{"id":9632,"date":"2025-09-07T00:21:21","date_gmt":"2025-09-06T16:21:21","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=9632"},"modified":"2025-09-07T00:22:39","modified_gmt":"2025-09-06T16:22:39","slug":"ai%e8%8f%81%e8%8b%b1%e5%af%a6%e6%88%b0%e7%8f%ad-%e6%a9%9f%e5%99%a8%e8%a6%96%e8%a6%ba%e8%88%87%e5%b7%a5%e6%a5%ad%e6%aa%a2%e6%b8%acai%e6%87%89%e7%94%a8%e7%8f%ad","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=9632","title":{"rendered":"\u00a0AI\u83c1\u82f1\u5be6\u6230\u73ed: \u6a5f\u5668\u8996\u89ba\u8207\u5de5\u696d\u6aa2\u6e2cAI\u61c9\u7528\u73ed\u3001\u5354\u4f5c\u578b\u6a5f\u68b0\u624b\u81c2\u6574\u5408AI\u8996\u89ba\u61c9\u7528\u5be6\u4f5c"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"580\" height=\"794\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2025\/09\/image-1.png?resize=580%2C794&#038;ssl=1\" alt=\"\" class=\"wp-image-9634\" srcset=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2025\/09\/image-1.png?w=580&amp;ssl=1 580w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2025\/09\/image-1.png?resize=267%2C365&amp;ssl=1 267w\" sizes=\"auto, (max-width: 580px) 100vw, 580px\" \/><\/figure>\n<\/div>\n\n\n<p><strong>\u2728\u8ab2\u7a0b\u76ee\u7684<\/strong><\/p>\n\n\n\n<p><strong>\u3010\u6a5f\u5668\u8996\u89ba\u8207\u5de5\u696d\u6aa2\u6e2cAI\u61c9\u7528\u3011<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5177\u5099\u5de5\u696d\u76f8\u6a5f\u8207\u5149\u6e90\u7cfb\u7d71\u9078\u578b\u914d\u7f6e\u80fd\u529b<\/li>\n\n\n\n<li>\u638c\u63e1\u5f71\u50cf\u8655\u7406\u8207\u7279\u5fb5\u63d0\u53d6\u6280\u8853<\/li>\n\n\n\n<li>\u80fd\u5920\u8a13\u7df4\u8207\u90e8\u7f72YOLO\u7269\u4ef6\u6aa2\u6e2c\u6a21\u578b<\/li>\n\n\n\n<li>\u5efa\u7acb\u5b8c\u6574\u8996\u89ba\u6aa2\u6e2c\u7cfb\u7d71\u6574\u5408\u80fd\u529b<\/li>\n\n\n\n<li>\u5177\u5099\u8996\u89baAI\u5c08\u6848\u898f\u5283\u8207\u5c0e\u5165\u5be6\u52d9\u6280\u80fd<\/li>\n<\/ul>\n\n\n\n<p><strong>\u3010\u5354\u4f5c\u578b\u6a5f\u68b0\u624b\u81c2\u6574\u5408AI\u8996\u89ba\u61c9\u7528\u5be6\u4f5c\u3011<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7406\u89e3\u5354\u4f5c\u578b\u6a5f\u68b0\u624b\u81c2\u65bc\u667a\u6167\u5de5\u5ee0\u7684\u5c0e\u5165\u50f9\u503c\u8207\u61c9\u7528\u67b6\u69cb<\/li>\n\n\n\n<li>\u5b78\u7fd2\u5354\u4f5c\u578b\u6a5f\u68b0\u624b\u81c2\u64cd\u63a7\u8207\u8996\u89ba\u5b9a\u4f4d\u6574\u5408\u6280\u8853<\/li>\n\n\n\n<li>\u900f\u904e\u5be6\u969b\u6f14\u7df4\u719f\u6089AI\u8996\u89ba\u6a21\u578b\u6d41\u7a0b\u8207\u6280\u8853<\/li>\n\n\n\n<li>\u57f9\u990aAI\u8996\u89ba\u5c0e\u5165\u624b\u81c2\u5be6\u52d9\u64cd\u4f5c\u80fd\u529b<\/li>\n\n\n\n<li>\u5efa\u7acb\u667a\u6167\u88fd\u9020\u7522\u7dda\u5c08\u6848\u8a2d\u8a08\u8207\u57f7\u884c\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p><strong>\u2728\u62db\u751f\u5c0d\u8c61<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u88fd\u9020\u696d\u5de5\u7a0b\u5e2b<\/li>\n\n\n\n<li>\u54c1\u8cea\u7ba1\u7406\u54e1<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316\u5c0e\u5165\u90e8\u9580\u4eba\u54e1<\/li>\n\n\n\n<li>\u5c0d\u88fd\u9020\u8996\u89ba\u6aa2\u6e2c\u6709\u9700\u6c42\u7684\u6280\u8853\u4eba\u54e1<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316\u7522\u7dda\u76f8\u95dc\u4e4b\u5de5\u7a0b\u5e2b\u8207\u8a2d\u5099\u7ba1\u7406\u4eba\u54e1<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316\u5c0e\u5165\u7814\u767c\u90e8\u9580\u6280\u8853\u4eba\u54e1<\/li>\n\n\n\n<li>\u667a\u6167\u88fd\u9020\u63a8\u52d5\u76f8\u95dc\u4e3b\u7ba1<\/li>\n<\/ul>\n\n\n\n<p><strong>\u2728<\/strong><strong>\u8ab2\u7a0b\u5167\u5bb9\u8207\u5e2b\u8cc7<\/strong><\/p>\n\n\n\n<p><strong><br>\u3010\u6a5f\u5668\u8996\u89ba\u8207\u5de5\u696d\u6aa2\u6e2cAI\u61c9\u7528\u3011<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u65e5\u671f<\/td><td>\u8ab2\u7a0b\u540d\u7a31<\/td><td>\u5e2b\u8cc7<\/td><td>\u8ab2\u7a0b\u5167\u5bb9\u5927\u7db1<\/td><td>\u8b1b\u6388\/\u6280\u8853\u5be6\u4f5c<\/td><\/tr><tr><td>9\/17(\u4e09)<\/td><td>\u6a5f\u5668\u8996\u89ba\u57fa\u790e\u8207Python\u7a0b\u5f0f\u5165\u9580<\/td><td>\u767e\u5146\u9376\u570b\u969b\u6709\u9650\u516c\u53f8-\u8607\u6cd3\u8209\u61c9\u7528\u5de5\u7a0b\u5e2b<\/td><td>\u8a8d\u8b58\u6a5f\u5668\u8996\u89ba\u5728\u5de5\u696d\u7684\u61c9\u7528\u50f9\u503c\uff0c\u5b78\u7fd2\u57fa\u790e\u7a0b\u5f0f\u8a9e\u6cd5\uff0c\u70ba\u5f8c\u7e8c\u6280\u8853\u5b78\u7fd2\u5960\u5b9a\u57fa\u790e\u3002\u6a5f\u5668\u8996\u89ba\u5728\u88fd\u9020\u696d\u7684\u6210\u529f\u6848\u4f8b\u2027&nbsp;Python\u57fa\u790e\u8a9e\u6cd5\u8207\u958b\u767c\u74b0\u5883\u2027&nbsp;\u8b8a\u6578\u3001\u8ff4\u5708\u3001\u51fd\u6578\u57fa\u672c\u6982\u5ff5\u5be6\u4f5c\uff1a\u7b2c\u4e00\u500b\u5f71\u50cf\u8655\u7406\u7a0b\u5f0f<\/td><td>\u8b1b\u6388+\u5be6\u4f5c<\/td><\/tr><tr><td>9\/18(\u56db)<\/td><td>\u5de5\u696d\u76f8\u6a5f\u7cfb\u7d71\u8207\u5f71\u50cf\u64f7\u53d6\u6280\u8853<\/td><td>\u767e\u5146\u9376\u570b\u969b\u6709\u9650\u516c\u53f8-\u8607\u6cd3\u8209\u61c9\u7528\u5de5\u7a0b\u5e2b<\/td><td>\u5b78\u6703\u5982\u4f55\u9078\u64c7\u5408\u9069\u7684\u5de5\u696d\u76f8\u6a5f\uff0c\u7406\u89e3\u5f71\u50cf\u53c3\u6578\u5c0d\u6aa2\u6e2c\u54c1\u8cea\u7684\u5f71\u97ff\uff0c\u638c\u63e1\u7a69\u5b9a\u64f7\u53d6\u5f71\u50cf\u7684\u6280\u5de7\u3002\u2027&nbsp;\u5de5\u696d\u76f8\u6a5f\u9078\u578b\u8981\u9ede\u8207\u898f\u683c\u89e3\u8b80\u2027&nbsp;\u89e3\u6790\u5ea6\u3001\u5e40\u7387\u3001\u611f\u5149\u5ea6\u53c3\u6578\u8a2d\u5b9a\u2027&nbsp;\u93e1\u982d\u7126\u8ddd\u8207\u8996\u91ce\u7bc4\u570d\u8a08\u7b97\u76f8\u6a5f\u53c3\u6578\u8abf\u6574\u8207\u5f71\u50cf\u64f7\u53d6<\/td><td>\u8b1b\u6388+\u5be6\u4f5c<\/td><\/tr><tr><td>9\/19(\u4e94)<\/td><td>\u5149\u6e90\u8a2d\u8a08\u8207\u5f71\u50cf\u54c1\u8cea\u6700\u4f73\u5316<\/td><td>\u767e\u5146\u9376\u570b\u969b\u6709\u9650\u516c\u53f8-\u8607\u6cd3\u8209\u61c9\u7528\u5de5\u7a0b\u5e2b<\/td><td>\u638c\u63e1\u5149\u6e90\u9078\u64c7\u8207\u914d\u7f6e\u6280\u5de7\uff0c\u5b78\u6703\u5275\u9020\u9ad8\u54c1\u8cea\u6aa2\u6e2c\u5f71\u50cf\uff0c\u89e3\u6c7a\u53cd\u5149\u3001\u9670\u5f71\u7b49\u5e38\u898b\u554f\u984c\u3002\u2027&nbsp;\u5149\u6e90\u985e\u578b\u9078\u64c7\u8207\u7167\u660e\u8a2d\u8a08\u539f\u7406\u2027&nbsp;\u89e3\u6c7a\u53cd\u5149\u3001\u9670\u5f71\u3001\u5c0d\u6bd4\u5ea6\u554f\u984c\u2027&nbsp;OpenCV\u57fa\u790e\u5f71\u50cf\u8655\u7406\u6280\u8853\u4e0d\u540c\u5149\u6e90\u689d\u4ef6\u4e0b\u7684\u5f71\u50cf\u54c1\u8cea\u6bd4\u8f03<\/td><td>\u8b1b\u6388+\u5be6\u4f5c<\/td><\/tr><tr><td>9\/24(\u4e09)<\/td><td>\u5be6\u9ad4\u8996\u89ba\u7cfb\u7d71\u5efa\u7f6e\u8207\u8abf\u6821<\/td><td>\u767e\u5146\u9376\u570b\u969b\u6709\u9650\u516c\u53f8-\u8607\u6cd3\u8209\u61c9\u7528\u5de5\u7a0b\u5e2b<\/td><td>\u5728\u771f\u5be6\u5de5\u5ee0\u74b0\u5883\u4e2d\u5be6\u969b\u7d44\u88dd\u8996\u89ba\u6aa2\u6e2c\u7cfb\u7d71\uff0c\u5b78\u6703\u786c\u9ad4\u5b89\u88dd\u3001\u53c3\u6578\u8abf\u6574\u8207\u7cfb\u7d71\u9664\u932f\u3002\u2027&nbsp;\u5de5\u696d\u76f8\u6a5f\u8207\u5149\u6e90\u7cfb\u7d71\u7d44\u88dd\u2027&nbsp;\u8996\u91ce\u7bc4\u570d\u8207\u7126\u8ddd\u73fe\u5834\u8abf\u6574\u2027&nbsp;\u5f71\u50cf\u54c1\u8cea\u8a55\u4f30\u8207\u6700\u4f73\u5316\u591a\u7a2e\u6aa2\u6e2c\u5834\u666f\u5be6\u52d9\u64cd\u4f5c<\/td><td>\u6280\u8853\u5be6\u4f5c<\/td><\/tr><tr><td>9\/25(\u56db)<\/td><td>AI\u6a21\u578b\u8a13\u7df4\u8207YOLO\u7269\u4ef6\u6aa2\u6e2c<\/td><td>\u767e\u5146\u9376\u570b\u969b\u6709\u9650\u516c\u53f8-\u8607\u6cd3\u8209\u61c9\u7528\u5de5\u7a0b\u5e2b<\/td><td>\u5b78\u6703\u4f7f\u7528YOLO\u9032\u884c\u7269\u4ef6\u6aa2\u6e2c\uff0c\u5f9e\u8cc7\u6599\u6e96\u5099\u5230\u6a21\u578b\u8a13\u7df4\uff0c\u638c\u63e1AI\u6aa2\u6e2c\u7684\u6838\u5fc3\u6280\u8853\u3002\u2027&nbsp;\u6aa2\u6e2c\u76ee\u6a19\u5f71\u50cf\u8cc7\u6599\u6536\u96c6\u8207\u6a19\u8a18\u2027&nbsp;YOLOv11\u6a21\u578b\u8a13\u7df4\u6d41\u7a0b\u2027&nbsp;\u6a21\u578b\u6548\u80fd\u8a55\u4f30\u8207\u53c3\u6578\u8abf\u6574\u5be6\u6642\u6aa2\u6e2c\u7cfb\u7d71\u90e8\u7f72\u6e2c\u8a66<\/td><td>\u6280\u8853\u5be6\u4f5c<\/td><\/tr><tr><td>9\/26(\u4e94)<\/td><td>\u7cfb\u7d71\u6574\u5408\u8207\u5c08\u6848\u6210\u679c\u5c55\u793a<\/td><td>\u767e\u5146\u9376\u570b\u969b\u6709\u9650\u516c\u53f8-\u8607\u6cd3\u8209\u61c9\u7528\u5de5\u7a0b\u5e2b<\/td><td>\u6574\u5408\u6240\u6709\u6280\u8853\u6a21\u7d44\uff0c\u5efa\u7acb\u5b8c\u6574\u7684\u6aa2\u6e2c\u7cfb\u7d71\uff0c\u5c55\u793a\u5c08\u6848\u6210\u679c\u4e26\u5206\u4eab\u5c0e\u5165\u7d93\u9a57\u3002\u2027&nbsp;\u8996\u89ba\u6aa2\u6e2c\u7cfb\u7d71\u5b8c\u6574\u6574\u5408\u2027&nbsp;\u6aa2\u6e2c\u7d50\u679c\u8f38\u51fa\u8207\u54c1\u8cea\u7d71\u8a08\u2027&nbsp;PLC\u6574\u5408\u793a\u7bc4\uff08\u89c0\u6469\uff09\u5404\u7d44\u5c08\u6848\u6210\u679c\u5c55\u793a\u8207\u7d93\u9a57\u4ea4\u6d41<\/td><td>\u6280\u8853\u5be6\u4f5c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u3010\u5354\u4f5c\u578b\u6a5f\u68b0\u624b\u81c2\u6574\u5408AI\u8996\u89ba\u61c9\u7528\u5be6\u4f5c\u3011<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u65e5\u671f<\/td><td>\u8ab2\u7a0b\u540d\u7a31<\/td><td>\u5e2b\u8cc7<\/td><td>\u8ab2\u7a0b\u5167\u5bb9\u5927\u7db1<\/td><td>\u8b1b\u6388\/\u6280\u8853\u5be6\u4f5c<\/td><\/tr><tr><td rowspan=\"2\">10\/13(\u4e00)<br>&nbsp;<\/td><td>\u667a\u6167\u5316\u7522\u7dda\u53c3\u8a2a\u8207\u4ecb\u7d39<\/td><td>\u5357\u81fa\u79d1\u6280\u5927\u5b78\u6a5f\u68b0\u7cfb \u738b\u8056\u79be\u6559\u6388<\/td><td>\u2027&nbsp;\u8a8d\u8b58\u6a5f\u68b0\u624b\u81c2\u65bc\u667a\u6167\u5316\u7522\u7dda\u4e4b\u61c9\u7528\u5be6\u4f8b\u2027&nbsp;\u5de5\u696d\u578b\u6a5f\u68b0\u624b\u81c2(Epson) \u57fa\u790e\u64cd\u4f5c\u6982\u5ff5\u8b1b\u89e3\u2027&nbsp;\u4e86\u89e3\u5de5\u696d\u578b\u6a5f\u68b0\u624b\u81c2\u8207\u5354\u4f5c\u578b\u624b\u81c2\u7684\u5dee\u7570<\/td><td>\u6280\u8853\u5be6\u4f5c<\/td><\/tr><tr><td>\u5354\u4f5c\u884c\u6a5f\u68b0\u624b\u81c2\u57fa\u790e\u64cd\u4f5c\u5be6\u4f5c<\/td><td>\u5357\u81fa\u79d1\u6280\u5927\u5b78\u6a5f\u68b0\u7cfb \u738b\u8056\u79be\u6559\u6388<\/td><td>\u2027&nbsp;\u8a8d\u8b58\u5354\u4f5c\u578b\u6a5f\u68b0\u624b\u81c2\u7684\u786c\u9ad4\u67b6\u69cb\u2027&nbsp;\u4e86\u89e3\u6a5f\u68b0\u624b\u81c2\u5404\u9805\u5ea7\u6a19\u5b9a\u7fa9(\u57fa\u5ea7Base\u5ea7\u6a19\u8207\u5de5\u5177\u4e2d\u5fc3\u9edeTCP\u5ea7\u6a19)\u2027&nbsp;\u5b78\u6703\u5354\u4f5c\u578b\u6a5f\u68b0\u624b\u81c2\u64cd\u4f5c\u8edf\u9ad4TMflow\u2027&nbsp;\u624b\u81c2\u6578\u4f4d\u8f38\u5165\u8207\u8f38\u51fa\u64cd\u63a7\u8207\u914d\u7dda<\/td><td>\u6280\u8853\u5be6\u4f5c<\/td><\/tr><tr><td rowspan=\"2\">10\/15(\u4e09)&nbsp;<br>&nbsp;<\/td><td>\u624b\u81c2\u65bc\u8b8a\u6578\u63a7\u5236\u8207\u8ff4\u5708\u63a7\u5236\u5be6\u4f5c\u64cd\u4f5c&nbsp;<\/td><td>\u5357\u81fa\u79d1\u6280\u5927\u5b78\u6a5f\u68b0\u7cfb \u738b\u8056\u79be\u6559\u6388&nbsp;<\/td><td>\u2027&nbsp;\u53ef\u81ea\u8a02\u8b8a\u6578\u4e4b\u5b9a\u7fa9\u8207\u8a2d\u5b9a\u2027&nbsp;\u91cd\u8907\u8ff4\u5708\u64cd\u4f5c\u4e4b\u8a2d\u5b9a\u8207\u986f\u793a\u2027&nbsp;\u6258\u677f(Palletization)\u5be6\u4f5c\u984c\u76ee\u6f14\u7df4<\/td><td>\u6280\u8853\u5be6\u4f5c&nbsp;<\/td><\/tr><tr><td>\u624b\u81c2\u65bc\u8996\u89ba\u5b9a\u4f4d\u5be6\u4f5c\u64cd\u4f5c&nbsp;<\/td><td>\u5357\u81fa\u79d1\u6280\u5927\u5b78\u6a5f\u68b0\u7cfb \u738b\u8056\u79be\u6559\u6388&nbsp;<\/td><td>\u2027&nbsp;\u5b78\u6703\u624b\u81c2\u7684\u8996\u89ba\u6821\u6b63\u6d41\u7a0b\u2027&nbsp;\u4e86\u89e3\u5982\u4f55\u8a2d\u5b9a\u8996\u89ba\u5ea7\u6a19\u7cfb\u7d71\u2027&nbsp;\u4e86\u89e3\u8996\u89ba\u5ea7\u6a19\u7684\u53c3\u8003\u9ede\u8a2d\u5b9a\u2027&nbsp;\u5b78\u6703Landmark\u7684\u8a2d\u5b9a\u8207\u8996\u89ba\u5b9a\u4f4d<\/td><td>\u6280\u8853\u5be6\u4f5c&nbsp;<\/td><\/tr><tr><td rowspan=\"2\">10\/20(\u4e00)&nbsp;<br>&nbsp;<\/td><td>\u9054\u660e\u6a5f\u68b0\u624b\u81c2\u521d\u7d1a\u8b49\u7167\u8853\u79d1\u984c\u76ee\u6a21\u64ec\u6f14\u7df4&nbsp;<\/td><td>\u5357\u81fa\u79d1\u6280\u5927\u5b78\u6a5f\u68b0\u7cfb \u738b\u8056\u79be\u6559\u6388&nbsp;<\/td><td>\u2027&nbsp;\u9054\u660e\u6a5f\u68b0\u624b\u81c2\u521d\u7d1a\u8b49\u7167\u8853\u79d1\u984c\u76ee\u8b1b\u89e3\u2027&nbsp;\u8853\u79d1\u984c\u76ee\u6a21\u64ec\u6e2c\u9a57<\/td><td>\u6280\u8853\u5be6\u4f5c<\/td><\/tr><tr><td>\u6a5f\u68b0\u624b\u81c2\u61c9\u7528\u65bc\u8996\u89baAI\u8a3a\u65b7\u4e4b\u5be6\u4f5c\u64cd\u4f5c<\/td><td>\u5357\u81fa\u79d1\u6280\u5927\u5b78\u6a5f\u68b0\u7cfb \u738b\u8056\u79be\u6559\u6388<\/td><td>\u2027&nbsp;\u5e38\u898bAI\u8996\u89ba\u61c9\u7528\u7c21\u4ecb\u2027&nbsp;\u8996\u89ba\u5716\u7247\u81ea\u52d5\u62cd\u651d\u8a2d\u5b9a\u2027&nbsp;\u5efa\u7acbAI\u8a13\u7df4\u7528\u4e4b\u8cc7\u6599\u5eab\u2027&nbsp;\u63d0\u4f9b\u6848\u4f8b\u9032\u884c\u8996\u89ba\u6a21\u578b\u8a13\u7df4<\/td><td>\u6280\u8853\u5be6\u4f5c<\/td><\/tr><tr><td>10\/22(\u4e09)<\/td><td>\u8996\u89baAI\u8a3a\u65b7\u5c08\u6848\u6f14\u7df4<\/td><td>\u5357\u81fa\u79d1\u6280\u5927\u5b78\u6a5f\u68b0\u7cfb 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