{"id":14456,"date":"2026-02-03T10:05:03","date_gmt":"2026-02-03T01:05:03","guid":{"rendered":"https:\/\/blogs.mathworks.com\/japan-community\/?p=14456"},"modified":"2026-02-03T10:05:03","modified_gmt":"2026-02-03T01:05:03","slug":"building-an-optimization-agent-with-matlab-mcp-core-server-jp","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/japan-community\/2026\/02\/03\/building-an-optimization-agent-with-matlab-mcp-core-server-jp\/","title":{"rendered":"MATLAB MCP Core Server \u3092\u6d3b\u7528\u3057\u305f\u6700\u9069\u5316\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4f5c\u308a\u65b9"},"content":{"rendered":"<div class=\"rtcContent\">\n<p><span style=\"color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; white-space-collapse: preserve;\">\u203b\u3053\u306e\u6295\u7a3f\u306f 2026 \u5e74 1 \u6708 26 \u65e5\u306b <\/span><a style=\"font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; white-space-collapse: preserve;\" href=\"https:\/\/blogs.mathworks.com\/deep-learning\/2026\/01\/26\/optimization-agent\/?from=jp\"> Artificial Intelligence \u3078 \u6295\u7a3f<\/a><span style=\"color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px; white-space-collapse: preserve;\">\u3055\u308c\u305f\u3082\u306e\u306e\u6284\u8a33\u3067\u3059\u3002<\/span><\/p>\n<h6>&#8212;<\/h6>\n<div class=\"rtcContent\">\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<table style=\"background-color: #e2f0ff;\">\n<tbody>\n<tr>\n<td style=\"width: 120px; padding: 3px; vertical-align: middle;\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-19060\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2025\/12\/tom.jpg\" alt=\"\" width=\"100\" height=\"100\" \/><\/td>\n<td style=\"vertical-align: middle; padding: 3px;\"><strong>Co-author: <a href=\"https:\/\/www.linkedin.com\/in\/tom-couture-4b756996\/\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" class=\"external\">Tom Couture<\/a><\/strong><\/p>\n<div>Tom Couture \u306f\u6700\u9069\u5316\uff08Optimization\uff09\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u306f\u3001<span data-teams=\"true\">\u5f7c\u304c\u79c1\u3068\u4e00\u7dd2\u306b\u884c\u3063\u305f\u3001\u65b0\u3057\u3044 MATLAB MCP Core Server \u3092\u4f7f\u3063\u305f\u6700\u9069\u5316\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<div>\n<p>Tom \u306e\u3088\u3046\u306a\u65b9\u3067\u3042\u308c\u3070\u3001MATLAB \u3067\u6700\u9069\u5316\u554f\u984c\u3092\u8a2d\u5b9a\u3059\u308b\u306e\u306b\u3001\u76ee\u7684\u95a2\u6570\u3084\u5236\u7d04\u3092\u5b9a\u7fa9\u3057\u3001\u30bd\u30eb\u30d0\u30fc\u3092\u9078\u3073\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u5fae\u8abf\u6574\u3059\u308b\u306a\u3069\u3001\u4f55\u6642\u9593\u3082\u8cbb\u3084\u3057\u305f\u7d4c\u9a13\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3067\u306f\u3001<span data-teams=\"true\">\u3053\u308c\u304c\u5b9f\u73fe\u3067\u304d\u305f\u3089\u3069\u3046\u3067\u3057\u3087\u3046\u304b<\/span>\u2014\u2014\u305d\u308c\u3089\u3059\u3079\u3066\u3092\u4ee3\u308f\u308a\u306b\u3084\u3063\u3066\u304f\u308c\u308b AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u4f1a\u8a71\u3057\u3064\u3064\u3001\u6700\u9069\u5316\u81ea\u4f53\u306f\u624b\u5143\u306e MATLAB \u3067\u5b9f\u884c\u3067\u304d\u308b\u3068\u3057\u305f\u3089\uff1f \u307e\u308b\u3067\u300c\u30dd\u30b1\u30c3\u30c8\u306e\u4e2d\u306e\u5c0f\u3055\u306a Tom\u300d\u306e\u3088\u3046\u306b\u3002<\/p>\n<p>\u305d\u3053\u3067\u767b\u5834\u3059\u308b\u306e\u304c\u3001\u5f37\u529b\u306a <strong>Optimization Toolbox\u2122<\/strong> \u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3067\u304d\u308b <strong>MATLAB MCP Core Server<\/strong> \u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5b9f\u969b\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u8ab2\u984c\u3092\u89e3\u3051\u308b\u6700\u9069\u5316\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u30b7\u30f3\u30d7\u30eb\u306a\u5236\u7d04\u4ed8\u304d\u6700\u9069\u5316\u304b\u3089\u3001\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u305f\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u9ad8\u3044 CFD \u30d9\u30fc\u30b9\u306e\u8a2d\u8a08\u6700\u9069\u5316\u307e\u3067\u53d6\u308a\u6271\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<h6><\/h6>\n<h2 style=\"margin: 3px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: bold; text-align: left;\"><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6700\u521d\u306b\u884c\u3046\u3079\u304d\u3053\u3068\uff1a\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u306e\u78ba\u8a8d<\/strong><\/h2>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<div>\u79c1\u304c MATLAB MCP Core Server \u306e\u30c7\u30e2\u3067\u6700\u521d\u306b\u7d39\u4ecb\u3059\u308b\u6a5f\u80fd\u306e\u3072\u3068\u3064\u304c\u3001 <span style=\"font-family: monospace;\">detect_matlab_toolboxes<\/span> \u30c4\u30fc\u30eb\u3067\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6700\u9069\u5316\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u59cb\u3081\u308b\u524d\u306b\u3001\u5fc5\u8981\u306a\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-19149\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2026\/01\/optim-agent-toolboxes.png\" alt=\"\" width=\"600\" height=\"315\" \/><\/p>\n<h6><\/h6>\n<div class=\"rtcContent\">\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<div>\n<p>AI \u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff08Claude Desktop\u00ae\u3001GitHub Copilot\u00ae\u3001\u307e\u305f\u306f\u4efb\u610f\u306e MCP \u5bfe\u5fdc\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\uff09\u3078\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f8b\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\uff1a<\/p>\n<p><span style=\"font-family: monospace;\">&#8220;Check which MATLAB toolboxes I have installed, specifically looking for Optimization Toolbox and Global Optimization Toolbox.&#8221;<\/span><\/p>\n<p><span style=\"font-family: monospace;\">\u65e5\u672c\u8a9e\u8a33\uff1a<\/span>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b MATLAB \u306e\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7279\u306b Optimization Toolbox \u3068 Global Optimization Toolbox \u3092\u63a2\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f <span style=\"font-family: monospace;\">detect_matlab_toolboxes<\/span> \u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3057\u3001\u6b21\u306e\u3088\u3046\u306a\u7d50\u679c\u3092\u8fd4\u3057\u307e\u3059\uff1a<\/p>\n<div style=\"border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 12px; border: 0px none #212121;\"><span style=\"white-space: pre;\">Optimization Toolbox &#8211; Version 25.2 (R2025b) \u2713<\/span><\/div>\n<div style=\"border-radius: 0px; padding: 0px; line-height: 15.6px; min-height: 16px; white-space: pre; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 12px; border: 0px none #212121;\"><span style=\"white-space: pre;\">Global Optimization Toolbox &#8211; Version 25.2 (R2025b) \u2713<\/span><\/div>\n<p>\u3053\u308c\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u4f7f\u7528\u3067\u304d\u308b\u30bd\u30eb\u30d0\u30fc\u306f\u3001\u3042\u306a\u305f\u304c\u4fdd\u6709\u3057\u3066\u3044\u308b\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u5b8c\u5168\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u305f\u3081\u3067\u3059\u3002Optimization Toolbox \u304c\u306a\u3044\uff1f \u305d\u306e\u5834\u5408\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f <span style=\"font-family: monospace;\">fminsearch <\/span>\u306b\u5207\u308a\u66ff\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u3092\u5224\u65ad\u3057\u307e\u3059\u3002Global Optimization Toolbox \u304c\u3042\u308b\uff1f<span data-teams=\"true\">\u7d20\u6674\u3089\u3057\u3044\uff01 \u3053\u308c\u306b\u3088\u308a\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u9ad8\u3044\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u306f surrogateopt \u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"rtcContent\">\n<h2 style=\"margin: 3px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: bold; text-align: left;\"><strong>\u4f8b 1\uff1a\u69cb\u9020\u6881\u306e\u8a2d\u8a08\u6700\u9069\u5316<\/strong><\/h2>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u307e\u305a\u3001\u53e4\u5178\u7684\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u6700\u9069\u5316\u554f\u984c\u3092\u30c7\u30e2\u3057\u307e\u3057\u3087\u3046\u3002\u5fdc\u529b\u3068\u305f\u308f\u307f\u306e\u5236\u7d04\u3092\u6e80\u305f\u3057\u3064\u3064\u3001\u7247\u6301\u3061\u6881\u306e\u91cd\u91cf\u3092\u6700\u5c0f\u5316\u3059\u308b\u8a2d\u8a08\u554f\u984c\u3067\u3059\u3002<\/div>\n<h3 style=\"margin: 3px 10px 5px 4px; padding: 0px; line-height: 20.4px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 17px; font-weight: bold; text-align: left;\"><strong>\u554f\u984c\u8a2d\u5b9a<\/strong><\/h3>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<p>\u77e9\u5f62\u65ad\u9762\u306e\u6881\u306b\u3064\u3044\u3066\u3001\u305d\u306e\u91cd\u91cf\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u4ee5\u4e0b\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u6700\u5927\u5fdc\u529b\u306e\u5236\u7d04\uff08\u964d\u4f0f\u5fdc\u529b\u3092\u8d85\u3048\u3066\u306f\u306a\u3089\u306a\u3044\uff09<\/li>\n<li>\u6700\u5927\u305f\u308f\u307f\u306e\u5236\u7d04\uff08\u8a31\u5bb9\u305f\u308f\u307f\u3092\u8d85\u3048\u3066\u306f\u306a\u3089\u306a\u3044\uff09<\/li>\n<li>\u5e45\u3068\u9ad8\u3055\u306e\u4e0a\u4e0b\u9650<\/li>\n<\/ul>\n<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">Claude Code \u306b\u4e0e\u3048\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\uff1a<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<p><span style=\"font-family: monospace;\"><span style=\"font-family: monospace;\">&#8220;I need to optimize a cantilever beam design. The beam has length L=5m, carries a tip load P=10kN, made of steel with E=200 GPa and yield stress=250 MPa. I want to minimize the cross-sectional area (width \u00d7 height) while keeping tip deflection under 10mm and max stress under the yield stress. Width should be between 50-200mm, height between 100-500mm. Please set this up and solve it using MATLAB.&#8221; <\/span><\/span><\/p>\n<p>\u65e5\u672c\u8a9e\u8a33\uff1a\u7247\u6301\u3061\u6881\u306e\u8a2d\u8a08\u3092\u6700\u9069\u5316\u3057\u305f\u3044\u3067\u3059\u3002\u6881\u306e\u9577\u3055 L = 5 m\u3001\u5148\u7aef\u8377\u91cd P = 10 kN\u3001\u6750\u6599\u306f E = 200 GPa\u3001\u964d\u4f0f\u5fdc\u529b\u306f 250 MPa \u306e\u92fc\u3067\u3059\u3002\u65ad\u9762\u7a4d\uff08\u5e45 \u00d7 \u9ad8\u3055\uff09\u3092\u6700\u5c0f\u5316\u3057\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u5148\u7aef\u305f\u308f\u307f\u3092 10 mm \u4ee5\u4e0b\u3001\u6700\u5927\u5fdc\u529b\u3092\u964d\u4f0f\u5fdc\u529b\u4ee5\u4e0b\u306b\u4fdd\u3064\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5e45\u306f 50\u2013200 mm\u3001\u9ad8\u3055\u306f 100\u2013500 mm \u306e\u7bc4\u56f2\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u308c\u3092 MATLAB \u3092\u4f7f\u3063\u3066\u8a2d\u5b9a\u3057\u3001\u89e3\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<div>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u3066\u5b9f\u884c\u3057\u307e\u3057\u305f\uff1a<\/p>\n<\/div>\n<\/div>\n<div style=\"background-color: #f5f5f5; margin: 10px 15px 10px 0; display: inline-block; min-width: 100%;\">\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0.666667px solid #d9d9d9; border-bottom: 0px none #212121; border-radius: 4px 4px 0px 0px; padding: 6px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"color: #008013; white-space-collapse: preserve;\">% Beam optimization problem<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">L = 5; <span style=\"color: #008013;\">% Length [m]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">P = 10000; <span style=\"color: #008013;\">% Tip load [N]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">E = 200e9; <span style=\"color: #008013;\">% Young&#8217;s modulus [Pa]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">sigma_yield = 250e6; <span style=\"color: #008013;\">% Yield stress [Pa]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">delta_max = 0.010; <span style=\"color: #008013;\">% Max deflection [m]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Objective: minimize cross-sectional area<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">objective = @(x) x(1) * x(2); <span style=\"color: #008013;\">% width * height<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Nonlinear constraints<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">nonlcon = @(x) beamConstraints(x, L, P, E, sigma_yield, delta_max);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Bounds: [width_min, height_min] to [width_max, height_max]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">lb = [0.05, 0.10]; <span style=\"color: #008013;\">% [m]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">ub = [0.20, 0.50]; <span style=\"color: #008013;\">% [m]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Initial guess<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">x0 = [0.10, 0.25];<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Solve<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">options = optimoptions(<span style=\"color: #a709f5;\">&#8216;fmincon&#8217;<\/span>, <span style=\"color: #a709f5;\">&#8216;Display&#8217;<\/span>, <span style=\"color: #a709f5;\">&#8216;iter&#8217;<\/span>, <span style=\"color: #a709f5;\">&#8216;Algorithm&#8217;<\/span>, <span style=\"color: #a709f5;\">&#8216;sqp&#8217;<\/span>);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">[x_opt, fval, exitflag] = fmincon(objective, x0, [], [], [], [], lb, ub, nonlcon, options);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">fprintf(<span style=\"color: #a709f5;\">&#8216;Optimal width: %.1f mm\\n&#8217;<\/span>, x_opt(1)*1000);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">fprintf(<span style=\"color: #a709f5;\">&#8216;Optimal height: %.1f mm\\n&#8217;<\/span>, x_opt(2)*1000);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">fprintf(<span style=\"color: #a709f5;\">&#8216;Optimal area: %.2f cm\u00b2\\n&#8217;<\/span>, fval*1e4);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0.666667px solid #d9d9d9; border-radius: 0px 0px 4px 4px; padding: 0px 45px 4px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u5236\u7d04\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/div>\n<div style=\"background-color: #f5f5f5; margin: 10px 15px 10px 0; display: inline-block; min-width: 100%;\">\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0.666667px solid #d9d9d9; border-bottom: 0px none #212121; border-radius: 4px 4px 0px 0px; padding: 6px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #0e00ff;\">function <\/span>[c, ceq] = beamConstraints(x, L, P, E, sigma_yield, delta_max)<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> b = x(1); <span style=\"color: #008013;\">% width<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> h = x(2); <span style=\"color: #008013;\">% height<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> I = b * h^3 \/ 12; <span style=\"color: #008013;\">% Second moment of area<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> sigma = P * L * (h\/2) \/ I; <span style=\"color: #008013;\">% Max bending stress<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> delta = P * L^3 \/ (3 * E * I); <span style=\"color: #008013;\">% Tip deflection<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> c(1) = sigma &#8211; sigma_yield; <span style=\"color: #008013;\">% Stress constraint<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> c(2) = delta &#8211; delta_max; <span style=\"color: #008013;\">% Deflection constraint<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> ceq = [];<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #0e00ff;\">end<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0.666667px solid #d9d9d9; border-radius: 0px 0px 4px 4px; padding: 0px 45px 4px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<div>\u7d50\u679c\u306f\u3069\u3046\u3060\u3063\u305f\u3067\u3057\u3087\u3046\u304b\uff1f<br \/>\n\u5e45 80.2 mm\u3001\u9ad8\u3055 189.4 mm \u306e\u6700\u9069\u306a\u6881\u304c\u5f97\u3089\u308c\u3001\u3069\u3061\u3089\u306e\u5236\u7d04\u3082\u5883\u754c\u3067\u3061\u3087\u3046\u3069\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u9069\u5207\u306b\u5b9a\u5f0f\u5316\u3055\u308c\u305f\u6700\u9069\u5316\u554f\u984c\u306a\u3089\u307e\u3055\u306b\u671f\u5f85\u3055\u308c\u308b\u6319\u52d5\u3067\u3059\u3002<\/div>\n<\/div>\n<\/div>\n<h6><\/h6>\n<div><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-19160\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2026\/01\/cantilever_beam_optimization2.png\" alt=\"\" width=\"800\" height=\"470\" \/><\/div>\n<div><\/div>\n<h6><\/h6>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<div>\n<p>\u306a\u305c\u3053\u306e\u554f\u984c\u306b\u5bfe\u3057\u3066 <em><a href=\"https:\/\/www.mathworks.com\/help\/optim\/ug\/fmincon.html\">fmincon<\/a> <\/em>\u30bd\u30eb\u30d0\u30fc\u3092\u4f7f\u7528\u3057\u305f\u306e\u304b\u3001\u305d\u306e\u7406\u7531\u306e\u4e00\u90e8\u306f\u3001\u79c1\u3068 Claude \u3068\u306e\u3084\u308a\u53d6\u308a\u3092\u898b\u308b\u3068\u78ba\u8a8d\u3067\u304d\u307e\u3059\uff1a<\/p>\n<\/div>\n<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\"><a href=\"https:\/\/mathworks.github.io\/MATLAB-AI-Blog\/optimization-agent\/claude\/\" target=\"_blank\" rel=\"noopener nofollow\" class=\"external\">https:\/\/mathworks.github.io\/MATLAB-AI-Blog\/optimization-agent\/claude\/<\/a><\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u307e\u305f\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u306f<a href=\"https:\/\/www.mathworks.com\/help\/optim\/problem-based-approach.html\">\u554f\u984c\u30d9\u30fc\u30b9\u30a2\u30d7\u30ed\u30fc\u30c1<\/a>\u306e\u305f\u3081\u306e\u300c\u30b9\u30ad\u30eb\u300d\u3082\u516c\u958b\u3057\u3066\u3044\u307e\u3059\uff1a<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\"><a href=\"https:\/\/github.com\/mathworks\/MATLAB-AI-Blog\/blob\/main\/optimization-agent\/.claude\/skills\/problem-based-optim\/SKILL.md\" target=\"_blank\" rel=\"noopener nofollow\" class=\"external\">https:\/\/github.com\/mathworks\/MATLAB-AI-Blog\/blob\/main\/optimization-agent\/.claude\/skills\/problem-based-optim\/SKILL.md<\/a><\/div>\n<div class=\"rtcContent\">\n<h6><\/h6>\n<h2 style=\"margin: 3px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: bold; text-align: left;\"><strong>\u4f8b 2\uff1a\u5fdc\u7b54\u66f2\u9762\u3092\u7528\u3044\u305f CFD \u30d9\u30fc\u30b9\u306e\u6700\u9069\u5316<\/strong><\/h2>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u3067\u306f\u3001\u3053\u3053\u304b\u3089\u304c\u9762\u767d\u3044\u3068\u3053\u308d\u3067\u3059\u3002MATLAB \u3067\u306e\u6700\u9069\u5316\u306e\u4e2d\u3067\u3082\u7279\u306b\u6c17\u306b\u5165\u3063\u3066\u3044\u308b\u5fdc\u7528\u4f8b\u306e\u3072\u3068\u3064\u306f\u3001CFD \u306e\u3088\u3046\u306b\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u9ad8\u3044\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u3057\u3066\u3001\u6700\u9069\u306a\u8a2d\u8a08\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6c42\u3081\u308b\u5834\u5408\u3067\u3059\u3002<\/div>\n<h6><\/h6>\n<h3 style=\"margin: 3px 10px 5px 4px; padding: 0px; line-height: 20.4px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 17px; font-weight: bold; text-align: left;\"><strong>\u84cb\u99c6\u52d5\u30ad\u30e3\u30d3\u30c6\u30a3\u6d41\u308c\u554f\u984c<\/strong><\/h3>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<div>\n<p>\u84cb\u99c6\u52d5\u30ad\u30e3\u30d3\u30c6\u30a3\u6d41\u308c\u306f CFD \u306b\u304a\u3051\u308b\u300cHello World\u300d\u3068\u3082\u8a00\u3048\u308b\u554f\u984c\u3067\u3059\u3002\u4e0a\u90e8\u306e\u58c1\uff08\u201c\u84cb\u30fblid\u201d\uff09\u304c\u4e00\u5b9a\u901f\u5ea6\u3067\u52d5\u304f\u6b63\u65b9\u5f62\u30ad\u30e3\u30d3\u30c6\u30a3\u3067\u3001\u30ca\u30d3\u30a8\u2013\u30b9\u30c8\u30fc\u30af\u30b9\u65b9\u7a0b\u5f0f\u3092\u89e3\u3044\u3066\u6d41\u308c\u5834\u3092\u6c42\u3081\u307e\u3059\u3002\u3053\u306e\u30c7\u30e2\u3067\u306f\u3001\u65e5\u672c\u306e\u540c\u50da\u3067\u3042\u308b Michio \u304c MATLAB \u306e\u307f\u3067\u5b9f\u88c5\u3057\u305f\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306f GitHub \u306b\u3042\u308a\u307e\u3059\uff1a<a href=\"https:\/\/github.com\/mathworks\/2D-Lid-Driven-Cavity-Flow-Incompressible-Navier-Stokes-Solver\" target=\"_blank\" rel=\"noopener nofollow\" class=\"external\">2D Lid-Driven Cavity Flow Solver<\/a><\/p>\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u4e0e\u3048\u305f\u8cea\u554f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\uff1a<br \/>\n<span style=\"font-family: monospace;\">&#8220;I have a CFD solver in the folder 2D-Lid-Driven-Cavity-Flow-Incompressible-Navier-Stokes-Solver. I want to optimize the lid velocity and Reynolds number to minimize the maximum vorticity in the secondary corner vortex of a lid-driven cavity flow. Reynolds number should be between 100 and 1000, and lid velocity between 0.5 and 2.0 m\/s.&#8221; <\/span><\/p>\n<p>\u65e5\u672c\u8a9e\u8a33\uff1a\u30d5\u30a9\u30eb\u30c0 <em>2D-Lid-Driven-Cavity-Flow-Incompressible-Navier-Stokes-Solver<\/em> \u306b CFD \u30bd\u30eb\u30d0\u30fc\u304c\u3042\u308a\u307e\u3059\u3002\u84cb\u99c6\u52d5\u30ad\u30e3\u30d3\u30c6\u30a3\u6d41\u308c\u306e\u4e8c\u6b21\u30b3\u30fc\u30ca\u30fc\u6e26\u306b\u304a\u3051\u308b\u6700\u5927\u6e26\u5ea6\u3092\u6700\u5c0f\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u84cb\u901f\u5ea6\u3068\u30ec\u30a4\u30ce\u30eb\u30ba\u6570\u3092\u6700\u9069\u5316\u3057\u305f\u3044\u3067\u3059\u3002\u30ec\u30a4\u30ce\u30eb\u30ba\u6570\u306f 100\u301c1000\u3001\u84cb\u901f\u5ea6\u306f 0.5\u301c2.0 m\/s \u306e\u7bc4\u56f2\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<h6><\/h6>\n<h3 style=\"margin: 3px 10px 5px 4px; padding: 0px; line-height: 20.4px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 17px; font-weight: bold; text-align: left;\"><strong>\u306a\u305c\u30b5\u30ed\u30b2\u30fc\u30c8\u6700\u9069\u5316\u306a\u306e\u304b\uff1f<\/strong><\/h3>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\"><span data-teams=\"true\">CFD \u306e\u76ee\u7684\u95a2\u6570\u306b\u5bfe\u3057\u3066 fmincon \u3092\u5b9f\u884c\u3057\u305f\u3053\u3068\u304c\u3042\u308b\u65b9\u306a\u3089\u3001\u305d\u306e\u975e\u52b9\u7387\u3055\u3092\u3054\u5b58\u3058\u3067\u3057\u3087\u3046\u3002<\/span>\u95a2\u6570\u8a55\u4fa1 1 \u56de\u306b 30 \u79d2\u304b\u304b\u308a\u3001\u52fe\u914d\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u3067\u306f\u6570\u767e\u56de\u306e\u8a55\u4fa1\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002Global Optimization Toolbox \u306e <strong>surrogateopt<\/strong> \u306f\u3001\u307e\u3055\u306b\u3053\u306e\u3088\u3046\u306a\u72b6\u6cc1\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/div>\n<table style=\"margin: 3px; border: 0.666667px solid #bfbfbf; border-collapse: collapse;\">\n<tbody>\n<tr style=\"background-color: rgba(0, 0, 0, 0);\">\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">What&#8217;s New<\/div>\n<\/td>\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">Why It Matters<\/div>\n<\/td>\n<\/tr>\n<tr style=\"background-color: rgba(0, 0, 0, 0);\">\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u9ad8\u4fa1\u306a\u95a2\u6570\u306e\u30b5\u30ed\u30b2\u30fc\u30c8\uff08\u5fdc\u7b54\u66f2\u9762\uff09\u3092\u69cb\u7bc9\u3059\u308b<\/div>\n<\/td>\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u5b9f\u969b\u306e CFD \u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u56de\u6570\u3092\u6e1b\u3089\u305b\u308b<\/div>\n<\/td>\n<\/tr>\n<tr style=\"background-color: rgba(0, 0, 0, 0);\">\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u653e\u5c04\u57fa\u5e95\u95a2\u6570\uff08RBF\uff09\u88dc\u9593\u3092\u4f7f\u7528<\/div>\n<\/td>\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u8907\u96d1\u306a\u5fdc\u7b54\u9762\u3067\u3082\u6b63\u78ba\u306b\u8fd1\u4f3c\u3067\u304d\u308b<\/div>\n<\/td>\n<\/tr>\n<tr style=\"background-color: rgba(0, 0, 0, 0);\">\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u30b0\u30ed\u30fc\u30d0\u30eb\u63a2\u7d22\u304c\u53ef\u80fd<\/div>\n<\/td>\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u5c40\u6240\u89e3\u306b\u30cf\u30de\u3089\u306a\u3044<\/div>\n<\/td>\n<\/tr>\n<tr style=\"background-color: rgba(0, 0, 0, 0);\">\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u4e26\u5217\u8a55\u4fa1\u3092\u30b5\u30dd\u30fc\u30c8<\/div>\n<\/td>\n<td style=\"border: 0.666667px solid #bfbfbf; vertical-align: top;\">\n<div style=\"margin: 2px 10px 2px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: break-spaces; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">CPU \u30b3\u30a2\u3092\u6700\u5927\u6d3b\u7528\u3067\u304d\u308b<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<div><\/div>\n<div>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\uff1a<\/div>\n<\/div>\n<div style=\"background-color: #f5f5f5; margin: 10px 15px 10px 0; display: inline-block; min-width: 100%;\">\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0.666667px solid #d9d9d9; border-bottom: 0px none #212121; border-radius: 4px 4px 0px 0px; padding: 6px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Define bounds<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">lb = [100, 0.5]; <span style=\"color: #008013;\">% [Re_min, V_min]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">ub = [1000, 2.0]; <span style=\"color: #008013;\">% [Re_max, V_max]<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Set up surrogate optimization<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">options = optimoptions(<span style=\"color: #a709f5;\">&#8216;surrogateopt&#8217;<\/span>, <span style=\"color: #0e00ff;\">&#8230;<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #a709f5;\">&#8216;Display&#8217;<\/span>, <span style=\"color: #a709f5;\">&#8216;iter&#8217;<\/span>, <span style=\"color: #0e00ff;\">&#8230;<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #a709f5;\">&#8216;PlotFcn&#8217;<\/span>, <span style=\"color: #a709f5;\">&#8216;surrogateoptplot&#8217;<\/span>, <span style=\"color: #0e00ff;\">&#8230;<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #a709f5;\">&#8216;MaxFunctionEvaluations&#8217;<\/span>, 50, <span style=\"color: #0e00ff;\">&#8230;<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #a709f5;\">&#8216;MinSurrogatePoints&#8217;<\/span>, 20);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Run optimization<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">[x_opt, fval, exitflag, output] = surrogateopt(@cavityObjective, lb, ub, options);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">fprintf(<span style=\"color: #a709f5;\">&#8216;Optimal Reynolds number: %.0f\\n&#8217;<\/span>, x_opt(1));<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">fprintf(<span style=\"color: #a709f5;\">&#8216;Optimal lid velocity: %.2f m\/s\\n&#8217;<\/span>, x_opt(2));<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\">fprintf(<span style=\"color: #a709f5;\">&#8216;Minimum corner vorticity: %.4f\\n&#8217;<\/span>, fval);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0.666667px solid #d9d9d9; border-radius: 0px 0px 4px 4px; padding: 0px 45px 4px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\u76ee\u7684\u95a2\u6570\u306f\u4ee5\u4e0b\u306e\u901a\u308a<\/div>\n<div style=\"background-color: #f5f5f5; margin: 10px 15px 10px 0; display: inline-block; min-width: 100%;\">\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0.666667px solid #d9d9d9; border-bottom: 0px none #212121; border-radius: 4px 4px 0px 0px; padding: 6px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #0e00ff;\">function <\/span>obj = cavityObjective(x)<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> Re = x(1);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> V_lid = x(2);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Run CFD simulation (using 2D-Lid-Driven-Cavity solver)<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> [u, v] = runCavitySimulation(Re, V_lid);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Calculate vorticity in corner region<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> [vorticity] = calculateVorticity(u, v);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #008013;\">% Extract max vorticity in secondary vortex region<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> cornerRegion = vorticity(1:20, 1:20);<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"> obj = max(abs(cornerRegion(:)));<\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0px none #212121; border-radius: 0px; padding: 0px 45px 0px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><span style=\"white-space: pre;\"><span style=\"color: #0e00ff;\">end<\/span><\/span><\/div>\n<\/div>\n<div class=\"inlineWrapper\">\n<div style=\"border-left: 0.666667px solid #d9d9d9; border-right: 0.666667px solid #d9d9d9; border-top: 0px none #212121; border-bottom: 0.666667px solid #d9d9d9; border-radius: 0px 0px 4px 4px; padding: 0px 45px 4px 13px; line-height: 18.004px; min-height: 0px; white-space: nowrap; color: #212121; font-family: Menlo, Monaco, Consolas, 'Courier New', monospace, Menlo, Monaco, Consolas, 'Courier New', monospace; font-size: 14px;\"><\/div>\n<\/div>\n<\/div>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<div><strong>surrogateopt \u306e\u3059\u3070\u3089\u3057\u3055\u306f\u3001\u63a2\u7d22\u3092\u9032\u3081\u306a\u304c\u3089\u5fdc\u7b54\u66f2\u9762\u3092\u69cb\u7bc9\u3057\u3066\u3044\u304f\u70b9\u306b\u3042\u308a\u307e\u3059\u3002<\/strong>\u308f\u305a\u304b 20 \u56de\u306e\u95a2\u6570\u8a55\u4fa1\uff08\u7d04 5 \u5206\uff09\u3067\u6700\u9069\u306a\u64cd\u4f5c\u70b9\u3092\u898b\u3064\u3051\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u30b5\u30fc\u30c1\u306a\u3089\u6570\u6642\u9593\u304b\u304b\u3063\u305f\u3067\u3042\u308d\u3046\u51e6\u7406\u3067\u3059\u3002<\/div>\n<\/div>\n<\/div>\n<h6><\/h6>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-19162\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2026\/01\/Surrogate-Optimization-Result.png\" alt=\"\" width=\"800\" height=\"298\" \/><\/p>\n<div class=\"rtcContent\">\n<h6><\/h6>\n<h2 style=\"margin: 3px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: bold; text-align: left;\"><strong>\u6b21\u306f\uff1f<\/strong><\/h2>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\">\n<p>MATLAB MCP Core Server \u3068 Optimization Toolbox \u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u6700\u9069\u5316\u306e\u65b0\u3057\u3044\u5f62\u3092\u5207\u308a\u958b\u304d\u307e\u3059\u3002<\/p>\n<p>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30b3\u30fc\u30c9\u30a8\u30c7\u30a3\u30bf\u3001\u30b3\u30de\u30f3\u30c9\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u884c\u304d\u6765\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI \u3068\u4f1a\u8a71\u3057\u306a\u304c\u3089\u6b21\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n<div>\n<ul>\n<li>\u5229\u7528\u53ef\u80fd\u306a\u30bd\u30eb\u30d0\u30fc\u3092\u77e5\u308b\u305f\u3081\u306b\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b<\/li>\n<li>\u81ea\u7136\u8a00\u8a9e\u3067\u8a18\u8ff0\u3057\u305f\u5185\u5bb9\u304b\u3089\u554f\u984c\u3092\u5b9a\u5f0f\u5316\u3059\u308b<\/li>\n<li>\u30ed\u30fc\u30ab\u30eb\u306e MATLAB \u3067\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u5b9f\u884c\u3059\u308b<\/li>\n<li>\u30a8\u30e9\u30fc\u304c\u51fa\u3066\u3082\u30b3\u30d4\u30fc\uff06\u30da\u30fc\u30b9\u30c8\u306a\u3057\u3067\u81ea\u52d5\u7684\u306b\u53cd\u5fa9\u3057\u3066\u6539\u5584\u3059\u308b<\/li>\n<\/ul>\n<p>\u81ea\u5206\u3067\u3082\u8a66\u3057\u3066\u307f\u305f\u3044\u5834\u5408\u306f\u3001<a href=\"https:\/\/github.com\/matlab\/matlab-mcp-core-server\" class=\"external\" rel=\"nofollow\" target=\"_blank\">MATLAB MCP Core Server \u306e\u30ea\u30dd\u30b8\u30c8\u30ea<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u624b\u9806\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u30b5\u30fc\u30d0\u30fc\u306f 5 \u3064\u306e\u30b3\u30a2\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u304c\u3001Optimization Toolbox \u306b\u542b\u307e\u308c\u308b 100 \u4ee5\u4e0a\u306e\u95a2\u6570\u3068\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001\u53ef\u80fd\u6027\u306f\u7121\u9650\u5927\u3067\u3059\u3002<\/p>\n<p>\u6700\u9069\u5316\u3092\u697d\u3057\u3093\u3067\u304f\u3060\u3055\u3044\uff01<\/p>\n<\/div>\n<\/div>\n<h6><\/h6>\n<h2 style=\"margin: 3px 10px 5px 4px; padding: 0px; line-height: 25px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: bold; text-align: left;\">See Also<\/h2>\n<ul style=\"margin: 10px 0px 20px; padding-left: 0px; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-size: 14px;\">\n<li style=\"margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap;\"><a href=\"https:\/\/blogs.mathworks.com\/deep-learning\/2025\/11\/03\/releasing-the-matlab-mcp-core-server-on-github\/\">Releasing the MATLAB MCP Core Server on GitHub<\/a><\/li>\n<li style=\"margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap;\"><a href=\"https:\/\/www.mathworks.com\/help\/gads\/surrogate-optimization.html\">Surrogate Optimization Documentation<\/a><\/li>\n<li style=\"margin-left: 56px; line-height: 21px; min-height: 0px; text-align: left; white-space: pre-wrap;\"><a href=\"https:\/\/github.com\/mathworks\/2D-Lid-Driven-Cavity-Flow-Incompressible-Navier-Stokes-Solver\" target=\"_blank\" rel=\"noopener nofollow\" class=\"external\">2D Lid-Driven Cavity Flow Solver<\/a><\/li>\n<\/ul>\n<div style=\"margin: 2px 10px 9px 4px; padding: 0px; line-height: 21px; min-height: 0px; white-space: pre-wrap; color: #212121; font-family: Helvetica, Arial, sans-serif, Helvetica, Arial, sans-serif; font-style: normal; font-size: 14px; font-weight: 400; text-align: left;\"><span style=\"font-style: italic;\">Special thanks to Michio Inoue for the cavity flow solver.<\/span><\/div>\n<\/div>\n<p><script type=\"text\/javascript\">var css = ''; var head = document.head || document.getElementsByTagName('head')[0], style = document.createElement('style'); head.appendChild(style); style.type = 'text\/css'; if (style.styleSheet){ style.styleSheet.cssText = css; } else { style.appendChild(document.createTextNode(css)); }<\/script><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<div class=\"overview-image\"><img src=\"https:\/\/blogs.mathworks.com\/japan-community\/files\/2026\/01\/cantilever_beam_optimization2.png\" class=\"img-responsive attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"\" decoding=\"async\" loading=\"lazy\" \/><\/div>\n<p>\n\u203b\u3053\u306e\u6295\u7a3f\u306f 2026 \u5e74 1 \u6708 26 \u65e5\u306b  Artificial Intelligence \u3078 \u6295\u7a3f\u3055\u308c\u305f\u3082\u306e\u306e\u6284\u8a33\u3067\u3059\u3002<br \/>\n&#8212;<\/p>\n<p>Co-author: Tom Couture<br \/>\nTom Couture \u306f\u6700\u9069\u5316\uff08Optimization\uff09\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u306f\u3001\u5f7c\u304c\u79c1\u3068\u4e00\u7dd2\u306b\u884c\u3063\u305f\u3001\u65b0\u3057\u3044 MATLAB MCP Core Server&#8230; <a class=\"read-more\" href=\"https:\/\/blogs.mathworks.com\/japan-community\/2026\/02\/03\/building-an-optimization-agent-with-matlab-mcp-core-server-jp\/\">read more >><\/a><\/p>\n","protected":false},"author":159,"featured_media":14466,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[182,61,193],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/posts\/14456"}],"collection":[{"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/users\/159"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/comments?post=14456"}],"version-history":[{"count":10,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/posts\/14456\/revisions"}],"predecessor-version":[{"id":14470,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/posts\/14456\/revisions\/14470"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/media\/14466"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/media?parent=14456"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/categories?post=14456"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/japan-community\/wp-json\/wp\/v2\/tags?post=14456"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}