{"id":41300,"date":"2025-09-25T18:10:28","date_gmt":"2025-09-25T14:40:28","guid":{"rendered":"https:\/\/caeassistant.com\/?p=41300"},"modified":"2026-06-05T12:42:00","modified_gmt":"2026-06-05T09:12:00","slug":"python-cae%e8%87%aa%e5%8a%a8%e5%8c%96","status":"publish","type":"post","link":"https:\/\/dev.caeassistant.com\/zh\/%e5%8d%9a%e5%ae%a2\/python-cae%e8%87%aa%e5%8a%a8%e5%8c%96\/","title":{"rendered":"\u5982\u4f55\u4f7f\u7528 Python \u8fdb\u884c CAE \u81ea\u52a8\u5316\uff1a\u4e13\u5bb6\u6559\u7a0b\u548c\u884c\u4e1a\u5e94\u7528"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2>What is CAE Automation\u200b and Why Use Python?<\/h2>\n<p>CAE\u81ea\u52a8\u5316\u662f\u6307\u5229\u7528\u811a\u672c\u800c\u975e\u624b\u52a8\u70b9\u51fb\u6765\u7b80\u5316\u4eff\u771f\u5de5\u4f5c\u6d41\u7a0b\uff08\u5305\u62ec\u51e0\u4f55\u4f53\u521b\u5efa\u3001\u7f51\u683c\u5212\u5206\u3001\u6c42\u89e3\u5668\u8bbe\u7f6e\u548c\u540e\u5904\u7406\uff09\u7684\u8fc7\u7a0b\u3002Python\u51ed\u501f\u5176\u7075\u6d3b\u6027\u3001\u5f00\u6e90\u751f\u6001\u7cfb\u7edf\u4ee5\u53ca\u4e0eAbaqus\u3001Ansys\u548cLS-DYNA\u7b49\u5de5\u5177\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u5728\u5176\u4e2d\u626e\u6f14\u7740\u6838\u5fc3\u89d2\u8272\u3002.<\/p>\n<p>Python \u901a\u8fc7\u51cf\u5c11\u91cd\u590d\u6027\u4efb\u52a1\u548c\u652f\u6301\u53c2\u6570\u5316\u7814\u7a76\uff0c\u63d0\u9ad8\u4e86\u6548\u7387\uff0c\u51cf\u5c11\u4e86\u4eba\u4e3a\u9519\u8bef\uff0c\u5e76\u52a0\u5feb\u4e86\u8bbe\u8ba1\u63a2\u7d22\u3002\u5728\u6c7d\u8f66\u3001\u822a\u7a7a\u822a\u5929\u548c\u589e\u6750\u5236\u9020\u7b49\u884c\u4e1a\uff0c\u57fa\u4e8e Python \u7684\u81ea\u52a8\u5316\u5982\u4eca\u5df2\u6210\u4e3a\u4eff\u771f\u5de5\u7a0b\u5e08\u7684\u6807\u51c6\u914d\u7f6e\u3002.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h3><span id=\"11_Core_Python_Libraries_for_Engineers\" class=\"ez-toc-section\"><\/span>\u9762\u5411\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3Python\u5e93<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4e3a CAE \u4e13\u4e1a\u4eba\u58eb\u3001\u5de5\u7a0b\u5e08\u548c\u5b66\u751f\u7cbe\u5fc3\u6311\u9009\u7684\u6700\u6709\u4ef7\u503c\u7684 Python \u5e93\u5217\u8868\uff1a<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-41372 size-full\" src=\"https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1.png\" sizes=\"(max-width: 859px) 100vw, 859px\" srcset=\"https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1.png 859w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1-300x246.png 300w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1-430x352.png 430w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1-768x629.png 768w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1-62x51.png 62w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1-600x491.png 600w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1-725x593.png 725w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/1.1-150x123.png 150w\" alt=\"\u9762\u5411\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3Python\u5e93\" width=\"859\" height=\"703\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h3><span id=\"12_General_Engineering_Libraries\" class=\"ez-toc-section\"><\/span>\u901a\u7528\u5de5\u7a0b\u56fe\u4e66\u9986<\/h3>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-41373\" src=\"https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2.png\" sizes=\"(max-width: 1162px) 100vw, 1162px\" srcset=\"https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2.png 1641w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-300x101.png 300w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-1024x344.png 1024w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-430x144.png 430w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-768x258.png 768w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-1536x516.png 1536w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-62x21.png 62w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-600x201.png 600w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-725x243.png 725w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/2.2-150x50.png 150w\" alt=\"\u901a\u7528\u5de5\u7a0b\u56fe\u4e66\u9986\" width=\"1162\" height=\"390\" \/><\/p>\n<p>\u5982\u9700\u67e5\u770b\u5b8c\u6574\u5217\u8868\uff0c\u8bf7\u53c2\u9605\u00a0<a href=\"https:\/\/github.com\/qd-cae\/awesome-CAE\" target=\"_blank\" rel=\"nofollow noopener\">awesome-CAE GitHub \u4ed3\u5e93<\/a>.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2><span id=\"2_How_to_Set_Up_Your_Python_Environment_for_CAE_Scripting\" class=\"ez-toc-section\"><\/span>How to Set Up Your Python Environment for CAE Scripting<\/h2>\n<p>\u6784\u5efa\u4e00\u4e2a\u7a33\u5065\u7684\u7cfb\u7edf\u9996\u5148\u9700\u8981\u5b89\u88c5 Anaconda \u6765\u7ba1\u7406 NumPy \u548c SciPy \u7b49\u8f6f\u4ef6\u5305\u3002\u4f7f\u7528 pip \u6216 conda \u8fdb\u884c\u8f6f\u4ef6\u5305\u7ba1\u7406\uff0c\u5e76\u786e\u4fdd\u4e0e Abaqus \u7b49 CAE \u8f6f\u4ef6\u517c\u5bb9\u3002\u5bf9\u4e8e Abaqus \u96c6\u6210\uff0c\u8bf7\u4f7f\u7528\u5176\u5185\u7f6e\u7684 Python \u89e3\u91ca\u5668\uff08v2.7\/3.x\uff09\u6765\u8bbf\u95ee odbAccess \u7b49\u6a21\u5757\u3002.<\/p>\n<p>\u914d\u7f6e PyCharm \u7b49\u96c6\u6210\u5f00\u53d1\u73af\u5883 (IDE) \u4ee5\u8fdb\u884c\u8c03\u8bd5\uff0c\u5e76\u5229\u7528\u7248\u672c\u63a7\u5236\u7cfb\u7edf\uff08Git\uff09\u8fdb\u884c\u534f\u4f5c\u811a\u672c\u7f16\u5199\u3002\u59cb\u7ec8\u4f7f\u7528\u6d4b\u8bd5\u811a\u672c\u9a8c\u8bc1\u73af\u5883\uff0c\u4ee5\u786e\u4fdd\u4e0e CAE \u5de5\u5177\u517c\u5bb9\u3002.<\/p>\n<p>\u5f00\u59cb\u4f7f\u7528\uff1a<\/p>\n<ol>\n<li><strong>\u5b89\u88c5 Python\uff08\u63a8\u8350 3.10 \u6216\u66f4\u9ad8\u7248\u672c\uff09<\/strong>\u00a0\u901a\u8fc7 Anaconda \u6216 Miniconda \u8fd0\u884c\u3002.<\/li>\n<li><strong>\u5efa\u7acb\u865a\u62df\u73af\u5883<\/strong>\u00a0\u4f7f\u7528 conda create -n cae python=3.10\u3002.<\/li>\n<li><strong>\u5b89\u88c5\u6838\u5fc3\u5e93<\/strong>\u00a0\u4f8b\u5982 NumPy\u3001Pandas\u3001Matplotlib \u548c SciPy\u3002.<\/li>\n<li><strong>\u6dfb\u52a0 CAE \u7279\u5b9a\u8f6f\u4ef6\u5305<\/strong>\u00a0\uff08abapy\u3001pycalculix\u3001pyNastran\u3001PyAnsys\uff09\u53d6\u51b3\u4e8e\u60a8\u7684\u6c42\u89e3\u5668\u3002.<\/li>\n<li><strong>CAE\u8f6f\u4ef6\u94fe\u63a5<\/strong>\u00a0\uff08\u4f8b\u5982\uff0cAbaqus\/CAE \u811a\u672c\u73af\u5883\u6216 Ansys ACT\/PyAEDT\uff09\u3002.<\/li>\n<\/ol>\n<p>\u63d0\u793a\uff1aAbaqus \u9700\u8981\u4f7f\u7528\u5176\u81ea\u8eab\u7684 Python \u89e3\u91ca\u5668\u3002\u811a\u672c\u5e94\u4f7f\u7528 `abaqus python` \u547d\u4ee4\u542f\u52a8\u3002\u00a0<a href=\"http:\/\/script.py\/\" target=\"_blank\" rel=\"nofollow noopener\">\u811a\u672c.py<\/a>.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2><span id=\"3_How_to_Automate_Pre-processing_in_CAE_Using_Python\" class=\"ez-toc-section\"><\/span>How to Automate Pre-processing in CAE Using Python<\/h2>\n<p>\u5728 CAE \u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528 Python \u5b9e\u73b0\u9884\u5904\u7406\u81ea\u52a8\u5316\uff0c\u5305\u62ec\u51e0\u4f55\u4f53\u521b\u5efa\u3001\u7f51\u683c\u5212\u5206\u548c\u6750\u6599\u5206\u914d\u3002CadQuery \u548c pygmsh \u7b49\u5e93\u53ef\u4ee5\u7b80\u5316\u8fd9\u4e9b\u4efb\u52a1\uff0c\u51cf\u5c11\u4eba\u5de5\u64cd\u4f5c\u3002.<\/p>\n<p><strong>\u9884\u5904\u7406\u81ea\u52a8\u5316\u6b65\u9aa4<\/strong>:<\/p>\n<ol>\n<li><strong>\u51e0\u4f55\u4f53\u521b\u5efa<\/strong>\uff1a\u4f7f\u7528 CadQuery \u7f16\u5199\u53c2\u6570\u5316\u6a21\u578b\u811a\u672c\uff08\u4f8b\u5982\uff0ccq.Workplane().box(10, 10, 10)\uff09\u3002.<\/li>\n<li><strong>\u7f51\u683c\u5212\u5206<\/strong>\u4f7f\u7528 pygmsh \u751f\u6210\u7f51\u683c\uff0c\u4ee5\u4fbf\u96c6\u6210 Gmsh\u3002.<\/li>\n<li><strong>\u6750\u6599\u5206\u914d<\/strong>\u4f7f\u7528 abapy \u4e3a Abaqus \u7f16\u5199\u6750\u6599\u5c5e\u6027\u811a\u672c\u3002.<\/li>\n<\/ol>\n<p>YouTube \u4e0a\u7684\u4e00\u4e2a\u6848\u4f8b\u7814\u7a76\u5c55\u793a\u4e86\u5982\u4f55\u5b9e\u73b0 Abaqus \u9884\u5904\u7406\u7684\u81ea\u52a8\u5316\uff0c\u4ece\u800c\u8282\u7701\u5904\u7406\u590d\u6742\u6a21\u578b\u6240\u9700\u7684\u5927\u91cf\u65f6\u95f4\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b26\u5408\u884c\u4e1a\u9ad8\u6548\u4eff\u771f\u8bbe\u7f6e\u7684\u5b9e\u8df5\u3002.<\/p>\n<p><iframe title=\"\u5982\u4f55\u4f7f\u7528 #ABAQUS CAE \u81ea\u52a8\u521b\u5efa Python \u811a\u672c\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/1zT2xGLv01E?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/dev.caeassistant.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h3>Building a Parametric Geometry Model<\/h3>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528 CadQuery \u7b49 Python \u5e93\u6765\u6784\u5efa\u53c2\u6570\u5316\u6a21\u578b\uff0c\u5176\u4e2d\u51e0\u4f55\u5f62\u72b6\u7531\u4ee3\u7801\u5b9a\u4e49\uff0c\u800c\u4e0d\u662f\u624b\u52a8\u70b9\u51fb\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0\u5feb\u901f\u7684\u8bbe\u8ba1\u8fed\u4ee3\u2014\u2014\u53ea\u9700\u66f4\u6539\u811a\u672c\u4e2d\u7684\u4e00\u4e2a\u53d8\u91cf\u5373\u53ef\u91cd\u65b0\u751f\u6210\u6574\u4e2a\u6a21\u578b\u3002.<\/p>\n<p>\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u7f16\u5199\u4e00\u4e2a\u5e26\u6709\u591a\u4e2a\u5b54\u7684\u5939\u5177\u811a\u672c\uff0c\u7136\u540e\u53ea\u9700\u66f4\u6539\u4e00\u884c\u4ee3\u7801\uff0c\u5373\u53ef\u6d4b\u8bd5\u4e00\u4e2a\u5e26\u6709\u5341\u4e2a\u5b54\u7684\u8bbe\u8ba1\uff0c\u800c\u4e0d\u662f\u4e24\u4e2a\u5b54\u3002\u8fd9\u79cd\u81ea\u52a8\u5316\u5728\u4ee5\u4e0b\u6559\u7a0b\u4e2d\u6709\u6240\u5c55\u793a\uff1a\u00a0<a href=\"https:\/\/www.youtube.com\/watch?v=KPYcQnKHgzs\" target=\"_blank\" rel=\"nofollow noopener\">\u8fd9\u7bc7\u662f\u5173\u4e8e\u4f7f\u7528 Python \u5b9e\u73b0\u5939\u5177\u8bbe\u8ba1\u81ea\u52a8\u5316\u7684\u6587\u7ae0\u3002<\/a>.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h3><span id=\"32_Automating_Meshing_and_Material_Assignment\" class=\"ez-toc-section\"><\/span>Automating Meshing and Material Assignment<\/h3>\n<p>Python \u8fd8\u53ef\u4ee5\u7528\u4e8e\u81ea\u52a8\u5316\u7f51\u683c\u5212\u5206\u548c\u6750\u6599\u5206\u914d\u7b49\u5173\u952e\u6b65\u9aa4\u3002\u8bf8\u5982 pygmsh \u548c meshpy \u4e4b\u7c7b\u7684\u5e93\u53ef\u4ee5\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u751f\u6210\u7f51\u683c\uff0c\u4ece\u800c\u786e\u4fdd\u591a\u6b21\u6a21\u62df\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u3002.<\/p>\n<p>\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528\u811a\u672c\u4ece\u6570\u636e\u5e93\u4e2d\u5206\u914d\u5c5e\u6027\u548c\u6750\u8d28\uff0c\u8fd9\u79cd\u65b9\u6cd5\u6bd4\u624b\u52a8\u9009\u62e9\u53ef\u9760\u5f97\u591a\u3002\u5bf9\u4e8e\u590d\u6742\u6a21\u578b\u6216\u5904\u7406\u5927\u91cf\u7ec4\u4ef6\u7684\u60c5\u51b5\uff0c\u8fd9\u79cd\u65b9\u6cd5\u975e\u5e38\u6709\u6548\uff0c\u53ef\u4ee5\u964d\u4f4e\u4eba\u4e3a\u9519\u8bef\u7684\u6982\u7387\uff0c\u5e76\u786e\u4fdd\u6a21\u578b\u7684\u4e00\u81f4\u6027\uff0c\u4f7f\u5176\u80fd\u591f\u7528\u4e8e\u5206\u6790\u3002.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2><span id=\"4_How_to_Automate_Post-processing_and_Report_Generation\" class=\"ez-toc-section\"><\/span>How to Automate Post-processing and Report Generation<\/h2>\n<p>Python \u53ef\u4ee5\u4ece Abaqus ODB \u6216 Nastran OP2 \u6587\u4ef6\u4e2d\u63d0\u53d6\u7ed3\u679c\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5e76\u52a0\u8f7d\u5230 Pandas \u6570\u636e\u5e27\u4e2d\u3002\u5de5\u7a0b\u5e08\u53ef\u4ee5\u5feb\u901f\u6bd4\u8f83\u4e0d\u540c\u8f7d\u8377\u5de5\u51b5\u4e0b\u7684\u5e94\u529b\u3001\u5e94\u53d8\u6216\u4f4d\u79fb\u3002.<\/p>\n<p><strong>\u540e\u671f\u5904\u7406\u6b65\u9aa4\uff1a<\/strong><\/p>\n<ol>\n<li><strong>\u63d0\u53d6\u6570\u636e<\/strong>\uff1a\u4f7f\u7528 Pandas \u89e3\u6790\u6a21\u62df\u8f93\u51fa\uff08\u4f8b\u5982 CSV \u6587\u4ef6\uff09\u3002.<\/li>\n<li><strong>\u53ef\u89c6\u5316\u7ed3\u679c<\/strong>\u4f7f\u7528 Matplotlib \u7ed8\u5236\u5e94\u529b\u6216\u4f4d\u79fb\u56fe\u3002.<\/li>\n<li><strong>\u751f\u6210\u62a5\u544a<\/strong>\u4f7f\u7528 ReportLab \u7b49\u5e93\u81ea\u52a8\u751f\u6210 PDF \u62a5\u544a\u3002.<\/li>\n<\/ol>\n<p>YouTube \u4e0a\u7684\u4e00\u4e2a\u6848\u4f8b\u7814\u7a76\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528 Matplotlib \u7ed8\u5236 Abaqus \u7ed3\u679c\uff0c\u4ece\u800c\u7b80\u5316\u5de5\u7a0b\u5e08\u7684\u62a5\u544a\u6d41\u7a0b\u3002.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h3><span id=\"41_Extracting_Results_with_Python_Pandas\" class=\"ez-toc-section\"><\/span>Extracting Results with Python Pandas<\/h3>\n<p>\u8bfb\u53d6 Abaqus .odb \u6587\u4ef6\u6216 Nastran .pch \u6587\u4ef6\uff0c\u63d0\u53d6\u6a21\u6001\u9891\u7387\u6216\u53cd\u4f5c\u7528\u529b\u7b49\u6570\u636e\u3002Pandas DataFrame \u53ef\u4ee5\u6e05\u7406\u548c\u6574\u7406\u7ed3\u679c\uff0c\u7528\u4e8e\u7edf\u8ba1\u5206\u6790\uff0c\u4f8b\u5982\u6bd4\u8f83\u4e0d\u540c\u8bbe\u8ba1\u65b9\u6848\u7684\u5e94\u529b\u5206\u5e03\u3002.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h3><span id=\"42_Creating_Automatic_Reports_and_Plots_with_Matplotlib\" class=\"ez-toc-section\"><\/span>Creating Automatic Reports and Plots with Matplotlib<\/h3>\n<p>\u501f\u52a9 Matplotlib\uff0c\u5de5\u7a0b\u5e08\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u5e94\u529b-\u5e94\u53d8\u66f2\u7ebf\u3001\u7b49\u503c\u7ebf\u56fe\u6216\u75b2\u52b3\u5bff\u547d\u5206\u5e03\u56fe\u3002\u4f7f\u7528 reportlab \u7b49\u5e93\u53ef\u4ee5\u751f\u6210 PDF \u683c\u5f0f\u7684\u62a5\u544a\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528 Abaqus \u811a\u672c\u751f\u6210\u7b49\u503c\u7ebf\u56fe\u6216\u52a8\u753b\u7684 PNG\/PDF \u8f93\u51fa\u3002.<\/p>\n<p>\u5bf9\u4e8e\u591a\u6a21\u62df\u7814\u7a76\uff0c\u4f7f\u7528 Plotly \u6216 Matplotlib \u5c06\u7ed3\u679c\u6c47\u603b\u5230\u4eea\u8868\u677f\u4e2d\uff0c\u7a81\u51fa\u663e\u793a\u5173\u952e\u503c\uff0c\u4f8b\u5982\u6700\u5927\u51af\u00b7\u7c73\u585e\u65af\u5e94\u529b\u6216\u5b89\u5168\u7cfb\u6570\u3002.<\/p>\n<p>\u27a1\ufe0f \u8bf7\u53c2\u9605 Technia \u7684 Abaqus \u811a\u672c\u540e\u5904\u7406\u6307\u5357\u4e2d\u7684\u4e00\u4e2a\u5b9e\u9645\u793a\u4f8b\u3002.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2><span id=\"5_Optimizing_FEA_Simulations_with_AI-Driven_Workflows\" class=\"ez-toc-section\"><\/span>Optimizing FEA Simulations with AI-Driven Workflows<\/h2>\n<p>\u901a\u8fc7\u5c06\u673a\u5668\u5b66\u4e60\u4e0e CAE \u76f8\u7ed3\u5408\uff0c\u5de5\u7a0b\u5e08\u53ef\u4ee5\u4f18\u5316\u7f51\u683c\u5bc6\u5ea6\u3001\u6c42\u89e3\u5668\u53c2\u6570\u6216\u8fb9\u754c\u6761\u4ef6\u3002.<\/p>\n<p>\u9664\u4e86\u7b80\u5355\u7684\u81ea\u52a8\u5316\u4e4b\u5916\uff0c\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u5de5\u4f5c\u6d41\u7a0b\u6b63\u5728\u5f7b\u5e95\u6539\u53d8\u6709\u9650\u5143\u5206\u6790\u4eff\u771f\u7684\u4f18\u5316\u65b9\u5f0f\u3002\u5de5\u7a0b\u5e08\u65e0\u9700\u624b\u52a8\u8c03\u6574\u8bbe\u8ba1\u53c2\u6570\uff0c\u5373\u53ef\u4f7f\u7528 Python \u811a\u672c\u96c6\u6210\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u4ece\u800c\u667a\u80fd\u5730\u63a2\u7d22\u8bbe\u8ba1\u7a7a\u95f4\u3002.<\/p>\n<p>\u897f\u95e8\u5b50 HEEDS \u7b49\u5de5\u5177\u4e13\u6ce8\u4e8e\u8bbe\u8ba1\u7a7a\u95f4\u63a2\u7d22\u548c\u4f18\u5316\uff0c\u53ef\u4ee5\u4e0e Python \u7ed3\u5408\u4f7f\u7528\uff0c\u521b\u5efa\u9ad8\u6548\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002.<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=YgQmWu_lSVc\" target=\"_blank\" rel=\"nofollow noopener\">\u672c\u89c6\u9891\u6f14\u793a\u4e86<\/a>\u00a0\u5982\u4f55\u5c06 Python \u548c\u673a\u5668\u5b66\u4e60\u7ed3\u5408\u8d77\u6765\u4f18\u5316 FEA \u6a21\u62df\uff0c\u5c55\u793a\u811a\u672c\u5982\u4f55\u5206\u6790\u5148\u524d\u7684\u7ed3\u679c\uff0c\u63d0\u51fa\u65b0\u7684\u8bbe\u8ba1\u8fed\u4ee3\u65b9\u6848\uff0c\u4ece\u800c\u8fbe\u5230\u9884\u671f\u7684\u7ed3\u679c\u3002.<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5904\u4e8e\u73b0\u4ee3\u5de5\u7a0b\u6280\u672f\u7684\u524d\u6cbf\uff0c\u80fd\u591f\u52a0\u5feb\u8bbe\u8ba1\u5468\u671f\u5e76\u63d0\u9ad8\u6027\u80fd\u3002.<\/p>\n<p>\u6848\u4f8b\u7814\u7a76\u8868\u660e\uff0c\u5de5\u7a0b\u5e08\u5982\u4f55\u5229\u7528\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u53c2\u6570\u9009\u62e9\u5c06\u4eff\u771f\u65f6\u95f4\u7f29\u77ed\u4e86 40%\u3002.<\/p>\n<p><iframe title=\"Streamline your CAE workflow with #DEP&#039;s Process Automation Module in #MeshWorks\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/KPYcQnKHgzs?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/dev.caeassistant.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>\u53e6\u4e00\u4e2a\u771f\u5b9e\u6848\u4f8b\u7814\u7a76\u5c55\u793a\u4e86 Python \u811a\u672c\u5982\u4f55\u521b\u5efa\u7528\u4e8e\u78b0\u649e\u6a21\u62df\u7684\u81ea\u52a8\u5316\u9884\u5904\u7406\u548c\u540e\u5904\u7406\u6d41\u7a0b\u3002.<\/p>\n<p><iframe title=\"Automate your CAE &amp; CAD process applications with 2x to 10x speed up of routine CAE Workflow\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/XFNP4AHrDa0?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/dev.caeassistant.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<p>\u96c6\u6210\u4eba\u5de5\u667a\u80fd\u5de5\u5177\uff0c\u4f8b\u5982\u00a0<strong>\u897f\u95e8\u5b50\u4e2d\u5fc3\u00a0<\/strong><a href=\"https:\/\/plm.sw.siemens.com\/en-US\/simcenter\/integration-solutions\/heeds\/\" target=\"_blank\" rel=\"nofollow noopener\"><strong>\u5e0c\u5179<\/strong><\/a><a href=\"https:\/\/plm.sw.siemens.com\/en-US\/simcenter\/integration-solutions\/heeds\/\" target=\"_blank\" rel=\"nofollow noopener\">\u00a0<\/a>\u4f7f\u7528 Python \u8fdb\u884c\u591a\u5b66\u79d1\u4f18\u5316\u3002\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u6700\u4f73\u7f51\u683c\u53c2\u6570\u6216\u5229\u7528\u00a0<a href=\"https:\/\/blogs.sw.siemens.com\/simcenter\/whats-new-in-heeds-2310\/\" target=\"_blank\" rel=\"nofollow noopener\">\u590f\u5c14\u5df4\u4eba\u00a0<\/a>\u7528\u4e8e\u8bbe\u8ba1\u63a2\u7d22\u7684\u7b97\u6cd5\uff0c\u53ef\u5c06\u8ba1\u7b97\u65f6\u95f4\u7f29\u77ed\u81f3\u591a 40%\u3002.<\/p>\n<\/div>\n<\/div>\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<p><iframe title=\"Streamline Process Automation with Abaqus CAE\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/YgQmWu_lSVc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/dev.caeassistant.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2>Implementing Machine Learning for Synthetic Data Generation<\/h2>\n<p>\u5408\u6210\u6570\u636e\u751f\u6210\u662f Python \u5728 CAE \u9886\u57df\u4e00\u4e2a\u65b0\u5174\u4e14\u5f3a\u5927\u7684\u5e94\u7528\u3002.\u00a0<strong>CAE\u9879\u76ee\u7684\u673a\u5668\u5b66\u4e60<\/strong>\u00a0\u53ef\u80fd\u53d7\u9650\u4e8e\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\u7684\u53ef\u7528\u6027\u3002.<\/p>\n<p>Python \u5e93\u5982 scikit-learn \u548c TensorFlow \u53ef\u7528\u4e8e\u751f\u6210\u5408\u6210\u4eff\u771f\u6570\u636e\uff0c\u521b\u5efa\u5927\u578b\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\uff0c\u4ee5\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u7528\u4e8e\u4ee3\u7406\u5efa\u6a21\u3001\u8bbe\u8ba1\u4f18\u5316\u548c\u5b9e\u65f6\u6027\u80fd\u9884\u6d4b\u7b49\u4efb\u52a1\u3002.<\/p>\n<p>\u5bf9\u4e8e\u590d\u6742\u7684\u5de5\u7a0b\u95ee\u9898\uff0c\u8fdb\u884c\u5927\u91cf\u7684\u7269\u7406\u6d4b\u8bd5\u6216\u9ad8\u4fdd\u771f\u6a21\u62df\u6210\u672c\u8fc7\u9ad8\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5c24\u5176\u6709\u4ef7\u503c\u3002.<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=1zT2xGLv01E\" target=\"_blank\" rel=\"nofollow noopener\">\u8fd9\u6bb5\u89c6\u9891<\/a>\u00a0\u672c\u6587\u4ee5Python\u751f\u6210\u5408\u6210\u4eff\u771f\u6570\u636e\u4e3a\u4f8b\uff0c\u5177\u4f53\u5c55\u793a\u4e86\u8be5\u6280\u672f\u7684\u5e94\u7528\uff0c\u7a81\u663e\u4e86\u5176\u5728\u52a0\u901f\u7814\u53d1\u65b9\u9762\u7684\u6f5c\u529b\u3002\u8fd9\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u9884\u6d4b\u6027\u7ef4\u62a4\u6216\u75b2\u52b3\u5bff\u547d\u8bc4\u4f30\u5c24\u4e3a\u91cd\u8981\u3002.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2><span id=\"7_Exploring_Open-Source_FEA_Automation_Alternatives\" class=\"ez-toc-section\"><\/span>Exploring Open-Source FEA Automation Alternatives<\/h2>\n<p>\u5e76\u975e\u6240\u6709\u5de5\u7a0b\u5e08\u90fd\u4f7f\u7528\u5546\u4e1a\u6c42\u89e3\u5668\u3002\u5f00\u6e90\u5de5\u5177\u5728\u4e1a\u754c\u7684\u5e94\u7528\u65e5\u76ca\u666e\u53ca\u3002\u50cf FEniCS \u548c SfePy \u8fd9\u6837\u7684\u5f00\u6e90\u6709\u9650\u5143\u5206\u6790\u5de5\u5177\u63d0\u4f9b\u4e86\u7ecf\u6d4e\u9ad8\u6548\u7684\u81ea\u52a8\u5316\u66ff\u4ee3\u65b9\u6848\u3002.<\/p>\n<p>\u8fd9\u4e9b\u57fa\u4e8e Python \u7684\u6846\u67b6\u652f\u6301\u7528\u4e8e\u7ed3\u6784\u548c\u70ed\u6a21\u62df\u7684\u81ea\u5b9a\u4e49\u6c42\u89e3\u5668\u3002\u8bf8\u5982\u6b64\u7c7b\u7684\u5e93\u00a0<strong>qd-cae<\/strong>\u00a0\u4e3a LS-DYNA \u63d0\u4f9b\u81ea\u52a8\u5316\u5c42\u3002\u8fd9\u4e9b\u66ff\u4ee3\u65b9\u6848\u5177\u6709\u900f\u660e\u6027\u3001\u53ef\u5b9a\u5236\u6027\u548c\u793e\u533a\u9a71\u52a8\u7684\u5f00\u53d1\u6a21\u5f0f\u3002.<\/p>\n<p>\u8fd9\u4e9b\u5de5\u5177\u652f\u6301\u9ad8\u5ea6\u5b9a\u5236\u5316\uff0c\u4f7f\u5de5\u7a0b\u5e08\u80fd\u591f\u9488\u5bf9\u7ed3\u6784\u5206\u6790\u3001\u6d41\u4f53\u52a8\u529b\u5b66\u7b49\u9886\u57df\u7684\u72ec\u7279\u95ee\u9898\u521b\u5efa\u5b9a\u5236\u5316\u7684\u6c42\u89e3\u5668\u3002\u8fd9\u4e9b\u5de5\u5177\u5728\u964d\u4f4e\u8bb8\u53ef\u6210\u672c\u7684\u540c\u65f6\uff0c\u8fd8\u80fd\u4e3a\u751f\u7269\u529b\u5b66\u6216\u589e\u6750\u5236\u9020\u7b49\u7279\u5b9a\u5e94\u7528\u63d0\u4f9b\u5b9a\u5236\u5316\u89e3\u51b3\u65b9\u6848\u3002.<\/p>\n<p>\u63a2\u7d22\u8fd9\u4e9b\u9009\u9879\u7684\u597d\u5730\u65b9\u662f\u2026\u2026\u00a0<a href=\"https:\/\/github.com\/qd-cae\/awesome-CAE\" target=\"_blank\" rel=\"nofollow noopener\">awesome-CAE GitHub \u4ed3\u5e93<\/a>, \u8fd9\u662f\u4e00\u4e2a\u7531\u793e\u533a\u7cbe\u5fc3\u6574\u7406\u7684 CAE \u5f00\u6e90\u5de5\u5177\u548c\u8d44\u6e90\u5217\u8868\u3002\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5165\u95e8\u65b9\u5f0f\u3002\u00a0<strong>\u5f00\u6e90 FEA Python \u81ea\u52a8\u5316\u66ff\u4ee3\u65b9\u6848<\/strong>.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2><span id=\"8_Validated_Methods_Debugging_and_Validating_Your_CAE_Scripts\" class=\"ez-toc-section\"><\/span>Validated Methods: Debugging and Validating Your CAE Scripts<\/h2>\n<p>\u5728\u5168\u9762\u90e8\u7f72\u524d\uff0c\u4f7f\u7528\u5c0f\u89c4\u6a21\u6a21\u578b\u6d4b\u8bd5\u811a\u672c\u3002\u4f7f\u7528 Abaqus PDE \u8fdb\u884c\u9010\u6b65\u8c03\u8bd5\uff0c\u5e76\u8bb0\u5f55\u8f93\u51fa\u4ee5\u8ddf\u8e2a\u9519\u8bef\u3002\u5c06\u7ed3\u679c\u4e0e\u624b\u52a8\u8fd0\u884c\u7ed3\u679c\u8fdb\u884c\u9a8c\u8bc1\uff0c\u4ee5\u786e\u4fdd\u51c6\u786e\u6027\u3002\u91c7\u7528\u6a21\u5757\u5316\u7f16\u7801\u5b9e\u8df5\u4ee5\u63d0\u9ad8\u4ee3\u7801\u91cd\u7528\u6027\u3002.<\/p>\n<p>\u5e38\u7528\u8c03\u8bd5\u6280\u5de7<\/p>\n<ul>\n<li>\u68c0\u67e5 I\/O \u64cd\u4f5c\u7684\u8def\u5f84\u548c\u6587\u4ef6\u6743\u9650\u3002.<\/li>\n<li>\u4f7f\u7528 try-except \u5757\u5904\u7406\u7f3a\u5931\u6570\u636e\u3002.<\/li>\n<li>\u68c0\u67e5\u51e0\u4f55\u811a\u672c\u4e2d\u7684\u5355\u4f4d\u548c\u5750\u6807\u7cfb\u3002.<\/li>\n<\/ul>\n<p>\u5e38\u7528\u7b56\u7565\u5305\u62ec\uff1a<\/p>\n<p><img decoding=\"async\" class=\"wp-image-41374 aligncenter\" src=\"https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3.png\" sizes=\"(max-width: 1084px) 100vw, 1084px\" srcset=\"https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3.png 1441w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3-300x151.png 300w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3-1024x517.png 1024w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3-430x217.png 430w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3-768x387.png 768w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3-62x31.png 62w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3-600x303.png 600w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3-725x366.png 725w, https:\/\/caeassistant.com\/wp-content\/uploads\/2025\/09\/3.3-150x76.png 150w\" alt=\"\u7b56\u7565\u5305\u62ec\" width=\"1084\" height=\"547\" \/><\/p>\n<p>\u4e13\u4e1a\u63d0\u793a\uff1a\u4f7f\u7528\u7248\u672c\u63a7\u5236\u7cfb\u7edf\uff08Git\uff09\u7ba1\u7406\u811a\u672c\u3002\u8fd9\u53ef\u4ee5\u786e\u4fdd\u811a\u672c\u7684\u53ef\u8ffd\u6eaf\u6027\uff0c\u5e76\u4fc3\u8fdb\u56e2\u961f\u95f4\u7684\u534f\u4f5c\u3002.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h2><span id=\"9_Conclusion_Transforming_Your_Simulation_Workflow\" class=\"ez-toc-section\"><\/span>Conclusion: Transforming Your Simulation Workflow<\/h2>\n<p>Python \u81ea\u52a8\u5316\u901a\u8fc7\u589e\u5f3a\u53ef\u6269\u5c55\u6027\u3001\u53ef\u590d\u73b0\u6027\u548c\u521b\u65b0\u6027\uff0c\u63d0\u5347\u4e86\u8ba1\u7b97\u673a\u8f85\u52a9\u5de5\u7a0b (CAE) \u7684\u6027\u80fd\u3002\u4ece\u65e5\u5e38\u4efb\u52a1\u5230 AI \u589e\u5f3a\u7684\u4f18\u5316\uff0c\u8fd9\u4e9b\u7b56\u7565\u4f7f\u5de5\u7a0b\u5e08\u80fd\u591f\u4e13\u6ce8\u4e8e\u8bbe\u8ba1\uff0c\u800c\u4e0d\u662f\u91cd\u590d\u6027\u6b65\u9aa4\u3002\u62e5\u62b1\u811a\u672c\u7f16\u5199\uff0c\u5728\u7535\u52a8\u6c7d\u8f66\u5f00\u53d1\u6216\u6570\u5b57\u5b6a\u751f\u7b49\u4e0d\u65ad\u53d1\u5c55\u7684\u9886\u57df\u4fdd\u6301\u7ade\u4e89\u529b\u3002.<\/p>\n<p>Abaqus\u3001Ansys \u548c\u5f00\u6e90\u6c42\u89e3\u5668\u7b49\u5de5\u5177\u90fd\u80fd\u4ece Python \u811a\u672c\u4e2d\u53d7\u76ca\u3002.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_row wpb_row vc_row-fluid\">\n<div class=\"wpb_column vc_column_container vc_col-sm-12\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element\">\n<div class=\"wpb_wrapper\">\n<h3><span id=\"91_Explore_More_Advanced_Abaqus_Python_Tutorials_on_CAE_Assistant\" class=\"ez-toc-section\"><\/span>Explore More Advanced Abaqus Python Tutorials on CAE Assistant<\/h3>\n<p>\u901a\u8fc7\u6211\u4eec\u7684\u6559\u7a0b\u52a0\u6df1\u60a8\u7684\u6280\u80fd\u00a0<a href=\"https:\/\/caeassistant.com\/blog\/introduction-abaqus-scripting-python-video\/\" target=\"_blank\" rel=\"noopener\">Abaqus\u811a\u672c\u7f16\u5199<\/a>, \u5305\u62ec\u53c2\u6570\u5316\u7814\u7a76\u548c\u63d2\u4ef6\u5f00\u53d1\u3002\u52a0\u5165\u6211\u4eec\u7684\u793e\u533a\uff0c\u5206\u4eab\u89c1\u89e3\uff0c\u52a0\u901f\u60a8\u7684\u81ea\u52a8\u5316\u4e4b\u65c5\uff01<\/p>\n<p><em>\u5982\u9700\u8fdb\u4e00\u6b65\u5b66\u4e60\uff0c\u8bf7\u63a2\u7d22\u4ee5\u4e0b\u6848\u4f8b\u7814\u7a76\uff1a\u00a0<\/em><a href=\"https:\/\/www.youtube.com\/watch?v=XFNP4AHrDa0\" target=\"_blank\" rel=\"noopener nofollow\"><em>\u70b9\u8680\u5206\u6790\u81ea\u52a8\u5316<\/em><\/a><em>\u00a0\u6216\u8005\u00a0<\/em><a href=\"https:\/\/www.youtube.com\/watch?v=KPYcQnKHgzs\" target=\"_blank\" rel=\"noopener nofollow\"><em>\u5c06 Python \u4e0e Ansys \u96c6\u6210<\/em><\/a><em>.<\/em><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>What is CAE Automation\u200b and Why Use Python? CAE automation\u200b is the process of streamlining simulation workflows\u2014geometry creation, meshing, solver setup, and post-processing\u2014using scripts instead of manual clicks. Python plays a central role because of its flexibility, open-source ecosystem, and deep integration with tools like Abaqus, Ansys, and LS-DYNA. By reducing repetitive tasks and enabling [&hellip;]<\/p>","protected":false},"author":250,"featured_media":43345,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[67],"tags":[],"class_list":["post-41300","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/posts\/41300","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=41300"}],"version-history":[{"count":3,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/posts\/41300\/revisions"}],"predecessor-version":[{"id":49250,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/posts\/41300\/revisions\/49250"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/media\/43345"}],"wp:attachment":[{"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/media?parent=41300"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/categories?post=41300"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dev.caeassistant.com\/zh\/wp-json\/wp\/v2\/tags?post=41300"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}