbolize rough surfaces; step 2: by analyzing the height distribution and the frequency energy ratio of the generated surface, combined with the machine learning method, extracting the characteristic variable of the analytical formula; step 3: integrating the test or the simulation method to establish the relationship between the characteristic parameter and the surface property for performance prediction and surface reconstruction in a specific scenario. The surface topography reconstruction method can realize the surface topography characteristic extraction based on the spatial frequency analysis method, and reconstruct the rough surface suitable for the current-carrying performance prediction, thereby improving the practical significance of the surface reconstruction method in performance prediction.