{"id":43383,"date":"2025-11-01T17:12:21","date_gmt":"2025-11-01T13:42:21","guid":{"rendered":"https:\/\/caeassistant.com\/?p=43383"},"modified":"2025-12-24T18:00:39","modified_gmt":"2025-12-24T14:30:39","slug":"abaqus-ai-%e6%9d%90%e6%96%99%e6%a8%a1%e5%9e%8b-1","status":"publish","type":"post","link":"https:\/\/dev.caeassistant.com\/zh\/%e5%8d%9a%e5%ae%a2\/abaqus-ai-%e6%9d%90%e6%96%99%e6%a8%a1%e5%9e%8b-1\/","title":{"rendered":"Abaqus AI \u6750\u6599\u6a21\u578b\u5165\u95e8"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u5c06\u4eba\u5de5\u667a\u80fd (AI) \u548c\u673a\u5668\u5b66\u4e60 (ML) \u96c6\u6210\u5230\u8ba1\u7b97\u529b\u5b66\u4e2d\uff0c\u6807\u5fd7\u7740\u4e00\u9879\u91cd\u5927\u8fdb\u6b65\uff0c\u5c24\u5176\u662f\u5728 Abaqus \u7b49\u9ad8\u4fdd\u771f\u6709\u9650\u5143\u5206\u6790 (FEA) \u8f6f\u4ef6\u4e2d\u3002. <\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u8fd9\u79cd\u878d\u5408\u7684\u6838\u5fc3\u5728\u4e8e\u5c06\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u672c\u6784\u6a21\u578b\u548c\u6750\u6599\u6a21\u578b\uff08NNCM\uff09\u76f4\u63a5\u90e8\u7f72\u5230Abaqus\u6c42\u89e3\u5668\u5185\u6838\u4e2d\uff0c\u5e76\u4f7f\u7528\u7528\u6237\u6750\u6599\u5b50\u7a0b\u5e8f\uff1aUMAT\u7528\u4e8e\u9690\u5f0f\u5206\u6790\uff08Abaqus\/Standard\uff09\uff0cVUMAT\u7528\u4e8e\u663e\u5f0f\u5206\u6790\uff08Abaqus\/Explicit\uff09\u3002\u8fd9\u79cd\u65b9\u6cd5\u4ee3\u8868\u4e86Abaqus\u5f00\u53d1\u9886\u57df\u7684\u4e00\u9879\u5173\u952e\u8fdb\u6b65\u3002 <strong data-start=\"465\" data-end=\"494\">Abaqus AI \u6750\u6599\u6a21\u578b<\/strong>, \u4f7f\u7814\u7a76\u4eba\u5458\u548c\u5de5\u7a0b\u5e08\u80fd\u591f\u5728\u6709\u9650\u5143\u6a21\u62df\u4e2d\u96c6\u6210\u667a\u80fd\u7684\u3001\u6570\u636e\u9a71\u52a8\u7684\u6750\u6599\u884c\u4e3a\u3002.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u672c\u6587\u63a2\u8ba8\u4e86\u5d4c\u5165\u795e\u7ecf\u7f51\u7edc\u672c\u6784\u6a21\u578b\uff08NNCM\uff09\u4ee5\u6355\u6349\u590d\u6742\u975e\u7ebf\u6027\u6750\u6599\u884c\u4e3a\u7684\u65b9\u6cd5\u3001\u6280\u672f\u7a81\u7834\u548c\u5e94\u7528\u3002.<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">[woodmart_title style=&#8221;bordered&#8221; color=&#8221;primary&#8221; tag=&#8221;span&#8221; title=&#8221;Subroutines for Material Modeling&#8221; css=&#8221;.vc_custom_1762778430421{margin-bottom: 30px !important;}&#8221; woodmart_css_id=&#8221;6911dd9ec90a1&#8243; responsive_spacing=&#8221;eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zcGFjaW5nIiwic2VsZWN0b3JfaWQiOiI2OTExZGQ5ZWM5MGExIiwic2hvcnRjb2RlIjoid29vZG1hcnRfdGl0bGUiLCJkYXRhIjp7InRhYmxldCI6e30sIm1vYmlsZSI6e319fQ==&#8221; wd_hide_on_desktop=&#8221;no&#8221; wd_hide_on_tablet=&#8221;no&#8221; wd_hide_on_mobile=&#8221;no&#8221;]<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid vc_custom_1748354204114 vc_row-has-fill vc_row-o-content-top vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-sm-6\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">[woodmart_info_box image=&#8221;34033&#8243; style=&#8221;shadow&#8221; rounding_size=&#8221;&#8221; alignment=&#8221;center&#8221; title_tag=&#8221;span&#8221; btn_position=&#8221;static&#8221; btn_color=&#8221;primary&#8221; btn_size=&#8221;small&#8221; btn_style=&#8221;3d&#8221; btn_shape=&#8221;semi-round&#8221; no_svg_animation=&#8221;yes&#8221; new_styles=&#8221;yes&#8221; link=&#8221;url:https%3A%2F%2Fcaeassistant.com%2Fproduct%2Fumat-subroutine-vumat-subroutine-1%2F|target:_blank&#8221; btn_text=&#8221;Read More&#8221; title=&#8221;UMAT subroutine for Beginners&#8221; woodmart_css_id=&#8221;6911de434a540&#8243; svg_animation=&#8221;no&#8221; info_box_inline=&#8221;no&#8221; responsive_spacing=&#8221;eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zcGFjaW5nIiwic2VsZWN0b3JfaWQiOiI2OTExZGU0MzRhNTQwIiwic2hvcnRjb2RlIjoid29vZG1hcnRfaW5mb19ib3giLCJkYXRhIjp7InRhYmxldCI6e30sIm1vYmlsZSI6e319fQ==&#8221; wd_z_index=&#8221;no&#8221; wd_hide_on_desktop=&#8221;no&#8221; wd_hide_on_tablet_landscape=&#8221;no&#8221; wd_hide_on_tablet=&#8221;no&#8221; wd_hide_on_mobile=&#8221;no&#8221; bg_hover_color=&#8221;eyJwYXJhbV90eXBlIjoid29vZG1hcnRfY29sb3JwaWNrZXIiLCJjc3NfYXJncyI6eyJiYWNrZ3JvdW5kLWNvbG9yIjpbIjphZnRlciJdfSwic2VsZWN0b3JfaWQiOiI2OTExZGU0MzRhNTQwIiwiZGF0YSI6eyJkZXNrdG9wIjoiI2ZmZmZmZiJ9fQ==&#8221; img_size=&#8221;thumbnail&#8221;]<\/p>\n<p style=\"text-align: center;\">\u5f53 ABAQUS \u8f6f\u4ef6\u4e2d\u6ca1\u6709\u76f8\u5e94\u7684\u6750\u6599\u6a21\u578b\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u6b64\u8f6f\u4ef6\u5305\u3002\u5982\u679c\u60a8\u6309\u7167\u672c\u6559\u7a0b\u8f6f\u4ef6\u5305\uff08\u5305\u62ec\u6807\u51c6\u6c42\u89e3\u5668\u548c\u663e\u5f0f\u6c42\u89e3\u5668\uff09\u8fdb\u884c\u64cd\u4f5c\uff0c\u60a8\u5c06\u80fd\u591f\u57fa\u4e8e\u81ea\u5b9a\u4e49\u6750\u6599\u7f16\u5199\u3001\u8c03\u8bd5\u548c\u9a8c\u8bc1\u5b50\u7a0b\u5e8f\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u590d\u6742\u7ed3\u6784\u4e2d\u3002.<\/p>\n<p>[\/woodmart_info_box]<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-6\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">[woodmart_info_box image=&#8221;43671&#8243; style=&#8221;shadow&#8221; rounding_size=&#8221;&#8221; alignment=&#8221;center&#8221; title_tag=&#8221;span&#8221; btn_position=&#8221;static&#8221; btn_color=&#8221;primary&#8221; btn_size=&#8221;small&#8221; btn_style=&#8221;3d&#8221; btn_shape=&#8221;semi-round&#8221; no_svg_animation=&#8221;yes&#8221; new_styles=&#8221;yes&#8221; link=&#8221;url:https%3A%2F%2Fcaeassistant.com%2Fproduct%2Fusdfld%2F|target:_blank&#8221; btn_text=&#8221;Read More&#8221; title=&#8221;USDFLD Subroutine for Beginners&#8221; woodmart_css_id=&#8221;6911dec65d8ac&#8221; svg_animation=&#8221;no&#8221; info_box_inline=&#8221;no&#8221; responsive_spacing=&#8221;eyJwYXJhbV90eXBlIjoid29vZG1hcnRfcmVzcG9uc2l2ZV9zcGFjaW5nIiwic2VsZWN0b3JfaWQiOiI2OTExZGVjNjVkOGFjIiwic2hvcnRjb2RlIjoid29vZG1hcnRfaW5mb19ib3giLCJkYXRhIjp7InRhYmxldCI6e30sIm1vYmlsZSI6e319fQ==&#8221; wd_z_index=&#8221;no&#8221; wd_hide_on_desktop=&#8221;no&#8221; wd_hide_on_tablet_landscape=&#8221;no&#8221; wd_hide_on_tablet=&#8221;no&#8221; wd_hide_on_mobile=&#8221;no&#8221; img_size=&#8221;thumbnail&#8221;]<\/p>\n<p style=\"text-align: center;\">\u5728\u672c\u6559\u7a0b\u4e2d\uff0c\u6750\u6599\u5c5e\u6027\u53ef\u4ee5\u66f4\u6539\u4e3a\u4efb\u610f\u56e0\u53d8\u91cf\u3002\u8be5\u5b50\u7a0b\u5e8f\u6700\u91cd\u8981\u7684\u4f18\u70b9\u4e4b\u4e00\u662f\u5176\u7b80\u6d01\u6027\u548c\u9002\u7528\u6027\u3002\u4e30\u5bcc\u591a\u6837\u7684\u5b9e\u7528\u793a\u4f8b\u662f\u8be5\u57f9\u8bad\u5305\u7684\u72ec\u7279\u4e4b\u5904\u3002.<\/p>\n<p>[\/woodmart_info_box]<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2><span style=\"color: #ff6600;\">Abaqus AI \u6750\u6599\u6a21\u578b\u7684\u524d\u666f<\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u672c\u6784\u6a21\u578b\u6b63\u5728\u901a\u8fc7\u7528\u6570\u636e\u9a71\u52a8\u7684\u795e\u7ecf\u7f51\u7edc\uff08NN\uff09\u53d6\u4ee3\u4f20\u7edf\u7684\u552f\u8c61\u65b9\u7a0b\uff0c\u4ece\u800c\u53d8\u9769Abaqus\u4eff\u771f\u3002\u8fd9\u9879\u5b66\u672f\u7814\u7a76\u65e8\u5728\u7528\u8bad\u7ec3\u6709\u7d20\u7684\u590d\u6742\u795e\u7ecf\u7f51\u7edc\u53d6\u4ee3\u590d\u6742\u7684\u3001\u624b\u52a8\u6784\u5efa\u7684\u672c\u6784\u65b9\u7a0b\uff0c\u4f8b\u5982\u63cf\u8ff0\u5404\u5411\u5f02\u6027\u5851\u6027\u6216\u590d\u6742\u7c98\u5f39\u6027\u7684\u65b9\u7a0b\u3002.<\/span><\/p>\n<p style=\"text-align: justify;\" data-start=\"483\" data-end=\"745\"><span style=\"font-size: 14pt;\">\u8fd9\u4e9b <strong data-start=\"489\" data-end=\"518\">Abaqus AI \u6750\u6599\u6a21\u578b<\/strong> \u4f7f\u5de5\u7a0b\u5e08\u80fd\u591f\u6355\u6349\u5230\u590d\u6742\u7684\u3001\u8def\u5f84\u76f8\u5173\u7684\u6750\u6599\u54cd\u5e94\uff0c\u5305\u62ec\u5404\u5411\u5f02\u6027\u3001\u901f\u7387\u6548\u5e94\u548c\u975e\u7ebf\u6027\u884c\u4e3a\uff0c\u6db5\u76d6\u5851\u6599\u3001\u590d\u5408\u6750\u6599\u548c\u8f6f\u751f\u7269\u7ec4\u7ec7\u7b49\u5404\u79cd\u6750\u6599\u3002.<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h3>\u6570\u503c\u7a33\u5b9a\u6027\u7684\u6311\u6218<\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u5c06\u975e\u7ebf\u6027\u8ba1\u7b97\u6a21\u578b\uff08NNCM\uff09\u96c6\u6210\u5230\u6709\u9650\u5143\u5206\u6790\uff08FEA\uff09\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u8981\u6c42\u662f\u786e\u4fdd\u7a33\u5065\u7684\u6570\u503c\u7a33\u5b9a\u6027\u548c\u70ed\u529b\u5b66\u4e00\u81f4\u6027\u3002\u5177\u4f53\u800c\u8a00\uff0c\u8be5\u6a21\u578b\u5fc5\u987b\u6ee1\u8db3\u57fa\u672c\u7684\u7269\u7406\u5b9a\u5f8b\uff0c\u4f8b\u5982\u8017\u6563\u4e0d\u7b49\u5f0f\u3002.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">\u81f3\u5173\u91cd\u8981\u7684\u662f\uff0c\u91c7\u7528\u9690\u5f0f\u725b\u987f-\u62c9\u592b\u900a\u6cd5\u7684 Abaqus\/Standard \u8981\u6c42\u6750\u6599\u6a21\u578b\u63d0\u4f9b\u6570\u503c\u7a33\u5b9a\u4e14\u4e00\u81f4\u7684\u96c5\u53ef\u6bd4\u77e9\u9635\uff0c\u8868\u793a\u4e3a\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"font-size: 18pt;\">J = \u2202\u0394\u03c3 \/ \u2202\u0394\u03b5<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u4fdd\u8bc1\u4e8c\u6b21\u6536\u655b\u3002.<\/span><br \/>\n<span style=\"font-size: 14pt;\">\u5bf9\u4e8e\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u89e3\u6790\u63a8\u5bfc\u8fd9\u79cd\u4e00\u81f4\u7684\u96c5\u53ef\u6bd4\u77e9\u9635\u901a\u5e38\u662f\u4e0d\u53ef\u884c\u7684\u3002\u56e0\u6b64\uff0c\u5728\u6a21\u578b\u8bad\u7ec3\u9636\u6bb5\u9700\u8981\u91c7\u7528\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u7279\u522b\u662f\u81ea\u52a8\u5fae\u5206\uff08AD\uff09\uff0c\u6765\u751f\u6210\u8be5\u77e9\u9635\u3002.<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2><span style=\"color: #ff6600;\">\u6280\u672f\u7a81\u7834\uff1aPyTorch \u5230 FORTRAN \u7684\u5de5\u4f5c\u6d41\u7a0b<\/span><\/h2>\n<p><span style=\"font-size: 14pt;\">\u4ece\u5386\u53f2\u4e0a\u770b\uff0c\u5c06\u6700\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8fc7\u6e21\u5230\u9ad8\u4fdd\u771f\u6709\u9650\u5143\u5206\u6790 (FEA) \u7684\u8fc7\u7a0b\u53d7\u5230\u963b\u788d\uff0c\u539f\u56e0\u662f\u9700\u8981\u5728\u9ad8\u6027\u80fd\u4f46\u53d7\u9650\u7684 FORTRAN \u73af\u5883\u4e2d\u624b\u52a8\u91cd\u5199\u548c\u8c03\u8bd5\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u63a8\u7406\uff0c\u5305\u62ec AD \u5bfc\u51fa\u7684\u96c5\u53ef\u6bd4\u77e9\u9635\u8ba1\u7b97\u3002 <a href=\"https:\/\/caeassistant.com\/blog\/start-umat-abaqus\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #0000ff;\">UMAT\/VUMAT<\/span><\/a><\/span><span style=\"font-size: 14pt;\">.<\/span><br \/>\n<span style=\"font-size: 14pt;\">\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u7684\u4e00\u9879\u91cd\u8981\u6280\u672f\u8fdb\u6b65\u662f\u6587\u732e\u4e2d\u63d0\u5230\u7684 PyTorch-ABAQUS \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u4e13\u4e3a\u5b9e\u73b0\u6c34\u5e73\u96c6\u53ef\u5851\u6027\u6a21\u578b\u800c\u8bbe\u8ba1\u3002\u8be5\u6846\u67b6\u901a\u8fc7\u4ee5\u4e0b\u7b80\u5316\u6d41\u7a0b\u89e3\u51b3\u4e86\u4e92\u64cd\u4f5c\u6027\u96be\u9898\uff1a<\/span><\/p>\n<ol>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u8f6c\u6362\uff1a\u63a5\u53e3\u4ee3\u7801\u81ea\u52a8\u5c06\u8bad\u7ec3\u597d\u7684 PyTorch \u6a21\u578b\u7684\u6743\u91cd\u548c\u504f\u5dee\u8f6c\u6362\u4e3a\u901a\u7528\u7684 FORTRAN \u4ee3\u7801\u3002.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u5d4c\u5165\uff1a\u751f\u6210\u7684 FORTRAN \u4ee3\u7801\u6267\u884c\u5e94\u529b\u66f4\u65b0\u5e76\u8ba1\u7b97\u4e00\u81f4\u96c5\u53ef\u6bd4\u77e9\u9635\u3002\u7136\u540e\uff0c\u5b83\u88ab\u65e0\u7f1d\u5d4c\u5165\u5230 Abaqus UMAT\/VUMAT \u5b50\u7a0b\u5e8f\u4e2d\u3002.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u7a33\u5b9a\u6027\u4fdd\u8bc1\uff1a\u901a\u8fc7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5229\u7528 PyTorch \u6846\u67b6\u7684\u81ea\u9002\u5e94\u8ba1\u7b97 (AD) \u529f\u80fd\uff0c\u751f\u6210\u7684 FORTRAN \u4ee3\u7801\u80fd\u591f\u4fdd\u8bc1\u8ba1\u7b97\u51fa\u6570\u503c\u7cbe\u786e\u4e00\u81f4\u7684\u5207\u7ebf\u521a\u5ea6\u3002\u8fd9\u786e\u4fdd\u4e86\u9ad8\u6570\u503c\u7a33\u5b9a\u6027\uff0c\u5e76\u76f4\u63a5\u8f6c\u5316\u4e3a\u6709\u9650\u5143\u6c42\u89e3\u5668\u4e2d\u7684\u7a33\u5065\u6027\u80fd\u3002.<\/span><\/li>\n<\/ol>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u8be5\u89e3\u51b3\u65b9\u6848\u663e\u8457\u52a0\u5feb\u4e86NNCM\u7814\u7a76\u4ece\u5b66\u672f\u6982\u5ff5\u9a8c\u8bc1\u5411\u53ef\u590d\u73b0\u7684\u5de5\u4e1a\u7ea7\u5e94\u7528\u7684\u8f6c\u5316\u3002\u8fd9\u4e00\u7a33\u5065\u5de5\u4f5c\u6d41\u7a0b\u5bf9VUMAT\u7684\u9002\u7528\u6027\u4e5f\u8bc1\u5b9e\u4e86\u5176\u5728Abaqus\/Explicit\u4e2d\u7528\u4e8e\u5173\u952e\u9ad8\u901f\u52a8\u6001\u4eff\u771f\uff08\u4f8b\u5982\u6c7d\u8f66\u78b0\u649e\u5206\u6790\uff09\u7684\u76f8\u5173\u6027\u3002.<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2><span style=\"color: #ff6600;\">\u5b9e\u9645\u5e94\u7528\u4e0e\u6848\u4f8b\u7814\u7a76<\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u8be5\u9886\u57df\u7684\u8fdb\u5c55\uff0c\u7279\u522b\u662f\u81ea 2018 \u5e74\u4ee5\u6765\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u901a\u8fc7 UMAT\/VUMAT \u5c06\u795e\u7ecf\u7f51\u7edc\u96c6\u6210\u5230 Abaqus \u4e2d\uff0c\u4ece\u800c\u5b9e\u73b0\u65e0\u7f1d\u524d\u7aef\u90e8\u7f72\u3002.<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_raw_code wpb_raw_html wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<!DOCTYPE html>\r\n<html lang=\"en\">\r\n<head>\r\n    <meta charset=\"UTF-8\">\r\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\r\n    <title>\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u8868<\/title>\r\n    <style>\r\n        body {\r\n            font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;\r\n            margin: 0;\r\n            padding: 20px;\r\n            background-color: #f9f9f9;\r\n            color: #333;\r\n        }\r\n        .container {\r\n            max-width: 1200px;\r\n            margin: 0 auto;\r\n            padding: 20px;\r\n        }\r\n        h1 {\r\n            color: #ec7c30;\r\n            margin-bottom: 30px;\r\n            text-align: center;\r\n        }\r\n        table {\r\n            width: 100%;\r\n            border-collapse: collapse;\r\n            box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);\r\n            background-color: white;\r\n            border-radius: 8px;\r\n            overflow: hidden;\r\n        }\r\n        th {\r\n            background-color: #ec7c30;\r\n            color: white;\r\n            padding: 15px;\r\n            text-align: left;\r\n            font-weight: 600;\r\n        }\r\n        td {\r\n            padding: 15px;\r\n            border-bottom: 1px solid #eee;\r\n            vertical-align: top;\r\n        }\r\n        tr:last-child td {\r\n            border-bottom: none;\r\n        }\r\n        tr:nth-child(even) {\r\n            background-color: #f9f9f9;\r\n        }\r\n        tr:hover {\r\n            background-color: #fff5ed;\r\n        }\r\n        .highlight {\r\n            color: #ec7c30;\r\n            font-weight: 600;\r\n        }\r\n        .note {\r\n            font-size: 0.9em;\r\n            color: #666;\r\n            font-style: italic;\r\n        }\r\n        .source {\r\n            font-size: 0.85em;\r\n            color: #777;\r\n        }\r\n        @media (max-width: 768px) {\r\n            th, td {\r\n                padding: 10px;\r\n                font-size: 0.9em;\r\n            }\r\n        }\r\n    <\/style>\r\n<\/head>\r\n<body>\r\n    <div class=\"container\">\r\n        \r\n        <table>\r\n            <thead>\r\n                <tr>\r\n                    <th>\u5e94\u7528\u9886\u57df<\/th>\r\n                    <th>\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\/\u65b9\u6cd5<\/th>\r\n                    <th>\u4e3b\u8981\u6210\u5c31<\/th>\r\n                <\/tr>\r\n            <\/thead>\r\n            <tbody>\r\n                <tr>\r\n                    <td><span class=\"highlight\">\u6c34\u5e73\u96c6\u53ef\u5851\u6027<\/span><\/td>\r\n                    <td>PyTorch \u5230 Fortran \u6846\u67b6 <span class=\"source\">\uff08Suh\u7b49\u4eba\uff0c2023\uff09<\/span><\/td>\r\n                    <td>\u5df2\u8fbe\u6210 <span class=\"highlight\">&lt;1% \u9519\u8bef<\/span> \u4e0e\u5404\u5411\u5f02\u6027 Al 7079 \u7684\u7ecf\u5178\u6a21\u578b\u76f8\u6bd4\uff0c\u8bc1\u660e\u4e86\u7a33\u5b9a\u7684\u6709\u9650\u5143\u6536\u655b\u6027\u3002. <span class=\"note\">\u5f00\u6e90\u5b58\u50a8\u5e93\uff1aABAQUS_NN\u3002.<\/span><\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td><span class=\"highlight\">\u8def\u5f84\u4f9d\u8d56\u6027\u6676\u4f53\u5851\u6027<\/span><\/td>\r\n                    <td>\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09\u795e\u7ecf\u7f51\u7edc <span class=\"source\">\uff08\u4f55\u7b49\uff0c2024\uff09<\/span><\/td>\r\n                    <td>\u96c6\u6210\u4e86\u4e00\u4e2a\u7528\u4e8e\u8def\u5f84\u4f9d\u8d56\u884c\u4e3a\u7684LSTM\uff0c\u53ef\u6839\u636e\u5e94\u53d8\u5386\u53f2\u9884\u6d4b\u5e94\u529b\u548c\u96c5\u53ef\u6bd4\u77e9\u9635\u3002\u52a0\u901f\u4e86\u5fae\u5c3a\u5ea6\u5851\u6027\u6a21\u62df\uff0c\u540c\u65f6\u4e0e\u7ecf\u5178\u6a21\u578b\u76f8\u5339\u914d\u3002 <span class=\"highlight\">0.6 MPa \u5e94\u529b\u7cbe\u5ea6<\/span>.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td><span class=\"highlight\">\u5404\u5411\u5f02\u6027\u8f6f\u7ec4\u7ec7<\/span><\/td>\r\n                    <td>\u5177\u6709\u591a\u51f8\u6027\u635f\u5931\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09 <span class=\"source\">\uff08Tac\u7b49\u4eba\uff0c2023\uff09<\/span><\/td>\r\n                    <td>\u5229\u7528\u4e0d\u53d8\u91cf\u548c\u964d\u4f4e\u5e94\u529b\u8bef\u5dee\u5bf9\u5404\u5411\u5f02\u6027\u751f\u7269\u7ec4\u7ec7\u8fdb\u884c\u5efa\u6a21 <span class=\"highlight\">5\u5343\u5e15<\/span>, \u4f18\u4e8e GOH \u6a21\u578b\uff0822 kPa\uff09\u3002.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td><span class=\"highlight\">\u590d\u5408\u6750\u6599<\/span><\/td>\r\n                    <td>\u591a\u5c3a\u5ea6\u70ed\u529b\u5b66\u4fe1\u606f\u795e\u7ecf\u7f51\u7edc\uff08MuTINN\uff09<\/td>\r\n                    <td>\u5229\u7528\u70ed\u529b\u5b66\u4fe1\u606f\u6307\u5bfc\u7684\u5e8f\u5217\u795e\u7ecf\u7f51\u7edc\u5bf9\u5404\u5411\u5f02\u6027\u590d\u5408\u6750\u6599\u8fdb\u884c\u5efa\u6a21\uff0c\u53d6\u5f97\u4e86\u6210\u529f\u3002 <span class=\"highlight\">100\u500d\u52a0\u901f<\/span> \u8fc7\u5ea6\u5747\u8d28\u5316\u65b9\u6cd5\u3002.<\/td>\r\n                <\/tr>\r\n            <\/tbody>\r\n        <\/table>\r\n    <\/div>\r\n<\/body>\r\n<\/html>\r\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2><span style=\"color: #ff6600;\">\u6570\u636e\u9a71\u52a8\u7684\u635f\u4f24\u548c\u5931\u6548\u9884\u6d4b<\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u9664\u4e86\u57fa\u672c\u7684\u672c\u6784\u5b9a\u5f8b\u4e4b\u5916\uff0c\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u901a\u8fc7\u5728 Abaqus \u6846\u67b6\u5185\u5b9e\u73b0\u65b0\u578b\u7684\u3001\u6570\u636e\u9a71\u52a8\u7684\u5931\u6548\u51c6\u5219\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u6750\u6599\u9000\u5316\u548c\u65ad\u88c2\u529b\u5b66\u7684\u9884\u6d4b\u80fd\u529b\u3002\u8fd9\u4e9b\u8fdb\u5c55\u4e0e\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u7684\u53d1\u5c55\u5bc6\u5207\u76f8\u5173\u3002 <strong data-start=\"455\" data-end=\"484\">Abaqus AI \u6750\u6599\u6a21\u578b<\/strong>, \u8fd9\u4f7f\u5f97\u9884\u6d4b\u80fd\u529b\u8d85\u8d8a\u4e86\u4f20\u7edf\u7684\u6784\u6210\u884c\u4e3a\uff0c\u6db5\u76d6\u4e86\u635f\u4f24\u7684\u8d77\u59cb\u548c\u53d1\u5c55\u3002.<\/span><\/p>\n<ol>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u81ea\u5b9a\u4e49\u635f\u4f24\u5b9a\u5f8b\uff1a\u9ad8\u7ea7\u5931\u6548\u9884\u6d4b\u901a\u5e38\u9700\u8981\u901a\u8fc7 Abaqus \u7528\u6237\u5b50\u7a0b\u5e8f (UMAT\/) \u5b9e\u73b0\u590d\u6742\u7684\u81ea\u5b9a\u4e49\u635f\u4f24\u5b9a\u5f8b\u3002<a href=\"https:\/\/caeassistant.com\/product\/usdfld\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #0000ff;\">\u7f8e\u56fd\u6797\u4e1a<\/span><\/a><\/span><span style=\"font-size: 14pt;\">\u8fd9\u4e9b\u7b97\u6cd5\u63a7\u5236\u5c40\u90e8\u6750\u6599\u54cd\u5e94\uff0c\u5bf9\u53d8\u5f62\u6a21\u5f0f\u8fdb\u884c\u5206\u7c7b\uff0c\u5e76\u8c03\u6574\u5e94\u53d8\u80fd\u5bc6\u5ea6\u4ee5\u9884\u6d4b\u75b2\u52b3\u5bff\u547d\u3002.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u7ed3\u6784\u5065\u5eb7\u76d1\u6d4b (SHM) \u8026\u5408\uff1aAbaqus \u4eff\u771f\u7ed3\u679c\u53ef\u8bc6\u522b\u5173\u952e\u6545\u969c\u533a\u57df\uff0c\u4ece\u800c\u6539\u8fdb SHM \u7cfb\u7edf\u4e2d\u4f20\u611f\u5668\u7684\u653e\u7f6e\u548c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u3002.<\/span><\/li>\n<\/ol>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2><span style=\"color: #ff6600;\">\u672a\u89e3\u51b3\u7684\u5dee\u8ddd\u548c\u672a\u6765\u673a\u9047<\/span><\/h2>\n<p><span style=\"font-size: 14pt;\">\u5c3d\u7ba1\u4e00\u4f53\u5316\u8fdb\u7a0b\u6b63\u5728\u5feb\u901f\u63a8\u8fdb\uff0c\u4f46\u4ecd\u5b58\u5728\u4e00\u4e9b\u5173\u952e\u5dee\u8ddd\uff1a<\/span><\/p>\n<ul>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">VUMAT\u79ef\u5206\uff1a\u663e\u5f0f\u6c42\u89e3\u5668\u79ef\u5206\u5b58\u5728\u6ede\u540e\uff0c\u5c24\u5176\u5bf9\u4e8e\u901f\u7387\u654f\u611f\u6750\u6599\u800c\u8a00\u3002\u672a\u6765\u7684\u5de5\u4f5c\u53ef\u4ee5\u501f\u9274Suh\u7b49\u4eba\u7684\u6846\u67b6\uff0c\u5e76\u91c7\u7528\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u8fdb\u884c\u6539\u8fdb\u3002.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u590d\u6742\u591a\u7269\u7406\u573a\u95ee\u9898\uff1a\u795e\u7ecf\u7f51\u7edc\u5728\u591a\u7269\u7406\u573a\u95ee\u9898\u4e0a\u7684\u96c6\u6210\u4ecd\u7136\u6709\u9650\uff1bPINN-UMAT \u6df7\u5408\u6a21\u578b\u53ef\u4ee5\u89e3\u51b3\u70ed\u5851\u6027\u6311\u6218\u3002.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u5916\u63a8\u548c\u7a33\u5b9a\u6027\uff1a\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5728\u5916\u63a8\u8bad\u7ec3\u6570\u636e\u4e4b\u5916\u7684\u6570\u636e\u65f6\u53ef\u80fd\u4f1a\u5931\u53bb\u7a33\u5b9a\u6027\uff1b\u8fd9\u4f1a\u5f71\u54cd\u725b\u987f\u6c42\u89e3\u5668\u7684\u6536\u655b\u6027\u3002.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">Fortran\u4e2d\u7684\u81ea\u52a8\u5fae\u5206\uff1a\u76ee\u524d\u7684Fortran UMAT\u6846\u67b6\u7f3a\u4e4f\u5185\u7f6e\u7684\u81ea\u52a8\u5fae\u5206\u529f\u80fd\u3002\u672a\u6765\u7684\u5de5\u4f5c\u53ef\u4ee5\u4f7f\u7528JAX\u6216\u7c7b\u4f3c\u7684\u5e93\u6765\u751f\u6210\u96c5\u53ef\u6bd4\u77e9\u9635\u3002.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u5168\u9762\u7684\uff0c, <strong data-start=\"899\" data-end=\"928\">Abaqus AI \u6750\u6599\u6a21\u578b<\/strong> \u4ee3\u8868\u7740\u5148\u8fdb\u6750\u6599\u6a21\u62df\u6c11\u4e3b\u5316\u7684\u53d8\u9769\u6027\u4e00\u6b65\u2014\u2014\u5c06\u5fae\u89c2\u5c3a\u5ea6\u7684\u4fdd\u771f\u5ea6\u4e0e\u5b8f\u89c2\u5c3a\u5ea6\u7684\u6548\u7387\u76f8\u7ed3\u5408\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86\u73b0\u4ee3\u6709\u9650\u5143\u5206\u6790\u5de5\u4f5c\u6d41\u7a0b\u7684\u53ef\u80fd\u6027\u3002.<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<p><span style=\"font-size: 14pt;\">\u8fd9\u662f Abaqus \u4e2d\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u4e4b\u4e00\uff01\u60a8\u53ef\u4ee5\u5728\u8fd9\u91cc\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff1a\u201c<a href=\"https:\/\/caeassistant.com\/blog\/abaqus-ai-applications\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #0000ff;\">Abaqus AI\uff1aAbaqus \u4e2d AI \u5e94\u7528\u7684 5 \u79cd\u4ee4\u4eba\u610f\u60f3\u4e0d\u5230\u7684\u65b9\u5f0f<\/span><\/a><\/span><span style=\"font-size: 14pt;\">\u201c\u3002\u201d.<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h2><span style=\"color: #ff6600;\">\u8d44\u6e90<\/span><\/h2>\n<p style=\"text-align: left;\"><span style=\"font-size: 14pt;\">\u4e00\u4e2a\u516c\u5f00\u53ef\u7528\u7684 PyTorch-ABAQUS UMAT \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u7528\u4e8e\u6c34\u5e73\u96c6\u53ef\u5851\u6027\uff0c\u8bbf\u95ee\u65e5\u671f\uff1a2025 \u5e74 10 \u6708 27 \u65e5\uff0c, <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/par.nsf.gov\/biblio\/10487111-publicly-available-pytorch-abaqus-umat-deep-learning-framework-level-set-plasticity\" target=\"_blank\" rel=\"nofollow noopener\">https:\/\/par.nsf.gov\/biblio\/10487111-publicly-available-pytorch-abaqus-umat-deep-learning-framework-level-set-plasticity<\/a><\/span><\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-size: 14pt;\">\u5173\u4e8e PyTorch-t0-FORTRAN UMAT \u5b9e\u73b0\u6c34\u5e73\u96c6\u5851\u6027\u7406\u8bba\u7684\u65b0\u8bba\u6587\u5df2\u88ab\u300a\u6750\u6599\u529b\u5b66\u300b\u63a5\u6536\uff0c\u8bbf\u95ee\u65e5\u671f\u4e3a 2025 \u5e74 10 \u6708 27 \u65e5\u3002, <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/www.poromechanics.org\/news\/new-paper-on-pytorch-t0-fortran-umat-implementation-of-level-set-plasticity-accepted-by-mechanics-of-materials\" target=\"_blank\" rel=\"nofollow noopener\">https:\/\/www.poromechanics.org\/news\/new-paper-on-pytorch-t0-fortran-umat-implementation-of-level-set-plasticity-accepted-by-mechanics-of-materials<\/a><\/span><\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-size: 14pt;\">IIIDinEst 2024 \u2013 \u585e\u7ef4\u5229\u4e9a\u5927\u5b66\uff0c2025 \u5e74 10 \u6708 27 \u65e5\u8bbf\u95ee\uff0c, <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/congreso.us.es\/dinest2024\/proceedings\/Proceedings_DinEst_2024.pdf\" target=\"_blank\" rel=\"nofollow noopener\">https:\/\/congreso.us.es\/dinest2024\/proceedings\/Proceedings_DinEst_2024.pdf<\/a><\/span><\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u8fd9\u00a0<span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/caeassistant.com\/\" target=\"_blank\" rel=\"noopener\">CAE \u52a9\u624b<\/a><\/span><\/span><span style=\"font-size: 14pt;\">\u00a0\u6211\u4eec\u81f4\u529b\u4e8e\u6ee1\u8db3\u60a8\u6240\u6709\u7684 CAE \u9700\u6c42\uff0c\u60a8\u7684\u53cd\u9988\u5bf9\u6211\u4eec\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u81f3\u5173\u91cd\u8981\u3002\u5982\u679c\u60a8\u6709\u4efb\u4f55\u7591\u95ee\u6216\u9047\u5230\u4efb\u4f55\u95ee\u9898\uff0c\u8bf7\u968f\u65f6\u901a\u8fc7\u6211\u4eec\u7684\u793e\u4ea4\u5a92\u4f53\u8d26\u53f7\uff08\u5305\u62ec WhatsApp\uff09\u4e0e\u6211\u4eec\u8054\u7cfb\u3002.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt;\">\u6d4f\u89c8\u6211\u4eec\u5185\u5bb9\u5168\u9762\u7684 Abaqus \u6559\u7a0b\u9875\u9762\uff0c\u5176\u4e2d\u5305\u542b\u514d\u8d39\u7684 PDF \u6307\u5357\u548c\u9002\u5408\u6240\u6709\u6280\u80fd\u6c34\u5e73\u7684\u8be6\u7ec6\u89c6\u9891\u3002\u63a2\u7d22\u514d\u8d39\u548c\u4ed8\u8d39\u5957\u9910\uff0c\u4ee5\u53ca\u9ad8\u6548\u638c\u63e1 Abaqus \u7684\u5fc5\u5907\u4fe1\u606f\u3002\u7acb\u5373\u5f00\u542f\u60a8\u7684 Abaqus \u5b66\u4e60\u4e4b\u65c5\uff01 <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/caeassistant.com\/free-abaqus-tutorial-training-video\/\" target=\"_blank\" rel=\"noopener\">Abaqus\u6559\u7a0b<\/a><\/span><\/span><span style=\"font-size: 14pt;\"> \u73b0\u5728\uff01<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"The integration of Artificial Intelligence (AI) and Machine Learning (ML) into computational mechanics marks a pivotal advancement, particularly within high-fidelity Finite Element Analysis (FEA) software like Abaqus. This convergence is centered on the deployment of AI-Driven Constitutive and Material Models (NNCMs) directly into the Abaqus solver kernel using User Material Subroutines: UMAT for implicit analysis [...]","protected":false},"author":250,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[67],"tags":[],"class_list":["post-43383","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/posts\/43383","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/users\/250"}],"replies":[{"embeddable":true,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/comments?post=43383"}],"version-history":[{"count":0,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/posts\/43383\/revisions"}],"wp:attachment":[{"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/media?parent=43383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/categories?post=43383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/tags?post=43383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}