{"id":53774,"date":"2026-05-05T08:02:53","date_gmt":"2026-05-05T01:02:53","guid":{"rendered":"https:\/\/eng.cmu.ac.th\/?p=53774"},"modified":"2026-05-05T08:02:54","modified_gmt":"2026-05-05T01:02:54","slug":"%e0%b8%99%e0%b8%b1%e0%b8%81%e0%b8%a8%e0%b8%b6%e0%b8%81%e0%b8%a9%e0%b8%b2%e0%b8%a7%e0%b8%b4%e0%b8%a8%e0%b8%a7%e0%b8%af-%e0%b8%a1%e0%b8%8a-%e0%b8%84%e0%b8%a7%e0%b9%89%e0%b8%b2%e0%b8%a3%e0%b8%b2","status":"publish","type":"post","link":"https:\/\/eng.cmu.ac.th\/?p=53774","title":{"rendered":"\u0e19\u0e31\u0e01\u0e28\u0e36\u0e01\u0e29\u0e32\u0e27\u0e34\u0e28\u0e27\u0e2f \u0e21\u0e0a. \u0e04\u0e27\u0e49\u0e32\u0e23\u0e32\u0e07\u0e27\u0e31\u0e25\u0e0a\u0e19\u0e30\u0e40\u0e25\u0e34\u0e28 \u0e40\u0e2b\u0e23\u0e35\u0e22\u0e0d\u0e17\u0e2d\u0e07 \u0e1c\u0e25\u0e07\u0e32\u0e19 CWIE \u0e14\u0e35\u0e40\u0e14\u0e48\u0e19 \u0e20\u0e32\u0e04\u0e40\u0e2b\u0e19\u0e37\u0e2d\u0e15\u0e2d\u0e19\u0e1a\u0e19 \u0e1b\u0e23\u0e30\u0e08\u0e33\u0e1b\u0e35 \u0e1e.\u0e28.2569"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <em>\u0e19\u0e32\u0e07\u0e2a\u0e32\u0e27\u0e1e\u0e34\u0e0a\u0e0d\u0e32\u0e20\u0e32 \u0e22\u0e32\u0e04\u0e25\u0e49\u0e32\u0e22<\/em> \u0e19\u0e31\u0e01\u0e28\u0e36\u0e01\u0e29\u0e32\u0e20\u0e32\u0e04\u0e27\u0e34\u0e0a\u0e32\u0e27\u0e34\u0e28\u0e27\u0e01\u0e23\u0e23\u0e21\u0e2d\u0e38\u0e15\u0e2a\u0e32\u0e2b\u0e01\u0e32\u0e23 \u0e04\u0e13\u0e30\u0e27\u0e34\u0e28\u0e27\u0e01\u0e23\u0e23\u0e21\u0e28\u0e32\u0e2a\u0e15\u0e23\u0e4c \u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e40\u0e0a\u0e35\u0e22\u0e07\u0e43\u0e2b\u0e21\u0e48 \u0e40\u0e02\u0e49\u0e32\u0e23\u0e31\u0e1a\u0e23\u0e32\u0e07\u0e27\u0e31\u0e25\u0e0a\u0e19\u0e30\u0e40\u0e25\u0e34\u0e28 \u0e40\u0e2b\u0e23\u0e35\u0e22\u0e0d\u0e17\u0e2d\u0e07 \u0e1c\u0e25\u0e07\u0e32\u0e19\u0e2a\u0e2b\u0e01\u0e34\u0e08\u0e28\u0e36\u0e01\u0e29\u0e32\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e28\u0e36\u0e01\u0e29\u0e32\u0e40\u0e0a\u0e34\u0e07\u0e1a\u0e39\u0e23\u0e13\u0e32\u0e01\u0e32\u0e23\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e33\u0e07\u0e32\u0e19 (CWIE) \u0e14\u0e35\u0e40\u0e14\u0e48\u0e19 \u0e23\u0e30\u0e14\u0e31\u0e1a\u0e40\u0e04\u0e23\u0e37\u0e2d\u0e02\u0e48\u0e32\u0e22 CWIE \u0e20\u0e32\u0e04\u0e40\u0e2b\u0e19\u0e37\u0e2d\u0e15\u0e2d\u0e19\u0e1a\u0e19 \u0e1b\u0e23\u0e30\u0e08\u0e33\u0e1b\u0e35 \u0e1e.\u0e28.2569 \u0e42\u0e14\u0e22\u0e21\u0e35 <em>\u0e1c\u0e39\u0e49\u0e0a\u0e48\u0e27\u0e22\u0e28\u0e32\u0e2a\u0e15\u0e23\u0e32\u0e08\u0e32\u0e23\u0e22\u0e4c \u0e14\u0e23.\u0e10\u0e32\u0e01\u0e23 \u0e42\u0e2d\u0e20\u0e32\u0e2a\u0e2a\u0e38\u0e27\u0e23\u0e23\u0e13<\/em> \u0e2d\u0e32\u0e08\u0e32\u0e23\u0e22\u0e4c\u0e1b\u0e23\u0e30\u0e08\u0e33\u0e20\u0e32\u0e04\u0e27\u0e34\u0e0a\u0e32\u0e27\u0e34\u0e28\u0e27\u0e01\u0e23\u0e23\u0e21\u0e2d\u0e38\u0e15\u0e2a\u0e32\u0e2b\u0e01\u0e32\u0e23 \u0e43\u0e19\u0e10\u0e32\u0e19\u0e30\u0e17\u0e35\u0e48\u0e1b\u0e23\u0e36\u0e01\u0e29\u0e32\u0e42\u0e04\u0e23\u0e07\u0e01\u0e32\u0e23\u0e40\u0e02\u0e49\u0e32\u0e23\u0e48\u0e27\u0e21\u0e23\u0e31\u0e1a\u0e23\u0e32\u0e07\u0e27\u0e31\u0e25 \u0e43\u0e19\u0e27\u0e31\u0e19\u0e28\u0e38\u0e01\u0e23\u0e4c\u0e17\u0e35\u0e48 1 \u0e1e\u0e24\u0e29\u0e20\u0e32\u0e04\u0e21 2569 \u0e40\u0e27\u0e25\u0e32 09.00 \u0e19. \u0e13 \u0e42\u0e23\u0e07\u0e41\u0e23\u0e21\u0e40\u0e14\u0e2d\u0e30 \u0e41\u0e01\u0e23\u0e19\u0e14\u0e4c \u0e0a\u0e31\u0e22\u0e1e\u0e24\u0e01\u0e29\u0e4c \u0e40\u0e0a\u0e35\u0e22\u0e07\u0e43\u0e2b\u0e21\u0e48<\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u201c\u0e1e\u0e34\u0e18\u0e35\u0e21\u0e2d\u0e1a\u0e23\u0e32\u0e07\u0e27\u0e31\u0e25\u0e1c\u0e25\u0e07\u0e32\u0e19\u0e2a\u0e2b\u0e01\u0e34\u0e08\u0e28\u0e36\u0e01\u0e29\u0e32\u0e41\u0e25\u0e30\u0e01\u0e32\u0e23\u0e28\u0e36\u0e01\u0e29\u0e32\u0e40\u0e0a\u0e34\u0e07\u0e1a\u0e39\u0e23\u0e13\u0e32\u0e01\u0e32\u0e23\u0e01\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e33\u0e07\u0e32\u0e19 (Cooperative and Work Integrated Education : CWIE) \u0e14\u0e35\u0e40\u0e14\u0e48\u0e19 \u0e23\u0e30\u0e14\u0e31\u0e1a\u0e40\u0e04\u0e23\u0e37\u0e2d\u0e02\u0e48\u0e32\u0e22 CWIE \u0e20\u0e32\u0e04\u0e40\u0e2b\u0e19\u0e37\u0e2d\u0e15\u0e2d\u0e19\u0e1a\u0e19 \u0e1b\u0e23\u0e30\u0e08\u0e33\u0e1b\u0e35 \u0e1e.\u0e28.2569\u201d \u0e08\u0e31\u0e14\u0e02\u0e36\u0e49\u0e19\u0e42\u0e14\u0e22 \u0e2a\u0e33\u0e19\u0e31\u0e01\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e04\u0e38\u0e13\u0e20\u0e32\u0e1e\u0e01\u0e32\u0e23\u0e28\u0e36\u0e01\u0e29\u0e32 \u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e40\u0e0a\u0e35\u0e22\u0e07\u0e43\u0e2b\u0e21\u0e48 \u0e42\u0e14\u0e22\u0e21\u0e35\u0e27\u0e31\u0e15\u0e16\u0e38\u0e1b\u0e23\u0e30\u0e2a\u0e07\u0e04\u0e4c\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e22\u0e01\u0e22\u0e48\u0e2d\u0e07\u0e40\u0e0a\u0e34\u0e14\u0e0a\u0e39\u0e40\u0e01\u0e35\u0e22\u0e23\u0e15\u0e34\u0e2a\u0e16\u0e32\u0e19\u0e28\u0e36\u0e01\u0e29\u0e32 \u0e04\u0e13\u0e32\u0e08\u0e32\u0e23\u0e22\u0e4c \u0e19\u0e31\u0e01\u0e28\u0e36\u0e01\u0e29\u0e32 \u0e41\u0e25\u0e30\u0e2a\u0e16\u0e32\u0e19\u0e1b\u0e23\u0e30\u0e01\u0e2d\u0e1a\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e21\u0e35\u0e1c\u0e25\u0e07\u0e32\u0e19 CWIE \u0e14\u0e35\u0e40\u0e14\u0e48\u0e19 \u0e23\u0e27\u0e21\u0e17\u0e31\u0e49\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e40\u0e27\u0e17\u0e35\u0e41\u0e25\u0e01\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e41\u0e25\u0e30\u0e16\u0e2d\u0e14\u0e1a\u0e17\u0e40\u0e23\u0e35\u0e22\u0e19\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e33\u0e40\u0e23\u0e47\u0e08\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e14\u0e33\u0e40\u0e19\u0e34\u0e19\u0e07\u0e32\u0e19 CWIE \u0e43\u0e19\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e0a\u0e32\u0e15\u0e34 \u0e42\u0e14\u0e22\u0e44\u0e14\u0e49\u0e23\u0e31\u0e1a\u0e40\u0e01\u0e35\u0e22\u0e23\u0e15\u0e34\u0e08\u0e32\u0e01\u0e23\u0e2d\u0e07\u0e2d\u0e18\u0e34\u0e01\u0e32\u0e23\u0e1a\u0e14\u0e35 <strong><em>\u0e23\u0e2d\u0e07\u0e28\u0e32\u0e2a\u0e15\u0e23\u0e32\u0e08\u0e32\u0e23\u0e22\u0e4c \u0e20\u0e0d.\u0e2d\u0e38\u0e29\u0e13\u0e35\u0e22\u0e4c \u0e04\u0e4d\u0e32\u0e1b\u0e23\u0e30\u0e01\u0e2d\u0e1a <\/em><\/strong>\u0e43\u0e19\u0e10\u0e32\u0e19\u0e30\u0e1b\u0e23\u0e30\u0e18\u0e32\u0e19\u0e40\u0e04\u0e23\u0e37\u0e2d\u0e02\u0e48\u0e32\u0e22 CWIE \u0e20\u0e32\u0e04\u0e40\u0e2b\u0e19\u0e37\u0e2d\u0e15\u0e2d\u0e19\u0e1a\u0e19 \u0e40\u0e1b\u0e47\u0e19\u0e1c\u0e39\u0e49\u0e21\u0e2d\u0e1a\u0e23\u0e32\u0e07\u0e27\u0e31\u0e25 \u0e0b\u0e36\u0e48\u0e07\u0e1c\u0e25\u0e07\u0e32\u0e19\u0e02\u0e2d\u0e07\u0e19\u0e31\u0e01\u0e28\u0e36\u0e01\u0e29\u0e32\u0e17\u0e35\u0e48\u0e44\u0e14\u0e49\u0e23\u0e31\u0e1a\u0e23\u0e32\u0e07\u0e27\u0e31\u0e25\u0e43\u0e19\u0e04\u0e23\u0e31\u0e49\u0e07\u0e19\u0e35\u0e49\u0e04\u0e37\u0e2d\u0e40\u0e23\u0e37\u0e48\u0e2d\u0e07 <strong>\u201c\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e2a\u0e32\u0e40\u0e2b\u0e15\u0e38\u0e04\u0e27\u0e32\u0e21\u0e40\u0e2a\u0e35\u0e22\u0e2b\u0e32\u0e22\u0e08\u0e32\u0e01\u0e04\u0e48\u0e32\u0e04\u0e27\u0e32\u0e21\u0e15\u0e49\u0e32\u0e19\u0e17\u0e32\u0e19\u0e2b\u0e31\u0e27\u0e2d\u0e48\u0e32\u0e19 \u0e42\u0e14\u0e22\u0e43\u0e0a\u0e49\u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e02\u0e2d\u0e07\u0e40\u0e04\u0e23\u0e37\u0e48\u0e2d\u0e07\u0e43\u0e19\u0e01\u0e23\u0e30\u0e1a\u0e27\u0e19\u0e01\u0e32\u0e23\u0e1c\u0e25\u0e34\u0e15\u0e2e\u0e32\u0e23\u0e4c\u0e14\u0e14\u0e34\u0e2a\u0e01\u0e4c\u0e44\u0e14\u0e23\u0e1f\u0e4c <\/strong><strong>(Root Cause Analysis of Reader Resistance Failure Using Machine Learning in HDD Manufacturing)\u201d<\/strong><\/p>\n\n\n\n<p>\u0e02\u0e2d\u0e02\u0e2d\u0e1a\u0e04\u0e38\u0e13\u0e23\u0e39\u0e1b\u0e20\u0e32\u0e1e\u0e08\u0e32\u0e01 \u0e28\u0e39\u0e19\u0e22\u0e4c\u0e2a\u0e37\u0e48\u0e2d\u0e2a\u0e32\u0e19\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e13\u0e4c\u0e21\u0e2b\u0e32\u0e27\u0e34\u0e17\u0e22\u0e32\u0e25\u0e31\u0e22\u0e40\u0e0a\u0e35\u0e22\u0e07\u0e43\u0e2b\u0e21\u0e48 <\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"570\" height=\"426\" data-id=\"53790\" src=\"https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488596_0.jpg\" alt=\"\" class=\"wp-image-53790\" srcset=\"https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488596_0.jpg 570w, https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488596_0-300x224.jpg 300w, https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488596_0-150x112.jpg 150w\" sizes=\"auto, (max-width: 570px) 100vw, 570px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"570\" height=\"426\" data-id=\"53780\" src=\"https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488602_0.jpg\" alt=\"\" class=\"wp-image-53780\" srcset=\"https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488602_0.jpg 570w, https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488602_0-300x224.jpg 300w, https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488602_0-150x112.jpg 150w\" sizes=\"auto, (max-width: 570px) 100vw, 570px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"570\" height=\"426\" data-id=\"53779\" src=\"https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488583_0.jpg\" alt=\"\" class=\"wp-image-53779\" srcset=\"https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488583_0.jpg 570w, https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488583_0-300x224.jpg 300w, https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488583_0-150x112.jpg 150w\" sizes=\"auto, (max-width: 570px) 100vw, 570px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"570\" height=\"426\" data-id=\"53784\" src=\"https:\/\/eng.cmu.ac.th\/wp-content\/uploads\/2026\/05\/S__62488579_0.jpg\" alt=\"\" class=\"wp-image-53784\" 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