期刊
MULTISCALE MODELING & SIMULATION
卷 12, 期 1, 页码 1-24出版社
SIAM PUBLICATIONS
DOI: 10.1137/130916515
关键词
atomic image analysis; crystal defect; dislocation; crystal distortion; variational; method; sparse curl
资金
- NSF [OISE-0967140]
- Courant Instructorship
- Office Of Internatl Science &Engineering
- Office Of The Director [967140] Funding Source: National Science Foundation
Given an image of an atomic crystal, we propose a variational method which at each image location determines the local crystal state and which localizes and characterizes crystal defects. In particular, the local crystal orientation and elastic distortion are detected, as well as dislocations and grain and twin boundaries. To this end an energy functional is devised whose minimization yields a tensor field G describing the local crystal strain at each point. The desired information about the local crystal state can then be read from this tensor field; in particular, its curl provides information about grain boundaries and dislocations. As is typical for variational image processing, the energy functional is composed of a fidelity and a regularization term. It has a simple L-2-L-1-type structure so that its minimization can be performed via a split Bregman iteration. GPU parallelization results in short computing times.
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