{"id":125651,"date":"2025-01-15T04:14:53","date_gmt":"2025-01-14T21:14:53","guid":{"rendered":"https:\/\/imsat.vn\/?p=125651"},"modified":"2025-01-15T04:14:53","modified_gmt":"2025-01-14T21:14:53","slug":"hoi-nghi-nghiem-thu-de-tai-nghien-cuu-ung-dung-tri-tue-nhan-tao-du-bao-va-de-xuat-giai-phap-giam-thieu-anh-huong-song-chan-dong-no-min-toi-cac-cong-trinh-xung-quanh-cac-mo-than-lo-thien-thuoc","status":"publish","type":"post","link":"https:\/\/imsat.vn\/?p=125651","title":{"rendered":"H\u1ed9i ngh\u1ecb nghi\u1ec7m thu \u0111\u1ec1 t\u00e0i \u201cNghi\u00ean c\u1ee9u \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o d\u1ef1 b\u00e1o v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p gi\u1ea3m thi\u1ec3u \u1ea3nh h\u01b0\u1edfng s\u00f3ng ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn t\u1edbi c\u00e1c c\u00f4ng tr\u00ecnh xung quanh c\u00e1c m\u1ecf than l\u1ed9 thi\u00ean thu\u1ed9c TKV\u201d"},"content":{"rendered":"

Ng\u00e0y 10\/01\/2025, H\u1ed9i \u0111\u1ed3ng Khoa h\u1ecdc C\u00f4ng ngh\u1ec7 T\u1eadp \u0111o\u00e0n C\u00f4ng nghi\u1ec7p Than – Kho\u00e1ng s\u1ea3n Vi\u1ec7t Nam (T\u1eadp \u0111o\u00e0n TKV) t\u1ed5 ch\u1ee9c H\u1ed9i ngh\u1ecb nghi\u1ec7m thu \u0111\u1ec1\u00a0t\u00e0i \u201c<\/em>Nghi\u00ean c\u1ee9u \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o d\u1ef1 b\u00e1o v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p gi\u1ea3m thi\u1ec3u \u1ea3nh h\u01b0\u1edfng s\u00f3ng ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn t\u1edbi c\u00e1c c\u00f4ng tr\u00ecnh xung quanh c\u00e1c m\u1ecf than l\u1ed9 thi\u00ean thu\u1ed9c TKV<\/em>\u201d<\/em>\u00a0<\/em>do Vi\u1ec7n Khoa h\u1ecdc C\u00f4ng ngh\u1ec7 M\u1ecf th\u1ef1c hi\u1ec7n.<\/p>\n

\"\"<\/p>\n

H\u1ed9i \u0111\u1ed3ng nghi\u1ec7m thu k\u1ebft qu\u1ea3 nghi\u00ean c\u1ee9u c\u1ee7a \u0111\u1ec1 t\u00e0i<\/em><\/p>\n

N\u1ed5 m\u00ecn l\u00e0 ph\u01b0\u01a1ng ph\u00e1p hi\u1ec7u qu\u1ea3 \u0111\u1ec3 l\u00e0m t\u01a1i \u0111\u1ea5t \u0111\u00e1 t\u1ea1i m\u1ecf l\u1ed9 thi\u00ean. Khi n\u1ed5 m\u00ecn ch\u1ec9 kho\u1ea3ng 20\u00b830% n\u0103ng l\u01b0\u1ee3ng n\u1ed5 c\u00f3 t\u00e1c d\u1ee5ng ph\u00e1 v\u1ee1 \u0111\u1ea5t \u0111\u00e1, ph\u1ea7n n\u0103ng l\u01b0\u1ee3ng c\u00f2n l\u1ea1i t\u1ea1o ra c\u00e1c t\u00e1c \u0111\u1ed9ng kh\u00f4ng mong mu\u1ed1n: s\u00f3ng ch\u1ea5n \u0111\u1ed9ng, s\u00f3ng va \u0111\u1eadp kh\u00f4ng kh\u00ed, \u0111\u1ea5t \u0111\u00e1 v\u0103ng, h\u1eadu xung, b\u1ee5i v\u00e0 kh\u00ed \u0111\u1ed9c; trong \u0111\u00f3, s\u00f3ng ch\u1ea5n \u0111\u1ed9ng l\u00e0 th\u00e0nh ph\u1ea7n nguy hi\u1ec3m nh\u1ea5t v\u00e0 th\u01b0\u1eddng g\u1eb7p tr\u00ean m\u1ecf l\u1ed9 thi\u00ean. Ch\u1ea5n \u0111\u1ed9ng m\u1eb7t \u0111\u1ea5t \u0111\u01b0\u1ee3c \u0111\u1eb7c tr\u01b0ng b\u1edfi v\u1eadn t\u1ed1c dao \u0111\u1ed9ng c\u1ef1c tr\u1ecb (PPV, mm\/s). Trong nh\u1eefng n\u0103m qua, ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c nghi\u1ec7m c\u1ee7a Hoa K\u1ef3 v\u00e0 LB Nga \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 khoa h\u1ecdc c\u1ee7a Vi\u1ec7t Nam s\u1eed d\u1ee5ng \u0111\u1ec3 t\u00ednh to\u00e1n d\u1ef1 b\u00e1o ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn. Tuy nhi\u00ean, ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c nghi\u1ec7m n\u00e0y ch\u1ec9 xem x\u00e9t m\u1ed1i quan h\u1ec7 tuy\u1ebfn t\u00ednh gi\u1eefa kh\u1ed1i l\u01b0\u1ee3ng thu\u1ed1c n\u1ed5, kho\u1ea3ng c\u00e1ch \u0111o ch\u1ea5n \u0111\u1ed9ng v\u00e0 c\u00e1c h\u1eb1ng s\u1ed1 (c\u1ea5u tr\u00fac \u0111\u1ecba ch\u1ea5t khu v\u1ef1c). Trong khi \u0111\u00f3, c\u00f3 r\u1ea5t nhi\u1ec1u y\u1ebfu t\u1ed1 kh\u00e1c \u1ea3nh h\u01b0\u1edfng t\u1edbi ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn nh\u01b0: t\u00ednh ch\u1ea5t c\u01a1 l\u00fd \u0111\u1ea5t \u0111\u00e1, c\u00e1c th\u00f4ng s\u1ed1 khoan n\u1ed5 v\u1eabn ch\u01b0a \u0111\u01b0\u1ee3c xem x\u00e9t. Do \u0111\u00f3, m\u1ee9c \u0111\u1ed9 tin c\u1eady v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c nghi\u1ec7m th\u01b0\u1eddng kh\u00f4ng cao.<\/p>\n

Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (Artificial Intelligence – AI) v\u1edbi c\u00e1c thu\u1eadt to\u00e1n t\u1ed1i \u01b0u h\u00f3a c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c xem l\u00e0 gi\u1ea3i ph\u00e1p thay th\u1ebf ho\u00e0n h\u1ea3o trong d\u1ef1 b\u00e1o ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn. AI c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n PPV g\u1ea7n v\u1edbi k\u1ebft qu\u1ea3 \u0111o th\u1ef1c t\u1ebf khi t\u0103ng s\u1ed1 l\u01b0\u1ee3ng \u0111\u1ea7u v\u00e0o v\u00e0 t\u00ednh phi tuy\u1ebfn t\u00ednh. Vi\u1ec7c d\u1ef1 \u0111o\u00e1n ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn v\u1edbi \u0111\u1ed9 tin c\u1eady cao l\u00e0 c\u01a1 s\u1edf cho vi\u1ec7c \u0111\u1ec1 xu\u1ea5t ph\u01b0\u01a1ng ph\u00e1p t\u00ednh to\u00e1n c\u00e1c kho\u1ea3ng c\u00e1ch an to\u00e0n t\u1ea1i c\u00e1c v\u1ee5 n\u1ed5. \u0110\u1ed3ng th\u1eddi c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 \u0111\u1ec1 xu\u1ea5t gi\u1ea3m thi\u1ec3u ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn s\u1ebd c\u00f3 k\u1ebft qu\u1ea3 t\u00edch c\u1ef1c. V\u00ec v\u1eady, \u0111\u1ec1 t\u00e0i \u201cNghi\u00ean c\u1ee9u \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o d\u1ef1 b\u00e1o v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p gi\u1ea3m thi\u1ec3u \u1ea3nh h\u01b0\u1edfng s\u00f3ng ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn t\u1edbi c\u00e1c c\u00f4ng tr\u00ecnh xung quanh c\u00e1c m\u1ecf than l\u1ed9 thi\u00ean thu\u1ed9c TKV\u201c<\/strong><\/em> \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai nh\u1eb1m \u0111o \u0111\u1ea1c, x\u00e2y d\u1ef1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u d\u1ef1 b\u00e1o ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn; \u0111\u1ec1 xu\u1ea5t m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o d\u1ef1 b\u00e1o ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn ph\u00f9 h\u1ee3p cho c\u00e1c m\u1ecf than l\u1ed9 thi\u00ean thu\u1ed9c TKV; \u0111\u1ec1 xu\u1ea5t c\u00e1c gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p cho c\u00e1c m\u1ecf than l\u1ed9 thi\u00ean thu\u1ed9c TKV v\u00e0 s\u1eed d\u1ee5ng k\u1ebft qu\u1ea3 nghi\u00ean c\u1ee9u \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t s\u1eeda \u0111\u1ed5i Ph\u01b0\u01a1ng ph\u00e1p\/c\u00f4ng th\u1ee9c t\u00ednh kho\u1ea3ng c\u00e1ch an to\u00e0n s\u00f3ng ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn c\u1ee7a QCVN 01:2019\/BCT.<\/p>\n

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\u0110\u1ea1i di\u1ec7n Vi\u1ec7n Khoa h\u1ecdc C\u00f4ng ngh\u1ec7 M\u1ecf b\u00e1o c\u00e1o k\u1ebft qu\u1ea3 nghi\u00ean c\u1ee9u c\u1ee7a \u0110\u1ec1 t\u00e0i<\/em><\/p>\n

\u0110\u1ec1 t\u00e0i \u0111\u00e3 kh\u1ea3o s\u00e1t x\u00e2y d\u1ef1ng v\u1edbi 200 b\u1ed9 d\u1eef li\u1ec7u \u0111o t\u1ed1c \u0111\u1ed9 ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn t\u1ea1i c\u00e1c m\u1ecf than Cao S\u01a1n, Na D\u01b0\u01a1ng, Kh\u00e1nh H\u00f2a l\u00e0m c\u01a1 s\u1edf th\u1ef1c hi\u1ec7n l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 s\u1eed d\u1ee5ng 06 m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o: M\u00f4 h\u00ecnh M\u1ea1ng n\u01a1 ron nh\u00e2n t\u1ea1o (ANN), m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o Support Vector Machine (SVM), m\u00f4 h\u00ecnh lai, m\u00f4 h\u00ecnh Random Forest (RF), m\u00f4 h\u00ecnh D\u1ef1 b\u00e1o Regression, m\u00f4 h\u00ecnh \u0111\u1ed9 d\u1ed1c t\u0103ng c\u01b0\u1eddng c\u1ea5p cao (XGBoost) v\u00e0 m\u00f4 h\u00ecnh th\u1ef1c nghi\u1ec7m. C\u00e1c m\u00f4 h\u00ecnh AI c\u00f3 ch\u1ec9 s\u1ed1 hi\u1ec7u su\u1ea5t cao h\u01a1n nhi\u1ec1u so v\u1edbi m\u00f4 h\u00ecnh th\u1ef1c nghi\u1ec7m. V\u1edbi d\u1eef li\u1ec7u hi\u1ec7n c\u00f3 \u0111\u00e3 x\u00e1c \u0111\u1ecbnh m\u00f4 h\u00ecnh ANN-TH2 ph\u00f9 h\u1ee3p cho m\u1ecf Na D\u01b0\u01a1ng v\u00e0 Kh\u00e1nh H\u00f2a; m\u00f4 h\u00ecnh ANN- NA-TH2 ph\u00f9 h\u1ee3p cho m\u1ecf Cao S\u01a1n v\u1edbi ch\u1ec9 s\u1ed1 hi\u1ec7u xu\u1ea5t r\u1ea5t cao R2<\/sup> = 0,8-0,82.<\/p>\n

T\u1eeb c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn cho c\u00e1c m\u1ecf \u0110\u1ec1 t\u00e0i \u0111\u00e3 x\u00e2y d\u1ef1ng modul x\u00e1c \u0111\u1ecbnh PPV ph\u00f9 h\u1ee3p h\u1ee3p cho t\u1eebng m\u1ecf v\u00e0 c\u00f4ng th\u1ee9c x\u00e1c \u0111\u1ecbnh PPV theo c\u00e1c y\u1ebfu t\u1ed1 \u0111\u1ea7u v\u00e0o, gi\u00fap c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd, \u0111\u01a1n v\u1ecb s\u1ea3n xu\u1ea5t d\u1ec5 d\u00e0ng l\u1ef1a ch\u1ecdn kh\u1ed1i l\u01b0\u1ee3ng thu\u1ed1c n\u1ed5, c\u00e1c th\u00f4ng s\u1ed1 khoan n\u1ed5 ph\u00f9 h\u1ee3p \u0111\u1ea3m b\u1ea3o an to\u00e0n ch\u1ea5n \u0111\u1ed9ng cho c\u00f4ng tr\u00ecnh.<\/p>\n

K\u1ebft qu\u1ea3 nghi\u00ean c\u1ee9u c\u1ee7a \u0110\u1ec1 t\u00e0i l\u00e0 c\u01a1 s\u1edf \u0111\u1ec3 T\u1eadp \u0111o\u00e0n TKV xem x\u00e9t ch\u1ec9 \u0111\u1ea1o \u00e1p d\u1ee5ng cho c\u00e1c m\u1ecf than l\u1ed9 thi\u00ean c\u00f3 \u0111i\u1ec1u ki\u1ec7n t\u01b0\u01a1ng t\u1ef1, g\u00f3p ph\u1ea7n khai th\u00e1c t\u1ed1i \u0111a t\u00e0i nguy\u00ean, n\u00e2ng cao m\u1ee9c \u0111\u1ed9 an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3 khai th\u00e1c.\/.<\/p>\n

\u0110.L<\/em><\/strong><\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

Ng\u00e0y 10\/01\/2025, H\u1ed9i \u0111\u1ed3ng Khoa h\u1ecdc C\u00f4ng ngh\u1ec7 T\u1eadp \u0111o\u00e0n C\u00f4ng nghi\u1ec7p Than – Kho\u00e1ng s\u1ea3n Vi\u1ec7t Nam (T\u1eadp \u0111o\u00e0n TKV) t\u1ed5 ch\u1ee9c H\u1ed9i ngh\u1ecb nghi\u1ec7m thu \u0111\u1ec1\u00a0t\u00e0i \u201cNghi\u00ean c\u1ee9u \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o d\u1ef1 b\u00e1o v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p gi\u1ea3m thi\u1ec3u \u1ea3nh h\u01b0\u1edfng s\u00f3ng ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn t\u1edbi c\u00e1c c\u00f4ng […]<\/p>\n","protected":false},"author":3,"featured_media":125652,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[37],"tags":[],"yoast_head":"\nH\u1ed9i ngh\u1ecb nghi\u1ec7m thu \u0111\u1ec1 t\u00e0i \u201cNghi\u00ean c\u1ee9u \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o d\u1ef1 b\u00e1o v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p gi\u1ea3m thi\u1ec3u \u1ea3nh h\u01b0\u1edfng s\u00f3ng ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn t\u1edbi c\u00e1c c\u00f4ng tr\u00ecnh xung quanh c\u00e1c m\u1ecf than l\u1ed9 thi\u00ean thu\u1ed9c TKV\u201d - Vi\u1ec7n Khoa h\u1ecdc C\u00f4ng ngh\u1ec7 M\u1ecf - Vinacomin<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/imsat.vn\/?p=125651\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"H\u1ed9i ngh\u1ecb nghi\u1ec7m thu \u0111\u1ec1 t\u00e0i \u201cNghi\u00ean c\u1ee9u \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o d\u1ef1 b\u00e1o v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p gi\u1ea3m thi\u1ec3u \u1ea3nh h\u01b0\u1edfng s\u00f3ng ch\u1ea5n \u0111\u1ed9ng n\u1ed5 m\u00ecn t\u1edbi c\u00e1c c\u00f4ng tr\u00ecnh xung quanh c\u00e1c m\u1ecf than l\u1ed9 thi\u00ean thu\u1ed9c 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