{"id":1499,"date":"2026-09-16T15:16:21","date_gmt":"2026-09-16T07:16:21","guid":{"rendered":"https:\/\/tt3dprint.com\/?p=1499"},"modified":"2026-09-16T15:16:32","modified_gmt":"2026-09-16T07:16:32","slug":"ai-3d-printing-defect-detection-real-time-zh","status":"publish","type":"post","link":"https:\/\/tt3dprint.com\/zh-hans\/ai-3d-printing-defect-detection-real-time-zh\/","title":{"rendered":"AI\u5982\u4f55\u5b9e\u65f6\u6355\u63493D\u6253\u5370\u7f3a\u9677"},"content":{"rendered":"<p>\u5173\u4e8eFDM 3D\u6253\u5370\uff0c\u6700\u4ee4\u4eba\u6cae\u4e27\u7684\u4e8b\u5b9e\u4e4b\u4e00\u662f\uff1a\u901a\u5e38\u53ea\u6709\u6253\u5370\u7ed3\u675f\u540e\u4f60\u624d\u77e5\u9053\u5b83\u5931\u8d25\u4e86\u3002\u7b49\u4f60\u4ece\u70ed\u5e8a\u4e0a\u626f\u4e0b\u4e00\u56e2\u4e71\u7cdf\u7cdf\u7684&#8221;\u9762\u6761&#8221;\u65f6\uff0c\u6570\u5c0f\u65f6\u7684\u673a\u5668\u65f6\u95f4\u548c\u6570\u7c73\u8017\u6750\u5df2\u7ecf\u6253\u4e86\u56de\u5934\u3002\u591a\u5e74\u6765\uff0c\u884c\u4e1a\u4e00\u76f4\u5728\u8c08\u8bba\u7ed9\u6253\u5370\u673a\u88c5\u4e0a&#8221;\u773c\u775b&#8221;\u30022026\u5e74\uff0c\u8fd9\u4e2a\u627f\u8bfa\u7ec8\u4e8e\u6210\u4e3a\u73b0\u5b9e\uff1a\u7814\u7a76\u4eba\u5458\u5c55\u793a\u4e86\u4e00\u5957\u53cc\u6444\u50cf\u5934\u3001AI\u9a71\u52a8\u7684\u7f3a\u9677\u68c0\u6d4b\u7cfb\u7edf\uff0c\u5b83\u8fd0\u884c\u5728\u5ec9\u4ef7\u786c\u4ef6\u4e0a\uff0c\u8fb9\u6253\u5370\u8fb9\u68c0\u67e5\u6bcf\u4e00\u5c42\u2014\u2014\u800c\u540c\u7c7b\u6280\u672f\u5df2\u7ecf\u5185\u7f6e\u5728\u6d88\u8d39\u7ea7\u6253\u5370\u673a\u4e2d\u51fa\u8d27\u4e86\u3002<\/p>\n<h2>\u7814\u7a76\u8be6\u60c5\uff1a\u57fa\u4e8e\u4f18\u5316YOLO\u6a21\u578b\u7684\u5b9e\u65f6\u7f3a\u9677\u76d1\u6d4b<\/h2>\n<p>\u636eHackster.io\u672c\u5468\u62a5\u9053\uff0c\u53d1\u8868\u5728\u300aProgress in Additive Manufacturing\u300b\uff08<a href=\"https:\/\/link.springer.com\/article\/10.1007\/s40964-025-01401-0\" target=\"_blank\" rel=\"noopener\">Springer<\/a>\uff09\u4e0a\u7684\u4e00\u9879\u7814\u7a76\uff0c\u5c55\u793a\u4e86\u636e\u4f5c\u8005\u6240\u79f0\u9996\u4e2a\u5728\u4f4e\u6210\u672c\u5d4c\u5165\u5f0f\u5e73\u53f0\u4e0a\u8fd0\u884c\u3001\u53ef\u5728\u6253\u5370\u8fdb\u884c\u4e2d\u5b9e\u65f6\u68c0\u6d4b\u7684\u53cc\u6444\u50cf\u5934\u7f3a\u9677\u68c0\u6d4b\u7cfb\u7edf\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u4e2a\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\uff0c\u8986\u76d6\u56db\u79cd\u6700\u5e38\u89c1\u3001\u6210\u672c\u6700\u9ad8\u7684\u6324\u51fa\u7f3a\u9677\uff1a<\/p>\n<ul>\n<li><strong>\u62c9\u4e1d\uff08Stringing\uff09<\/strong>\u2014\u2014\u6a21\u578b\u5404\u90e8\u5206\u4e4b\u95f4\u88ab\u62d6\u51fa\u7684\u7ec6\u4e1d<\/li>\n<li><strong>\u9762\u6761\uff08Spaghetti\uff09<\/strong>\u2014\u2014\u5c42\u95f4\u584c\u9677\u5806\u6210\u4e00\u56e2\u4e71\u9ebb<\/li>\n<li><strong>\u6b20\u6324\u51fa\uff08Under-extrusion\uff09<\/strong>\u2014\u2014\u51fa\u6599\u4e0d\u8db3\uff0c\u7559\u4e0b\u7a7a\u9699\u548c\u8106\u5f31\u7684\u58c1\u9762<\/li>\n<li><strong>\u8fc7\u6324\u51fa\uff08Over-extrusion\uff09<\/strong>\u2014\u2014\u51fa\u6599\u8fc7\u591a\uff0c\u5c3a\u5bf8\u7cbe\u5ea6\u53d7\u635f<\/li>\n<\/ul>\n<p>\u4ed6\u4eec\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\uff0c\u5728\u8be5\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\u4e86\u8f7b\u91cf\u7ea7YOLOv11n\u548cYOLOv12n\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\uff0c\u7136\u540e\u5c06\u5176\u90e8\u7f72\u5728\u5ec9\u4ef7\u5d4c\u5165\u5f0f\u786c\u4ef6\u4e0a\uff0c\u5e76\u642d\u914d\u4e24\u53f0\u4ece\u4e0d\u540c\u89d2\u5ea6\u89c2\u5bdf\u6253\u5370\u7684\u6444\u50cf\u5934\u3002\u6700\u7ec8\u5f97\u5230\u7684\u7cfb\u7edf\u80fd\u5728\u55b7\u5934\u8fd8\u5728\u79fb\u52a8\u65f6\u5c31\u6807\u8bb0\u51fa\u7f3a\u9677\u2014\u2014\u800c\u4e0d\u662f\u51e0\u5c0f\u65f6\u4e4b\u540e\u3002<\/p>\n<figure class=\"wp-block-image size-full\">\n  <img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"1080\" src=\"https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-hero-zh-b86e18c2-1.webp\" alt=\"\u62d3\u7af93D\u6253\u5370\u673aAI\u6253\u5370\u76d1\u63a7\u8bbe\u7f6e\u754c\u9762\uff0c\u5df2\u5f00\u542f\u9762\u6761\u68c0\u6d4b\" class=\"wp-image-1489\" srcset=\"https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-hero-zh-b86e18c2-1.webp 1440w, https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-hero-zh-b86e18c2-1-300x225.webp 300w, https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-hero-zh-b86e18c2-1-1024x768.webp 1024w, https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-hero-zh-b86e18c2-1-768x576.webp 768w, https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-hero-zh-b86e18c2-1-600x450.webp 600w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><figcaption class=\"wp-element-caption\">\u62d3\u7af9\u6253\u5370\u673a\u4e0a\u7684AI\u6253\u5370\u76d1\u63a7\u9009\u9879\uff1a\u9762\u6761\u68c0\u6d4b\u3001\u5e9f\u6599\u5806\u79ef\u68c0\u6d4b\u3001\u55b7\u5634\u7ed3\u5757\u68c0\u6d4b\u4e0e\u7a7a\u6253\u68c0\u6d4b\u3002\u56fe\u7247\u6765\u6e90\uff1aBambu Lab Wiki<\/figcaption><\/figure>\n<h2>\u4e3a\u4ec0\u4e48\u9700\u8981\u4e24\u53f0\u6444\u50cf\u5934<\/h2>\n<p>\u7528\u8fc7\u56fa\u5b9a\u5f0f\u6253\u5370\u5e8a\u6444\u50cf\u5934\u7684\u4eba\u90fd\u77e5\u9053\u76f2\u533a\u7684\u5b58\u5728\u3002\u56fa\u5b9a\u5728\u673a\u5668\u524d\u65b9\u7684\u6444\u50cf\u5934\u53ef\u80fd\u770b\u4e0d\u5230\u9ad8\u5927\u96f6\u4ef6\u80cc\u9762\u7684\u7f3a\u9677\uff0c\u800c\u55b7\u5934\u4e0a\u7684\u6444\u50cf\u5934\u53ea\u80fd\u770b\u5230\u6b63\u4e0b\u65b9\u7ecf\u8fc7\u7684\u533a\u57df\u3002\u7814\u7a76\u4e2d\u7684\u53cc\u6444\u50cf\u5934\u65b9\u6848\u4ece\u51e0\u4f55\u4e0a\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\uff1a\u4e24\u4e2a\u89c6\u89d2\u610f\u5473\u7740\u66f4\u5c11\u7684\u906e\u6321\uff0c\u4ee5\u53ca\u66f4\u9ad8\u7684\u51e0\u7387\u5728\u7f3a\u9677\u53d1\u751f\u7684\u90a3\u4e00\u5c42\u5c31\u6293\u4f4f\u5b83\u3002<\/p>\n<p>\u8fd9\u548c\u4eba\u5de5\u68c0\u6d4b\u8d77\u4f5c\u7528\u7684\u903b\u8f91\u662f\u4e00\u6837\u7684\u2014\u2014\u800c\u8fd9\u4e5f\u6b63\u662f\u4eba\u5de5\u68c0\u6d4b\u65e0\u6cd5\u89c4\u6a21\u5316\u7684\u539f\u56e0\u3002\u5f53\u4f60\u8fd0\u8425\u51e0\u5341\u4e0a\u767e\u53f0\u673a\u5668\u65f6\uff0c\u6ca1\u6709\u4eba\u80fd\u76ef\u7740\u6bcf\u4e00\u53f0\u6253\u5370\u3002\u4e00\u575750\u7f8e\u5143\u7684\u5d4c\u5165\u5f0f\u677f\u5361\u3001\u4e24\u53f0\u6444\u50cf\u5934\u548c\u4e00\u4e2a\u91cf\u5316\u540e\u7684\u7eb3\u7c73\u7ea7\u68c0\u6d4b\u6a21\u578b\u5c31\u53ef\u4ee5\u3002<\/p>\n<h2>\u5b83\u5df2\u7ecf\u5728\u4f60\u7684\u6253\u5370\u673a\u91cc\u4e86<\/h2>\n<p>\u5728\u5b66\u672f\u7814\u7a76\u4e0d\u65ad\u7a81\u7834\u7cbe\u5ea6\u548c\u6210\u672c\u8fb9\u754c\u7684\u540c\u65f6\uff0c\u6d88\u8d39\u7ea7\u786c\u4ef6\u5df2\u7ecf\u6084\u6084\u91c7\u7528\u4e86\u540c\u6837\u7684\u601d\u8def\u3002\u62d3\u7af9\uff08Bambu Lab\uff09\u76ee\u524d\u7684\u673a\u578b\u51fa\u5382\u5373\u5185\u7f6e&#8221;AI\u6253\u5370\u76d1\u63a7&#8221;\u5957\u4ef6\uff0c\u5305\u62ec\u9762\u6761\u68c0\u6d4b\u3001\u5e9f\u6599\u69fd\u5806\u79ef\u68c0\u6d4b\u3001\u55b7\u5634\u7ed3\u5757\u68c0\u6d4b\u548c\u7a7a\u6253\u68c0\u6d4b\uff0c\u5e76\u652f\u6301\u53ef\u8c03\u8282\u7684\u6682\u505c\u7075\u654f\u5ea6\u3002<\/p>\n<figure class=\"wp-block-image size-full\">\n  <img loading=\"lazy\" decoding=\"async\" width=\"611\" height=\"623\" src=\"https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-detect-de7f99e6-1.webp\" alt=\"AI\u68c0\u6d4b\u622a\u56fe\uff0c\u57283D\u6253\u5370\u8fc7\u7a0b\u4e2d\u6807\u8bb0\u51fa\u9762\u6761\u72b6\u7f3a\u9677\" class=\"wp-image-1488\" srcset=\"https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-detect-de7f99e6-1.webp 611w, https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-detect-de7f99e6-1-294x300.webp 294w, https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-detect-de7f99e6-1-600x612.webp 600w\" sizes=\"auto, (max-width: 611px) 100vw, 611px\" \/><figcaption class=\"wp-element-caption\">\u89c6\u89c9\u6a21\u578b\u5728\u9762\u6761\u72b6\u6545\u969c\u53d1\u751f\u65f6\u5373\u6807\u8bb0\u2014\u2014&#8221;1-spaghetti&#8221;\u6807\u7b7e\u5c31\u662f\u68c0\u6d4b\u8f93\u51fa\u3002\u56fe\u7247\u6765\u6e90\uff1aBambu Lab Wiki<\/figcaption><\/figure>\n<p>\u8fd9\u4e9b\u7cfb\u7edf\u5f88\u597d\uff0c\u4f46\u5e76\u975e\u4e07\u65e0\u4e00\u5931\u3002\u62d3\u7af9\u81ea\u5df1\u7684\u6587\u6863\u5c31\u6807\u6ce8\u4e86\u70ed\u5e8a\u4e0a\u7684\u975e\u68c0\u6d4b\u533a\u548c\u6700\u5927\u68c0\u6d4b\u76f2\u533a\uff0c\u95ee\u9898\u53ef\u80fd\u4ece\u8fd9\u4e9b\u533a\u57df\u6e9c\u8d70\u3002\u800c\u8fd9\u6b63\u662f\u53cc\u6444\u50cf\u5934YOLO\u8fd9\u7c7b\u7814\u7a76\u6307\u5411\u7684\u4e0b\u4e00\u6b65\uff1a\u591a\u89d2\u5ea6\u8986\u76d6\u3001\u66f4\u597d\u7684\u6a21\u578b\uff0c\u4ee5\u53ca\u50cfObico\u548cKlipper\u5931\u8d25\u68c0\u6d4b\u63d2\u4ef6\u8fd9\u6837\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u628a\u540c\u6837\u7684\u80fd\u529b\u5e26\u7ed9\u4efb\u4f55\u6253\u5370\u673a\u3002<\/p>\n<h2>\u8d85\u8d8aFDM\uff1a\u770b\u7740\u96f6\u4ef6&#8221;\u51fa\u751f&#8221;<\/h2>\n<p>\u8fd9\u4e00\u8d8b\u52bf\u5e76\u4e0d\u4ec5\u9650\u4e8e\u7ebf\u6750\u6253\u5370\u673a\u3002\u636eInteresting Engineering\u62a5\u9053\uff0c\u52b3\u4f26\u65af\u5229\u5f17\u83ab\u5c14\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\uff08LLNL\uff09\u7684\u7814\u7a76\u4eba\u5458\u4e3a\u76f4\u5199\u58a8\u6c34\u6253\u5370\uff08Direct Ink Writing\uff09\u6784\u5efa\u4e86\u4e00\u5957\u57fa\u4e8e\u6444\u50cf\u5934\u7684\u68c0\u6d4b\u7cfb\u7edf\uff0c\u5c06\u6253\u5370\u673a\u4e0a\u7684\u6444\u50cf\u5934\u4e0e\u673a\u5668\u5b66\u4e60\u56fe\u50cf\u5206\u5272\u7ed3\u5408\u3002\u8be5\u7cfb\u7edf\u628a\u6253\u5370\u8fc7\u7a0b\u4e2d\u62cd\u6444\u7684\u6570\u5343\u5f20\u56fe\u50cf\u8f6c\u5316\u4e3a\u5bf9\u6c89\u79ef\u6750\u6599\u7684\u8be6\u7ec6\u6d4b\u91cf\u548c\u7a7a\u95f4\u5730\u56fe\u2014\u2014\u636e\u5b9e\u9a8c\u5ba4\u79f0\uff0c\u5176\u53d1\u73b0\u7f3a\u9677\u7684\u901f\u5ea6\u6bd4\u4eba\u5de5\u68c0\u6d4b\u5feb10\u4e07\u500d\u3002\u9879\u76ee\u6280\u672f\u8d1f\u8d23\u4ebaBrian Weston\u8fd9\u6837\u63cf\u8ff0\u6210\u679c\uff1a\u4e00\u4e2a\u914d\u4e0a\u4e00\u53cc\u773c\u775b\u7684\u5927\u8111\uff0c\u770b\u7740\u96f6\u4ef6\u9010\u5c42\u6210\u5f62\u3002<\/p>\n<p>\u5bf9\u4e8e\u96f6\u4ef6\u5185\u90e8\u7684\u9690\u85cf\u7a7a\u9699\u610f\u5473\u7740\u7ec4\u4ef6\u62a5\u5e9f\u7684\u884c\u4e1a\u6765\u8bf4\uff0c\u9010\u5c42AI\u68c0\u6d4b\u7684\u533a\u522b\u5728\u4e8e\uff1a\u662f40\u5c0f\u65f6\u540e\u62a5\u5e9f\u4e00\u4e2a\u6253\u5370\u4ef6\uff0c\u8fd8\u662f\u5728\u7b2c200\u5c42\u5c31\u628a\u5b83\u4fee\u597d\u3002<\/p>\n<h2>\u8fd9\u5bf9\u6253\u5370\u519c\u573a\u548c\u5b9a\u5236\u6253\u5370\u610f\u5473\u7740\u4ec0\u4e48<\/h2>\n<p>\u5bf9\u4e8e\u751f\u4ea7\u73af\u5883\uff0c\u5b9e\u65f6\u7f3a\u9677\u68c0\u6d4b\u4ece\u4e09\u4e2a\u65b9\u9762\u6539\u53d8\u4e863D\u6253\u5370\u7684\u7ecf\u6d4e\u8d26\uff1a<\/p>\n<ul>\n<li><strong>\u66f4\u5c11\u6d6a\u8d39\u3002<\/strong>\u5728\u524d\u51e0\u5c42\u5c31\u6293\u4f4f\u5931\u8d25\uff0c\u907f\u514d\u574f\u4ef6\u6d88\u8017\u6389\u6574\u5377\u8017\u6750\u3002<\/li>\n<li><strong>\u66f4\u9ad8\u7684\u6709\u6548\u4ea7\u80fd\u3002<\/strong>\u80fd\u88ab\u4fe1\u4efb\u81ea\u52a8\u6682\u505c\u7684\u673a\u5668\u53ef\u4ee5\u5168\u5929\u5019\u6392\u4ea7\uff0c\u65e0\u9700\u4eba\u5b88\u7740\u3002<\/li>\n<li><strong>\u7a33\u5b9a\u7684\u8d28\u91cf\u3002<\/strong>\u6bcf\u4e2a\u96f6\u4ef6\u90fd\u63a5\u53d7\u540c\u6837\u4e25\u683c\u7684\u68c0\u67e5\u2014\u2014\u4e0d\u4f1a\u75b2\u52b3\uff0c\u4e0d\u4f1a\u6f0f\u68c0\u3002<\/li>\n<\/ul>\n<p>\u5f53\u4f60\u7684\u673a\u7fa4\u8d85\u8fc7\u533a\u533a\u51e0\u53f0\u6253\u5370\u673a\u65f6\uff0c\u6444\u50cf\u5934+AI\u76d1\u63a7\u5c31\u4e0d\u518d\u662f\u73a9\u5177\uff0c\u800c\u662f\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<h2>TT3DPrint\u80fd\u5e2e\u5230\u4f60<\/h2>\n<p>\u5728TT3DPrint\uff0c\u6211\u4eec\u8fd0\u8425\u7740\u5927\u89c4\u6a21\u7684\u62d3\u7af9FDM\u6253\u5370\u673a\u96c6\u7fa4\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u5b9a\u5236\u624b\u529e\u3001\u6559\u80b2\u6a21\u578b\u3001\u539f\u578b\u548c\u521b\u610f\u4ea7\u54c1\u3002\u4ece\u9996\u5c42\u68c0\u67e5\u5230\u5931\u8d25\u68c0\u6d4b\u7684\u73b0\u4ee3\u6253\u5370\u76d1\u63a7\uff0c\u6b63\u662f\u6211\u4eec\u4fdd\u8bc1\u5927\u6279\u91cf\u8ba2\u5355\u8d28\u91cf\u7a33\u5b9a\u3001\u6309\u65f6\u4ea4\u4ed8\u7684\u65b9\u5f0f\u4e4b\u4e00\u3002\u5982\u679c\u4f60\u9700\u8981\u5e26\u751f\u4ea7\u7ea7\u8d28\u91cf\u63a7\u5236\u7684\u5b9a\u5236\u591a\u8272\u6253\u5370\uff0c<a href=\"https:\/\/tt3dprint.com\/zh-hans\/contact\/\" target=\"_blank\" rel=\"noopener\">\u8054\u7cfb\u6211\u4eec\u83b7\u53d6\u62a5\u4ef7<\/a>\uff0c\u5269\u4e0b\u7684\u4ea4\u7ed9\u6211\u4eec\u3002<\/p>\n<h2>\u7ed3\u8bed<\/h2>\n<p>3D\u6253\u5370\u5728\u5176\u5386\u53f2\u7684\u5927\u90e8\u5206\u65f6\u95f4\u91cc\u90fd\u662f\u4e00\u4e2a&#8221;\u76f2\u6253&#8221;\u8fc7\u7a0b\uff1a\u4f60\u5f00\u59cb\u6253\u5370\uff0c\u7136\u540e\u7948\u7977\u3002\u968f\u774050\u7f8e\u5143\u786c\u4ef6\u4e0a\u7684\u8f7b\u91cf\u7ea7YOLO\u6a21\u578b\u3001\u53cc\u6444\u50cf\u5934\u88c5\u7f6e\uff0c\u4ee5\u53ca\u5185\u7f6e\u8fdb\u6d88\u8d39\u7ea7\u6253\u5370\u673a\u7684AI\u76d1\u63a7\uff0c\u6253\u5370\u5e8a\u7ec8\u4e8e\u7741\u5f00\u4e86\u773c\u775b\u3002\u57282026\u5e74\uff0c\u95ee\u9898\u4e0d\u518d\u662f\u673a\u5668\u80fd\u5426\u81ea\u6211\u76d1\u89c6\u6253\u5370\u2014\u2014\u800c\u662f\u4f60\u80fd\u591a\u5feb\u628a\u8fd9\u79cd\u80fd\u529b\u7528\u8d77\u6765\u3002<\/p>\n<p><em>\u6765\u6e90\uff1a<a href=\"https:\/\/www.hackster.io\/news\/computer-vision-detects-3d-printing-defects-in-real-time-028e8ba95f9e\" target=\"_blank\" rel=\"noopener\">Hackster.io<\/a> \u00b7 <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s40964-025-01401-0\" target=\"_blank\" rel=\"noopener\">Progress in Additive Manufacturing\uff08Springer\uff09<\/a> \u00b7 <a href=\"https:\/\/interestingengineering.com\/\" target=\"_blank\" rel=\"noopener\">Interesting Engineering \/ LLNL<\/a> \u00b7 <a href=\"https:\/\/wiki.bambulab.com\/en\/h2\/manual\/intelligent-detection\" target=\"_blank\" rel=\"noopener\">Bambu Lab Wiki<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5173\u4e8eFDM 3D\u6253\u5370\uff0c\u6700\u4ee4\u4eba\u6cae\u4e27\u7684\u4e8b\u5b9e\u4e4b [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":1489,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[176,177],"tags":[192,644,179,190,643],"class_list":["post-1499","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-3d-printer-news","category-industry-trends","tag-3d-printing-services","tag-ai","tag-bambu-lab","tag-fdm","tag-print-quality"],"jetpack_featured_media_url":"https:\/\/tt3dprint.com\/wp-content\/uploads\/2026\/09\/blog-aiqc-hero-zh-b86e18c2-1.webp","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/posts\/1499","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=1499"}],"version-history":[{"count":1,"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/posts\/1499\/revisions"}],"predecessor-version":[{"id":1504,"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/posts\/1499\/revisions\/1504"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/media\/1489"}],"wp:attachment":[{"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=1499"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=1499"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tt3dprint.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=1499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}