{"id":2137,"date":"2023-02-27T16:04:58","date_gmt":"2023-02-27T09:04:58","guid":{"rendered":"https:\/\/bespika.com\/?p=2137"},"modified":"2023-02-28T09:41:32","modified_gmt":"2023-02-28T02:41:32","slug":"vpi-phat-trien-san-pham-du-lieu","status":"publish","type":"post","link":"https:\/\/bespika.com\/vpi-phat-trien-san-pham-du-lieu\/","title":{"rendered":"nỏ hu ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m d\u1eef li\u1ec7u"},"content":{"rendered":"

Ng\u00e0y 27\/2\/2023, Vi\u1ec7n D\u1ea7u kh\u00ed Vi\u1ec7t Nam (nỏ hu ) \u0111\u00e3 trao t\u1eb7ng ph\u1ea7n th\u01b0\u1edfng cho 5 gi\u1ea3i Nh\u1ea5t trong ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u1edbi ch\u1ee7 \u0111\u1ec1 \u201cThanh ni\u00ean nỏ hu ti\u00ean phong trong s\u00e1ng t\u1ea1o s\u1ea3n ph\u1ea9m d\u1eef li\u1ec7u\u201d.<\/em><\/strong><\/p>\n

nỏ hu \u0111\u00e3 trao t\u1eb7ng 5 m\u00e1y t\u00ednh Macbook Air M1 t\u1ea1i v\u1ecb tr\u00ed l\u00e0m vi\u1ec7c cho 5 \u0111o\u00e0n vi\u00ean c\u00f3 s\u1ea3n ph\u1ea9m d\u1eef li\u1ec7u \u0111\u1ea1t gi\u1ea3i Nh\u1ea5t trong ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u1ee7a nỏ hu v\u1edbi ch\u1ee7 \u0111\u1ec1 \u201cThanh ni\u00ean nỏ hu ti\u00ean phong trong s\u00e1ng t\u1ea1o s\u1ea3n ph\u1ea9m d\u1eef li\u1ec7u\u201d. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o k\u00e9o d\u00e0i h\u01a1n 2 th\u00e1ng \u0111\u00e3 cung c\u1ea5p ki\u1ebfn th\u1ee9c v\u1ec1 xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n c\u1ee7a th\u1ecb tr\u01b0\u1eddng ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u00e1c ngu\u1ed3n v\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u, c\u00e1c ph\u01b0\u01a1ng ph\u00e1p v\u00e0 k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch d\u1eef li\u1ec7u; t\u1eeb \u0111\u00f3 \u1ee9ng d\u1ee5ng v\u00e0o c\u00e1c c\u00f4ng vi\u1ec7c \u0111ang tri\u1ec3n khai, g\u00f3p ph\u1ea7n n\u00e2ng cao n\u0103ng l\u1ef1c chuy\u00ean m\u00f4n v\u00e0 lan t\u1ecfa n\u00e9t v\u0103n h\u00f3a \u201cT\u1ef1 h\u1ecdc h\u1ecfi, t\u1ef1 ho\u00e0n thi\u1ec7n b\u1ea3n th\u00e2n\u201d.<\/p>\n

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\u0110\u1ea1i di\u1ec7n Ban t\u1ed5 ch\u1ee9c ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o trao ph\u1ea7n th\u01b0\u1edfng 3 \u0111o\u00e0n vi\u00ean \u0111\u1ea1t gi\u1ea3i Nh\u1ea5t t\u1ea1i khu v\u1ef1c H\u00e0 N\u1ed9i g\u1ed3m Tr\u1ea7n Xu\u00e2n Qu\u00fd, Nguy\u1ec5n Th\u1ecb Thanh, Tr\u1ea7n \u0110\u0103ng T\u00fa (t\u1eeb tr\u00e1i sang ph\u1ea3i)\u00a0<\/em><\/p>\n

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\u0110\u1ea1i di\u1ec7n Ban t\u1ed5 ch\u1ee9c ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o trao ph\u1ea7n th\u01b0\u1edfng cho 2\u00a0\u0111o\u00e0n vi\u00ean \u0111\u1ea1t gi\u1ea3i Nh\u1ea5t t\u1ea1i tp. H\u1ed3 Ch\u00ed Minh\u00a0g\u1ed3m Tr\u01b0\u01a1ng V\u0103n Nh\u00e2n, Nguy\u1ec5n Th\u1ecb Thanh Ng\u00e0 (t\u1eeb tr\u00e1i sang ph\u1ea3i)\u00a0<\/em><\/p>\n

C\u00e1c \u00fd t\u01b0\u1edfng, s\u1ea3n ph\u1ea9m d\u1eef li\u1ec7u \u0111\u1ea1t gi\u1ea3i l\u00e0 c\u00e1c ph\u01b0\u01a1ng \u00e1n, gi\u1ea3i ph\u00e1p s\u00e1ng t\u1ea1o h\u1ed7 tr\u1ee3 gi\u1ea3i quy\u1ebft nh\u1eefng t\u1ed3n t\u1ea1i, kh\u00f3 kh\u0103n trong c\u00f4ng vi\u1ec7c chuy\u00ean m\u00f4n c\u1ee7a c\u00e1c \u0111o\u00e0n vi\u00ean \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng th\u00f4ng qua ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u00f9ng v\u1edbi s\u1ef1 h\u01b0\u1edbng d\u1eabn, h\u1ed7 tr\u1ee3 v\u00e0 g\u00f3p \u00fd c\u1ee7a c\u00e1c chuy\u00ean gia nỏ hu (TS. Phan Ng\u1ecdc Trung, TS. Nguy\u1ec5n H\u1ed3ng Minh, TS. Nguy\u1ec5n H\u1eefu L\u01b0\u01a1ng, ThS. Nguy\u1ec5n Ph\u01b0\u01a1ng Th\u1ee7y), B\u1ed9 ph\u1eadn Ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 B\u1ed9 ph\u1eadn N\u1eafm th\u1ecb tr\u01b0\u1eddng c\u1ee7a nỏ hu . \u0110\u01b0\u1ee3c ch\u1ecdn l\u1ecdc t\u1eeb 11 s\u1ea3n ph\u1ea9m c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1t nh\u1ea5t trong ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o, 5 s\u1ea3n ph\u1ea9m \u0111\u1ea1i gi\u1ea3i Nh\u1ea5t s\u1ebd \u0111\u01b0\u1ee3c nỏ hu \u0111\u1ea7u t\u01b0 ph\u00e1t tri\u1ec3n trong th\u1eddi gian t\u1edbi. C\u1ee5 th\u1ec3:<\/p>\n

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  1. \u1ee8ng d\u1ee5ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python \u0111\u1ec3 hi\u1ec7u ch\u1ec9nh (normalization) \u0111\u01b0\u1eddng Gamma ray (GR) trong \u0111\u1ecba v\u1eadt l\u00fd gi\u1ebfng khoan (\u0111o\u00e0n vi\u00ean Nguy\u1ec5n Th\u1ecb Thanh)<\/li>\n<\/ol>\n

    Hi\u1ec7u ch\u1ec9nh (normalization) \u0111\u01b0\u1eddng gamma ray (GR) trong \u0111\u1ecba v\u1eadt l\u00fd gi\u1ebfng khoan l\u00e0 r\u1ea5t c\u1ea7n thi\u1ebft khi c\u00f3 s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 d\u1ea3i gi\u00e1 tr\u1ecb ho\u1eb7c scale c\u1ee7a c\u00e1c \u0111\u01b0\u1eddng GR do sai s\u1ed1 v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt c\u1ee7a thi\u1ebft b\u1ecb \u0111o, s\u1ef1 kh\u00e1c nhau v\u1ec1 qu\u00e1 tr\u00ecnh hi\u1ec7u ch\u1ec9nh \u1ea3nh h\u01b0\u1edfng m\u00f4i tr\u01b0\u1eddng gi\u1ebfng l\u00ean gi\u00e1 tr\u1ecb \u0111o, \u0111\u01b0\u1eddng GR \u0111\u01b0\u1ee3c \u0111o b\u1eb1ng nh\u1eefng tool kh\u00e1c nhau, thi\u1ebft b\u1ecb c\u1ee7a nhi\u1ec1u c\u00f4ng ty kh\u00e1c nhau, ho\u1eb7c c\u00e1c lo\u1ea1i thi\u1ebft b\u1ecb thay \u0111\u1ed5i theo th\u1eddi gian\u2026\u00a0T\u00e1c gi\u1ea3 \u0111\u00e3 \u1ee9ng d\u1ee5ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python \u0111\u1ec3 t\u1ea1o c\u00f4ng c\u1ee5 hi\u1ec7u ch\u1ec9nh t\u1ef1 \u0111\u1ed9ng \u0111\u01b0\u1eddng GR, \u00e1p d\u1ee5ng th\u1eed nghi\u1ec7m cho 9 gi\u1ebfng khoan trong khu v\u1ef1c m\u1ecf S\u01b0 T\u1eed \u0110en, L\u00f4 15-1, b\u1ec3 C\u1eedu Long. C\u00f4ng c\u1ee5 n\u00e0y gi\u00fap cho ng\u01b0\u1eddi minh gi\u1ea3i ti\u1ebft ki\u1ec7m th\u1eddi gian khi c\u00f3 th\u1ec3 ti\u1ebfn h\u00e0nh cho nhi\u1ec1u gi\u1ebfng khoan c\u00f9ng m\u1ed9t l\u00fac, thu\u1eadn ti\u1ec7n h\u01a1n trong vi\u1ec7c ki\u1ec3m tra d\u1eef li\u1ec7u, ph\u00e1t hi\u1ec7n c\u00e1c gi\u00e1 tr\u1ecb d\u1ecb th\u01b0\u1eddng, c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c linh ho\u1ea1t h\u01a1n tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng web m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn c\u00e1c ph\u1ea7n m\u1ec1m chuy\u00ean ng\u00e0nh. B\u00ean c\u1ea1nh \u0111\u00f3, s\u1ea3n ph\u1ea9m c\u0169ng d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p th\u00e0nh tool \u0111i k\u00e8m ho\u1eb7c th\u00e0nh c\u00e1c b\u01b0\u1edbc chu\u1ea9n b\u1ecb t\u00e0i li\u1ec7u cho nh\u1eefng c\u00f4ng vi\u1ec7c v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng kh\u00e1c. Trong th\u1eddi gian t\u1edbi, t\u00e1c gi\u1ea3 s\u1ebd ti\u1ebfp t\u1ee5c ho\u00e0n thi\u1ec7n th\u00eam c\u00e1c t\u00ednh n\u0103ng kh\u00e1c c\u1ee7a s\u1ea3n ph\u1ea9m, k\u1ebft h\u1ee3p s\u1ea3n ph\u1ea9m v\u1edbi c\u00e1c nghi\u00ean c\u1ee9u chuy\u00ean s\u00e2u kh\u00e1c v\u00ed d\u1ee5 log conditioning, chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u cho li\u00ean k\u1ebft gi\u1ebfng khoan t\u1ef1 \u0111\u1ed9ng, minh gi\u1ea3i t\u1ef1 \u0111\u1ed9ng b\u1eb1ng AI\/ML\u2026<\/p>\n

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    1. \u202fX\u00e2y d\u1ef1ng c\u00f4ng c\u1ee5 d\u1ef1 b\u00e1o s\u1ea3n l\u01b0\u1ee3ng khai th\u00e1c d\u1ea7u s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u d\u1ef1a tr\u00ean c\u01a1 ch\u1ebf ch\u00fa \u00fd cho \u0111\u1ed1i t\u01b0\u1ee3ng m\u00f3ng n\u1ee9t n\u1ebb v\u00f2m Trung t\u00e2m, m\u1ecf B\u1ea1ch H\u1ed5\u202f(\u0111o\u00e0n vi\u00ean Tr\u1ea7n \u0110\u0103ng T\u00fa)<\/li>\n<\/ol>\n

      \u0110\u1ed1i t\u01b0\u1ee3ng m\u00f3ng c\u00f3 \u0111\u1eb7c \u0111i\u1ec3m \u0111\u1ecba ch\u1ea5t ph\u1ee9c t\u1ea1p, do \u0111\u00f3, ng\u01b0\u1eddi \u0111i\u1ec1u h\u00e0nh m\u1ecf \u0111\u00e3 th\u1ef1c hi\u1ec7n nhi\u1ec1u c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u1eb1m duy tr\u00ec s\u1ea3n l\u01b0\u1ee3ng khai th\u00e1c nh\u01b0 b\u01a1m \u00e9p n\u01b0\u1edbc, c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u1ecba k\u0129 thu\u1eadt, khoan \u0111an d\u00e0y… v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 t\u1eeb c\u00e1c c\u00f4ng c\u1ee5 truy\u1ec1n th\u1ed1ng nh\u01b0: m\u00f4 ph\u1ecfng s\u1ed1 v\u00e0 ph\u00e2n t\u00edch \u0111\u01b0\u1eddng cong suy gi\u1ea3m. Tuy nhi\u00ean, hi\u1ec7u qu\u1ea3 d\u1ef1 b\u00e1o khai th\u00e1c t\u1eeb c\u00e1c ph\u01b0\u01a1ng ph\u00e1p n\u00e0y v\u1eabn t\u1ed3n t\u1ea1i nhi\u1ec1u h\u1ea1n ch\u1ebf v\u00e0 \u0111\u1ed9 tin c\u1eady ch\u01b0a cao. \u0110\u1ec3 kh\u1eafc ph\u1ee5c c\u00e1c nh\u01b0\u1ee3c \u0111i\u1ec3m n\u00e0y, t\u00e1c gi\u1ea3 \u0111\u00e3 x\u00e2y d\u1ef1ng c\u00f4ng c\u1ee5 d\u1ef1 b\u00e1o s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u d\u1ef1a tr\u00ean c\u01a1 ch\u1ebf ch\u00fa \u00fd. K\u1ebft qu\u1ea3 ban \u0111\u1ea7u khi s\u1eed d\u1ee5ng 1 thu\u1eadt to\u00e1n d\u1ef1a tr\u00ean c\u01a1 ch\u1ebf ch\u00fa \u00fd cho sai s\u1ed1 ~10,7%, d\u1ef1 b\u00e1o s\u1ea3n l\u01b0\u1ee3ng khai th\u00e1c d\u1ea7u d\u1ef1a tr\u00ean d\u1eef li\u1ec7u khai th\u00e1c trong qu\u00e1 kh\u1ee9 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ea1t tr\u00ean 70%. Vi\u1ec7c \u1ee9ng d\u1ee5ng c\u01a1 ch\u1ebf ch\u00fa \u00fd \u0111\u1ec3 \u0111\u00e1nh tr\u1ecdng s\u1ed1 c\u1ee7a c\u00e1c d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00f3 th\u1ec3 gi\u00fap n\u00e2ng cao kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o v\u00e0 t\u00e1c gi\u00e1 k\u00ec v\u1ecdng khi th\u1eed nghi\u1ec7m, t\u1ed1i \u01b0u c\u00e1c thu\u1eadt to\u00e1n d\u1ef1a tr\u00ean c\u01a1 ch\u1ebf ch\u00fa \u00fd c\u00f3 th\u1ec3 cho sai s\u1ed1 < 8%.<\/p>\n

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      1. Ch\u1ec9 s\u1ed1 hydrogen Vi\u1ec7t Nam (VN\u2019s Hydrogen Index) (\u0111o\u00e0n vi\u00ean Tr\u01b0\u01a1ng V\u0103n Nh\u00e2n\u202f)<\/li>\n<\/ol>\n

        Ch\u1ec9 s\u1ed1 hydrogen Vi\u1ec7t Nam (Hydrogen Index) l\u00e0 ch\u1ec9 s\u1ed1 th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng th\u00e2m nh\u1eadp th\u1ecb tr\u01b0\u1eddng hydrogen s\u1ea1ch \u1edf Vi\u1ec7t Nam. Ch\u1ec9 s\u1ed1 c\u00e0ng l\u1edbn th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng th\u00e2m nh\u1eadp th\u1ecb tr\u01b0\u1eddng v\u00e0 m\u1ee9c \u0111\u1ed9 ph\u00e1t tri\u1ec3n c\u1ee7a l\u0129nh v\u1ef1c hydrogen c\u00e0ng l\u1edbn. \u0110\u1ed3ng th\u1eddi, c\u0169ng th\u1ec3 hi\u1ec7n so s\u00e1nh kh\u1ea3 n\u0103ng th\u00e2m nh\u1eadp gi\u1eefa 2 lo\u1ea1i hydrogen s\u1ea1ch (Blue v\u00e0 Green hydrogen) \u0111\u1ec3 th\u1ea5y \u0111\u01b0\u1ee3c lo\u1ea1i n\u00e0o \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 t\u1ed1t h\u01a1n t\u1ea1i th\u1eddi \u0111i\u1ec3m l\u1ef1a ch\u1ecdn. Th\u00f4ng tin s\u1ea3n ph\u1ea9m mang l\u1ea1i kh\u00f4ng ch\u1ec9 li\u00ean quan \u0111\u1ebfn ch\u1ec9 s\u1ed1 hydrogen Vi\u1ec7t Nam m\u00e0 c\u00f2n m\u1ed9t s\u1ed1 th\u00f4ng tin c\u01a1 b\u1ea3n kh\u00e1c nh\u01b0 v\u1ec1 th\u1ecb tr\u01b0\u1eddng, c\u00e1c d\u1ef1 \u00e1n hydrogen Vi\u1ec7t Nam, LCOH\u2026 S\u1ea3n ph\u1ea9m n\u00e0y c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng cho nhi\u1ec1u kh\u00e1ch h\u00e0ng kh\u00e1c nhau nh\u01b0 \u0111\u1ec3 t\u01b0 v\u1ea5n cho kh\u00e1ch hang, n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c t\u00ecnh h\u00ecnh ph\u00e1t tri\u1ec3n l\u0129nh v\u1ef1c hydrogen s\u1ea1ch \u1edf Vi\u1ec7t Nam v\u00e0 h\u1ed7 tr\u1ee3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ea7u t\u01b0 l\u1ef1a ch\u1ecdn \u0111\u00fang lo\u1ea1i hydrogen s\u1ea1ch<\/p>\n

          \n
        1. T\u1ed1i \u01b0u h\u00f3a (tr\u1ef1c quan d\u1eef li\u1ec7u) d\u1eef li\u1ec7u hi\u1ec7n c\u00f3 t\u1ea1i ph\u00f2ng th\u00ed nghi\u1ec7m; d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng c\u00e1c th\u00f4ng s\u1ed1 th\u1ec3 hi\u1ec7n \u0111\u1ed9 gi\u00e0u v\u1eadt ch\u1ea5t h\u1eefu c\u01a1 v\u00e0 m\u1ee9c \u0111\u1ed9 tr\u01b0\u1edfng th\u00e0nh nhi\u1ec7t (TOC, S2, Tmax, Ro) cho c\u00e1c \u0111\u1ed9 s\u00e2u mong mu\u1ed1n\u202f(\u0111o\u00e0n vi\u00ean Nguy\u1ec5n Th\u1ecb Thanh Ng\u00e0)<\/li>\n<\/ol>\n

          Gi\u1ea3i ph\u00e1p n\u00e0y h\u1ed7 tr\u1ee3 cho l\u0129nh v\u1ef1c th\u0103m d\u00f2 trong c\u00f4ng t\u00e1c t\u1ef1 \u0111\u1ed9ng \u0111\u1ecdc v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o; x\u1eed l\u00fd t\u1ef1 \u0111\u1ed9ng d\u1eef li\u1ec7u th\u00f4 (\u0111\u1ed9 s\u00e2u v\u00e0 \u0111\u1ecba t\u1ea7ng; k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch th\u1ea1ch h\u1ecdc v\u00e0 c\u00e1c ch\u1ec9 ti\u00eau \u0111\u1ecba h\u00f3a); d\u1ef1 b\u00e1o xu h\u01b0\u1edbng c\u00e1c th\u00f4ng s\u1ed1 th\u1ec3 hi\u1ec7n \u0111\u1ed9 gi\u00e0u v\u1eadt ch\u1ea5t h\u1eefu c\u01a1 v\u00e0 m\u1ee9c \u0111\u1ed9 tr\u01b0\u1edfng th\u00e0nh nhi\u1ec7t; bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u b\u1eb1ng bi\u1ec3u \u0111\u1ed3 v\u00e0 h\u00ecnh \u1ea3nh m\u00f4 ph\u1ecfng th\u1ec3 hi\u1ec7n c\u00e1c th\u00f4ng s\u1ed1 cho gi\u1ebfng khoan. Sau khi \u0111\u01b0\u1ee3c x\u1eed l\u00fd s\u01a1 b\u1ed9 b\u1eb1ng excel, d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c x\u1eed l\u00fd chuy\u00ean s\u00e2u b\u1eb1ng Python\u2013 Jupyter note b\u1eb1ng c\u00e1c th\u01b0 vi\u1ec7n Pandas, Numpy cho vi\u1ec7c n\u1ea1p v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u;\u202fPandas_profiling \u0111\u1ec3 ph\u00e2n t\u00edch kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u (EDA- Exploratory Data Analysis); Matplotlib, Seaborn nh\u1eb1m tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u;\u202fx\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n b\u1eb1ng ph\u01b0\u01a1ng ph\u00e1p x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh machine learning b\u1eb1ng Scikit-learn, Tensorflow\u202f\u0111\u1ec3 d\u1ef1 b\u00e1o k\u1ebft qu\u1ea3 cho khu v\u1ef1c kh\u00f4ng l\u1ea5y m\u1eabu ph\u00e2n t\u00edch ho\u1eb7c m\u1eabu b\u1ecb nhi\u1ec5m b\u1ea9n n\u1eb7ng.\u202fVi\u1ec7c ph\u00e2n t\u00edch m\u1eabu t\u1ea1i ph\u00f2ng th\u00ed nghi\u1ec7m k\u1ebft h\u1ee3p vi\u1ec7c s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 t\u0103ng t\u00ednh ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 tin c\u1eady trong d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch m\u1eabu gi\u1ebfng khoan. S\u1ea3n ph\u1ea9m hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c nghi\u00ean c\u1ee9u\u202fc\u1ea3i thi\u1ec7n ch\u1ee9c n\u0103ng\u202ft\u1ef1 \u0111\u1ed9ng ho\u00e1 qu\u00e1 tr\u00ecnh ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o v\u00e0 t\u1ed1i \u01b0u ho\u00e1 m\u00f4 h\u00ecnh\u202fmachine learning t\u0103ng \u0111\u1ed9 tin c\u1eady v\u00e0 gi\u00e1 tr\u1ecb s\u1eed d\u1ee5ng c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n

            \n
          1. B\u1ea3n \u0111\u1ed3 h\u00f3a c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u\u202f(\u0111o\u00e0n vi\u00ean Tr\u1ea7n Xu\u00e2n Qu\u00fd)<\/li>\n<\/ol>\n

            Hi\u1ec7n nay, c\u00f4ng t\u00e1c ph\u00e2n t\u00edch, \u0111\u00e1nh gi\u00e1 \u0111\u1ed9ng th\u00e1i khai th\u00e1c m\u1ecf ch\u1ee7 y\u1ebfu s\u1eed d\u1ee5ng b\u1ea3ng bi\u1ec3u v\u00e0 d\u1ea1ng h\u00ecnh v\u1ebd \u0111\u01a1n gi\u1ea3n cho t\u1eebng gi\u1ebfng khoan, do \u0111\u00f3, vi\u1ec7c x\u00e1c \u0111\u1ecbnh ph\u00e2n b\u1ed1, xu h\u01b0\u1edbng \u0111\u1ed9ng th\u00e1i khu v\u1ef1c g\u1eb7p kh\u00f3 kh\u0103n. S\u1ea3n ph\u1ea9m n\u00e0y \u0111\u00e3 x\u00e2y d\u1ef1ng \u0111\u01b0\u1ee3c c\u00e1c b\u1ea3n \u0111\u1ed3 nh\u01b0 b\u1ea3n \u0111\u1ed3 ng\u1eadp n\u01b0\u1edbc (b\u1ea3n \u0111\u1ed3 \u0111\u1ed9 b\u00e3o h\u00f2a n\u01b0\u1edbc); b\u1ea3n \u0111\u1ed3 l\u01b0u l\u01b0\u1ee3ng khai th\u00e1c (d\u1ea1ng b\u1ecdt). Trong th\u1eddi gian t\u1edbi, s\u1ea3n ph\u1ea9m s\u1ebd \u0111\u01b0\u1ee3c b\u1ed5 sung th\u00eam c\u00e1c th\u00f4ng tin (l\u01b0u l\u01b0\u1ee3ng n\u01b0\u1edbc, l\u01b0u l\u01b0\u1ee3ng d\u1ea7u), t\u00edch h\u1ee3p b\u1ea3n \u0111\u1ed3 \u0111\u1ecba ch\u1ea5t (fault, contour) \u0111\u1ec3 d\u1ec5 theo d\u00f5i v\u00e0 qu\u1ea3n l\u00fd c\u0169ng nh\u01b0 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng v\u1edbi kh\u1ea3 n\u0103ng thao t\u00e1c tr\u1ef1c ti\u1ebfp tr\u00ean b\u1ea3n \u0111\u1ed3.\u202fB\u00ean c\u1ea1nh \u0111\u00f3, v\u1ecb tr\u00ed gi\u1ebfng khoan c\u0169ng s\u1ebd t\u01b0\u01a1ng \u1ee9ng v\u1edbi v\u1ecb tr\u00ed b\u1eaft g\u1eb7p t\u1ea7ng s\u1ea3n ph\u1ea9m.<\/p>\n

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

            Ng\u00e0y 27\/2\/2023, Vi\u1ec7n D\u1ea7u kh\u00ed Vi\u1ec7t Nam (nỏ hu ) \u0111\u00e3 trao t\u1eb7ng ph\u1ea7n th\u01b0\u1edfng cho 5 gi\u1ea3i Nh\u1ea5t trong ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u1edbi ch\u1ee7 \u0111\u1ec1 \u201cThanh ni\u00ean nỏ hu ti\u00ean phong trong s\u00e1ng t\u1ea1o s\u1ea3n ph\u1ea9m d\u1eef li\u1ec7u\u201d. nỏ hu \u0111\u00e3 trao t\u1eb7ng 5 m\u00e1y t\u00ednh Macbook Air M1 t\u1ea1i v\u1ecb tr\u00ed l\u00e0m vi\u1ec7c cho 5 \u0111o\u00e0n […]<\/p>\n","protected":false},"author":13,"featured_media":2139,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[2,3,4],"tags":[47,340,318,341,339,148,21],"acf":[],"_links":{"self":[{"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/posts\/2137"}],"collection":[{"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/comments?post=2137"}],"version-history":[{"count":2,"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/posts\/2137\/revisions"}],"predecessor-version":[{"id":2142,"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/posts\/2137\/revisions\/2142"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/media\/2139"}],"wp:attachment":[{"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/media?parent=2137"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/categories?post=2137"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bespika.com\/wp-json\/wp\/v2\/tags?post=2137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}