Patent · US Active

Method and apparatus for processing chip based on deep learning

US12370628B2 · kind B2 · utility

0Cited by
1References
20Claims
0Family size

Assignees

Inventors

Key dates

Filing dateNov 17, 2021
Grant dateJul 29, 2025
Priority date
Expiry dateMay 30, 2044

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06T2207/30148
  • WIPO fieldMachine tools
  • WIPO sectorMechanical engineering

Abstract

A method for processing a chip based on deep learning and an apparatus for processing a chip based on deep learning are provided. The method includes scanning the chip with femtosecond laser in a predetermined polarization state to produce a main scanning trajectory and periodic nano-stripes on both sides of the main scanning trajectory, so as to form a nano-ridge structure on a surface of the chip; obtaining a super-resolution microscopic image of the nano-ridge structure by super-resolution microscopy; obtaining a target image; reconstructing the target image based on deep learning for image super-resolution to obtain the reconstructed image, and recognizing and processing the reconstructed image to obtain characteristic parameters of the nano-ridge structure as input parameters for deep learning for femtosecond laser processing; adjusting processing parameters of the chip according to the output values of the deep learning model for femtosecond laser processing; and outputting the optimized nano-ridge structure.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.