M\u00f4 ph\u1ecfng d\u00f2ng ch\u1ea3y ch\u1ea5t l\u1ecfng l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 h\u00e0ng kh\u00f4ng, h\u00f3a h\u1ecdc ho\u1eb7c m\u00f4i tr\u01b0\u1eddng. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng, m\u1eb7c d\u00f9 hi\u1ec7u qu\u1ea3, v\u1eabn g\u1eb7p h\u1ea1n ch\u1ebf tr\u01b0\u1edbc s\u1ef1 ph\u1ee9c t\u1ea1p ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a c\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f4ng nghi\u1ec7p. Ch\u00fang th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi c\u00e1c ph\u00e9p t\u00ednh n\u1eb7ng n\u1ec1, chuy\u00ean m\u00f4n s\u00e2u v\u00e0 g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c m\u00f4 h\u00ecnh h\u00f3a c\u00e1c hi\u1ec7n t\u01b0\u1ee3ng nh\u01b0 r\u1ed1i lo\u1ea1n ho\u1eb7c t\u01b0\u01a1ng t\u00e1c gi\u1eefa nhi\u1ec1u pha. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn, hi\u1ec7n nay m\u1edf ra nh\u1eefng tri\u1ec3n v\u1ecdng m\u1edbi \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u00f4 ph\u1ecfng n\u00e0y.<\/p>\n
C\u00e1c m\u00f4 h\u00ecnh n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p v\u00e0 t\u1ea1o ra c\u00e1c d\u1ef1 \u0111o\u00e1n theo th\u1eddi gian th\u1ef1c. V\u00ed d\u1ee5, ch\u00fang c\u00f3 th\u1ec3 d\u1ef1 b\u00e1o h\u00e0nh vi c\u1ee7a ch\u1ea5t l\u1ecfng trong \u0111\u01b0\u1eddng \u1ed1ng ho\u1eb7c c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh r\u1ed1i lo\u1ea1n b\u1eb1ng c\u00e1ch d\u1ef1a tr\u00ean d\u1eef li\u1ec7u t\u1eeb c\u00e1c m\u00f4 ph\u1ecfng chi ti\u1ebft. \u0110i\u1ec3m m\u1ea1nh c\u1ee7a ch\u00fang n\u1eb1m \u1edf kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c th\u00f4ng tin \u0111a d\u1ea1ng, nh\u01b0 c\u00e1c ch\u1ec9 d\u1eabn b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ho\u1eb7c l\u1ecbch s\u1eed thi\u1ebft k\u1ebf, gi\u00fap ti\u1ebfp c\u1eadn tr\u1ef1c quan v\u00e0 d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n.<\/p>\n
Trong l\u0129nh v\u1ef1c t\u1ed1i \u01b0u h\u00f3a, c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn h\u1ed7 tr\u1ee3 vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh c\u00e1c tham s\u1ed1 m\u00f4 ph\u1ecfng, thi\u1ebft k\u1ebf c\u00e1c h\u00ecnh d\u1ea1ng h\u00ecnh h\u1ecdc t\u1ed1i \u01b0u ho\u1eb7c \u0111i\u1ec1u ch\u1ec9nh c\u00e1c \u0111i\u1ec1u ki\u1ec7n v\u1eadn h\u00e0nh. Nh\u1edd \u0111\u00f3, ch\u00fang gi\u1ea3m chi ph\u00ed v\u00e0 t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh, trong khi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p c\u1ed5 \u0111i\u1ec3n nh\u01b0 thu\u1eadt to\u00e1n di truy\u1ec1n \u0111\u00f2i h\u1ecfi nhi\u1ec1u th\u1eddi gian v\u00e0 chuy\u00ean m\u00f4n. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c m\u00f4 h\u00ecnh n\u00e0y v\u1edbi c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y, vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a c\u00e1c thi\u1ebft b\u1ecb nh\u01b0 c\u00e1nh m\u00e1y bay ho\u1eb7c l\u00f2 ph\u1ea3n \u1ee9ng h\u00f3a h\u1ecdc tr\u1edf n\u00ean kh\u1ea3 thi, t\u00ecm ra s\u1ef1 c\u00e2n b\u1eb1ng gi\u1eefa nhi\u1ec1u m\u1ee5c ti\u00eau m\u00e2u thu\u1eabn.<\/p>\n
T\u1ef1 \u0111\u1ed9ng h\u00f3a m\u00f4 ph\u1ecfng l\u00e0 m\u1ed9t \u01b0u \u0111i\u1ec3m l\u1edbn kh\u00e1c. Nh\u1edd giao di\u1ec7n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, c\u00e1c m\u00f4 h\u00ecnh n\u00e0y gi\u00fap c\u1ea5u h\u00ecnh t\u1ef1 \u0111\u1ed9ng c\u00e1c tham s\u1ed1 ban \u0111\u1ea7u, t\u1ea1o l\u01b0\u1edbi ho\u1eb7c ch\u1ecdn c\u00e1c b\u1ed9 gi\u1ea3i th\u00edch h\u1ee3p. C\u00e1c framework nh\u01b0 OpenFOAMGPT ho\u1eb7c MetaOpenFOAM minh h\u1ecda cho b\u01b0\u1edbc ti\u1ebfn n\u00e0y b\u1eb1ng c\u00e1ch cho ph\u00e9p th\u1ef1c hi\u1ec7n \u0111\u1ea7y \u0111\u1ee7 c\u00e1c m\u00f4 ph\u1ecfng v\u1edbi \u00edt s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi h\u01a1n. Tuy nhi\u00ean, vi\u1ec7c \u00e1p d\u1ee5ng ch\u00fang v\u1eabn \u0111\u1eb7t ra nh\u1eefng th\u00e1ch th\u1ee9c, \u0111\u1eb7c bi\u1ec7t v\u1ec1 \u0111\u1ed9 tin c\u1eady v\u1eadt l\u00fd v\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi c\u00e1c r\u00e0ng bu\u1ed9c th\u1ef1c t\u1ebf c\u1ee7a k\u1ef9 s\u01b0.<\/p>\n
\u0110\u1ec3 v\u01b0\u1ee3t qua nh\u1eefng tr\u1edf ng\u1ea1i n\u00e0y, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111ang kh\u00e1m ph\u00e1 c\u00e1c h\u01b0\u1edbng ti\u1ebfp c\u1eadn nh\u01b0 t\u00edch h\u1ee3p ki\u1ebfn th\u1ee9c v\u1eadt l\u00fd v\u00e0o c\u00e1c m\u00f4 h\u00ecnh ho\u1eb7c ph\u00e1t tri\u1ec3n c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u chuy\u00ean bi\u1ec7t. M\u1ee5c ti\u00eau l\u00e0 l\u00e0m cho c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y tr\u1edf n\u00ean m\u1ea1nh m\u1ebd v\u00e0 minh b\u1ea1ch h\u01a1n, \u0111\u1ec3 ch\u00fang c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n trong ng\u00e0nh. V\u1ec1 l\u00e2u d\u00e0i, c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y c\u00f3 th\u1ec3 d\u00e2n ch\u1ee7 h\u00f3a vi\u1ec7c ti\u1ebfp c\u1eadn c\u00e1c m\u00f4 ph\u1ecfng ch\u1ea5t l\u1ecfng hi\u1ec7u su\u1ea5t cao, \u0111\u1ed3ng th\u1eddi th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi trong c\u00e1c l\u0129nh v\u1ef1c \u0111\u00f2i h\u1ecfi kh\u1eaft khe.<\/p>\n
DOI\u00a0:<\/strong> https:\/\/doi.org\/10.53941\/sce.2026.100003<\/a><\/p>\n Titre\u00a0:<\/strong> Large Language Models for Automating Computational Fluid Dynamics (CFD): From Predictive Modeling and Optimization to Execution Scheduling<\/p>\n Revue : <\/strong> Smart Chemical Engineering<\/p>\n \u00c9diteur : <\/strong> Scilight Press Pty Ltd<\/p>\n Auteurs : <\/strong> Guodong Gai; Pei-Zhong Ma; Jiankun Li; Zheng-Hong Luo; Li-Tao Zhu<\/p>\n","protected":false},"excerpt":{"rendered":" C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn c\u00f3 th\u1ec3 c\u00e1ch m\u1ea1ng h\u00f3a m\u00f4 ph\u1ecfng ch\u1ea5t l\u1ecfng trong k\u1ef9 thu\u1eadt kh\u00f4ng? M\u00f4 ph\u1ecfng d\u00f2ng ch\u1ea3y ch\u1ea5t l\u1ecfng l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 h\u00e0ng kh\u00f4ng, h\u00f3a h\u1ecdc ho\u1eb7c m\u00f4i tr\u01b0\u1eddng. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng, m\u1eb7c d\u00f9 hi\u1ec7u qu\u1ea3, v\u1eabn g\u1eb7p h\u1ea1n… Continue reading C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn c\u00f3 th\u1ec3 c\u00e1ch m\u1ea1ng h\u00f3a m\u00f4 ph\u1ecfng ch\u1ea5t l\u1ecfng trong k\u1ef9 thu\u1eadt kh\u00f4ng?<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2,4,3],"tags":[],"class_list":["post-15","post","type-post","status-publish","format-standard","hentry","category-khoa-hoc-cong-nghe","category-moi-truong","category-nhan-dao-con-nguoi","entry"],"_links":{"self":[{"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/posts\/15","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/comments?post=15"}],"version-history":[{"count":1,"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/posts\/15\/revisions"}],"predecessor-version":[{"id":16,"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/posts\/15\/revisions\/16"}],"wp:attachment":[{"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/media?parent=15"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/categories?post=15"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/theinternationaljournalofphysics.com\/vi\/wp-json\/wp\/v2\/tags?post=15"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}