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The plug-in supports the 3D finite\u00a0element models of unit cells with square and hexagonal fibre arrays, uses Latin-Hypercube sampling methods and robustly imposes periodic boundary conditions. Using the data generated from the plug-in, ANN is demonstrated to explicitly and accurately parameterise the relationship between fibre mechanical properties and fibre\/matrix interphase parameters at microscale and the mechanical properties of a UD lamina at macroscale. The plug-in tool is applicable to general unidirectional lamina and enables easy establishment of high-fidelity micromechanical finite\u00a0element models with identified material properties.<\/jats:p>","DOI":"10.1007\/s00366-021-01525-1","type":"journal-article","created":{"date-parts":[[2021,11,1]],"date-time":"2021-11-01T10:05:53Z","timestamp":1635761153000},"page":"4323-4335","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["An ABAQUS\u00ae plug-in for generating virtual data required for inverse analysis of unidirectional composites using artificial neural networks"],"prefix":"10.1007","volume":"38","author":[{"given":"Yaser","family":"Ismail","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lei","family":"Wan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiayun","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianqiao","family":"Ye","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4811-5443","authenticated-orcid":false,"given":"Dongmin","family":"Yang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2021,10,31]]},"reference":[{"key":"1525_CR1","unstructured":"Abaqus Users Manual Version 6.13, Dassault Syste\u00b4mes Simulia Corp., Providence, Rhode Island, USA"},{"key":"1525_CR2","doi-asserted-by":"publisher","first-page":"827","DOI":"10.1016\/j.compstruct.2014.06.014","volume":"116","author":"A Arteiro","year":"2014","unstructured":"Arteiro A, Catalanotti G, Melro A, Linde P, Camanho PP (2014) Micro-mechanical analysis of the in situ effect in polymer composite laminates. 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