The invention discloses an intelligent digital volume-dependent deformation measurement
system and method for three-dimensional complex deformation. The
system comprises a three-dimensional volume data preprocessing unit, a multi-scale Fourier
feature mapping unit, an adaptive neural network prediction unit, a complex deformation compatibility
verification unit and an intelligent result analysis unit. According to the method, the overall deformation mode is captured through a low-frequency
branch (sigma 1 = 1.0), local details and discontinuous features are captured through a high-frequency
branch (sigma 2 is learnable), three-dimensional coordinate input is expanded into high-dimensional feature representation, and the expression ability of the network to the complex deformation mode is remarkably enhanced. Numerical derivation errors are avoided through end-to-end combined prediction, and synchronous high-precision measurement of the
displacement field and the strain field is achieved. The method is specially designed for complex
modes such as
stress concentration deformation, discontinuous deformation and multi-scale deformation, compared with a traditional method, the
measurement precision is improved by 1-2 orders of magnitude, and the method is suitable for complex deformation analysis in the fields of material science,
civil engineering,
aerospace,
biomedicine and the like.