{"id":2184,"date":"2026-01-27T23:10:38","date_gmt":"2026-01-27T16:10:38","guid":{"rendered":"https:\/\/metropolia.edu.vn\/?p=2184"},"modified":"2026-01-27T23:14:22","modified_gmt":"2026-01-27T16:14:22","slug":"trai-nghiem-cntt-thong-minh-phan-lan-tai-metrovn","status":"publish","type":"post","link":"https:\/\/metropolia.edu.vn\/en\/trai-nghiem-cntt-thong-minh-phan-lan-tai-metrovn\/","title":{"rendered":"MoveSense – c\u00f4ng ngh\u1ec7 th\u00f4ng minh Ph\u1ea7n Lan c\u00f3 m\u1eb7t t\u1ea1i Metropolia Vietnam th\u00f4ng qua ho\u1ea1t \u0111\u1ed9ng tr\u1ea3i nghi\u1ec7m \u0111\u1ed9c quy\u1ec1n"},"content":{"rendered":"

T\u1ea1i Info Day \u201cIgnite Your Future\u201d v\u1eeba qua, Finland Metropolia Vietnam \u0111\u00e3 mang \u0111\u1ebfn cho ph\u1ee5 huynh v\u00e0 h\u1ecdc sinh m\u1ed9t g\u00f3c nh\u00ecn th\u1ef1c t\u1ebf v\u1ec1 c\u00e1ch \u0111\u00e0o t\u1ea1o CNTT th\u00f4ng minh theo chu\u1ea9n Ph\u1ea7n Lan. Th\u00f4ng qua tr\u1ea3i nghi\u1ec7m tr\u1ef1c ti\u1ebfp v\u1edbi h\u1ec7 th\u1ed1ng c\u1ea3m bi\u1ebfn MoveSense \u2013 n\u1ec1n t\u1ea3ng \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong \u0111\u00e0o t\u1ea1o t\u1ea1i \u0110\u1ea1i h\u1ecdc Metropolia, c\u00f4ng ngh\u1ec7 kh\u00f4ng c\u00f2n n\u1eb1m tr\u00ean trang gi\u00e1o tr\u00ecnh, m\u00e0 hi\u1ec7n di\u1ec7n r\u00f5 r\u00e0ng qua t\u1eebng t\u01b0\u01a1ng t\u00e1c c\u1ee5 th\u1ec3.<\/span><\/p>\n

Khi d\u1eef li\u1ec7u c\u01a1 th\u1ec3 \u201cbi\u1ebft n\u00f3i\u201d<\/span><\/strong><\/h3>\n

T\u1ea1i khu v\u1ef1c tr\u1ea3i nghi\u1ec7m CNTT th\u00f4ng minh, h\u1ecdc sinh \u0111\u01b0\u1ee3c tr\u1ef1c ti\u1ebfp \u0111eo thi\u1ebft b\u1ecb c\u1ea3m bi\u1ebfn MoveSense v\u00e0 th\u1ef1c hi\u1ec7n nh\u1eefng v\u1eadn \u0111\u1ed9ng \u0111\u01a1n gi\u1ea3n nh\u01b0 \u0111i l\u1ea1i, thay \u0111\u1ed5i t\u01b0 th\u1ebf hay v\u1eadn \u0111\u1ed9ng t\u1ea1i ch\u1ed7. Ngay l\u1eadp t\u1ee9c, c\u00e1c ch\u1ec9 s\u1ed1 nh\u01b0 nh\u1ecbp tim, gia t\u1ed1c v\u00e0 chuy\u1ec3n \u0111\u1ed9ng kh\u00f4ng gian \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb theo th\u1eddi gian th\u1ef1c tr\u00ean m\u00e0n h\u00ecnh k\u1ebft n\u1ed1i.<\/span><\/p>\n

\"C\u1ea3m
C\u1ea3m bi\u1ebfn Magnetometer (T\u1eeb k\u1ebf) hi\u1ec3n th\u1ecb ngay l\u1eadp t\u1ee9c tr\u00ean m\u00e0n h\u00ecnh m\u1ed7i khi ng\u01b0\u1eddi d\u00f9ng s\u1eed d\u1ee5ng thi\u1ebft b\u1ecb di \u0111\u1ed9ng c\u1ea1nh c\u01a1 th\u1ec3<\/figcaption><\/figure>\n

Vi\u1ec7c quan s\u00e1t s\u1ef1 thay \u0111\u1ed5i c\u1ee7a d\u1eef li\u1ec7u theo t\u1eebng h\u00e0nh \u0111\u1ed9ng gi\u00fap ng\u01b0\u1eddi tham gia d\u1ec5 d\u00e0ng h\u00ecnh dung c\u00e1ch c\u00f4ng ngh\u1ec7 thu th\u1eadp th\u00f4ng tin t\u1eeb th\u1ebf gi\u1edbi th\u1ef1c, chuy\u1ec3n \u0111\u1ed5i th\u00e0nh d\u1eef li\u1ec7u s\u1ed1 v\u00e0 \u0111\u01b0a v\u00e0o h\u1ec7 th\u1ed1ng x\u1eed l\u00fd. V\u1edbi ph\u1ee5 huynh v\u00e0 h\u1ecdc sinh, \u0111\u00e2y l\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn tr\u1ef1c quan \u0111\u1ec3 hi\u1ec3u c\u00f4ng ngh\u1ec7 v\u1eadn h\u00e0nh ra sao, thay v\u00ec ch\u1ec9 nghe m\u00f4 t\u1ea3 l\u00fd thuy\u1ebft.<\/span><\/p>\n

MoveSense \u2013 n\u1ec1n t\u1ea3ng c\u1ea3m bi\u1ebfn m\u1edf trong \u0111\u00e0o t\u1ea1o CNTT t\u1ea1i Ph\u1ea7n Lan<\/span><\/strong><\/h3>\n

\u0110\u1eb1ng sau tr\u1ea3i nghi\u1ec7m tr\u1ef1c ti\u1ebfp \u0111\u00f3 l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i trong \u0111\u00e0o t\u1ea1o t\u1ea1i \u0110\u1ea1i h\u1ecdc Metropolia (Ph\u1ea7n Lan). MoveSense l\u00e0 h\u1ec7 th\u1ed1ng c\u1ea3m bi\u1ebfn sinh h\u1ecdc m\u1edf, c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh, do h\u00e3ng Suunto ph\u00e1t tri\u1ec3n, ph\u1ee5c v\u1ee5 cho nghi\u00ean c\u1ee9u v\u00e0 gi\u1ea3ng d\u1ea1y trong l\u0129nh v\u1ef1c CNTT th\u00f4ng minh.<\/span><\/p>\n

\"V\u1edbi
V\u1edbi k\u00edch th\u01b0\u1edbc ch\u1ec9 h\u01a1n chi\u1ebfc c\u00fac \u00e1o th\u00f4ng th\u01b0\u1eddng, MoveSense c\u00f3 th\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u sinh h\u1ecdc v\u00e0 chuy\u1ec3n \u0111\u1ed9ng th\u1ef1c t\u1ebf<\/figcaption><\/figure>\n

Thi\u1ebft b\u1ecb nh\u1ecf g\u1ecdn n\u00e0y t\u00edch h\u1ee3p nhi\u1ec1u lo\u1ea1i c\u1ea3m bi\u1ebfn, cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u chuy\u1ec3n \u0111\u1ed9ng v\u00e0 d\u1eef li\u1ec7u sinh h\u1ecdc, \u0111\u1ed3ng th\u1eddi truy\u1ec1n t\u1ea3i th\u00f4ng tin th\u00f4ng qua k\u1ebft n\u1ed1i Bluetooth n\u0103ng l\u01b0\u1ee3ng th\u1ea5p.<\/span><\/p>\n

\"Giao
TS. \u0110\u1ea1i gi\u1edbi thi\u1ec7u giao di\u1ec7n b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n (Dashboard) hi\u1ec3n th\u1ecb c\u00e1c th\u00f4ng s\u1ed1 thu nh\u1eadn th\u1eddi gian th\u1ef1c t\u1eeb MoveSense nh\u01b0 Gia t\u1ed1c (Linear Acceleration), Nh\u1ecbp tim (Heart Rate) v\u00e0 \u0110i\u1ec7n t\u00e2m \u0111\u1ed3 (Electrocardiography).<\/figcaption><\/figure>\n

\u0110i\u1ec3m kh\u00e1c bi\u1ec7t c\u1ee7a MoveSense n\u1eb1m \u1edf t\u00ednh \u201cm\u1edf\u201d: sinh vi\u00ean kh\u00f4ng b\u1ecb gi\u1edbi h\u1ea1n trong c\u00e1c \u1ee9ng d\u1ee5ng c\u00f3 s\u1eb5n, m\u00e0 c\u00f3 th\u1ec3 t\u1ef1 vi\u1ebft ph\u1ea7n m\u1ec1m, k\u1ebft n\u1ed1i v\u1edbi m\u00e1y t\u00ednh ho\u1eb7c c\u00e1c thi\u1ebft b\u1ecb trung gian \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u theo m\u1ee5c ti\u00eau h\u1ecdc t\u1eadp. <\/span>Nh\u1edd \u0111\u00f3, MoveSense \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng xuy\u00ean su\u1ed1t trong c\u00e1c h\u1ecdc ph\u1ea7n v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, h\u1ecdc m\u00e1y v\u00e0 c\u00f4ng ngh\u1ec7 truy\u1ec1n th\u00f4ng kh\u00f4ng d\u00e2y t\u1ea1i Metropolia.<\/span><\/p>\n

\"TS.
TS. Vesa Ollikainen gi\u1ea3i th\u00edch v\u1ec1 kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i linh ho\u1ea1t (Connectability) c\u1ee7a h\u1ec7 sinh th\u00e1i MoveSense, cho ph\u00e9p sinh vi\u00ean t\u1ef1 vi\u1ebft m\u00e3 Python \u0111\u1ec3 \u0111i\u1ec1u khi\u1ec3n v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u00ean m\u00e1y t\u00ednh.<\/figcaption><\/figure>\n

Theo TS. Vesa Ollikainen \u2013 Tr\u01b0\u1edfng ng\u00e0nh C\u00f4ng ngh\u1ec7 Ph\u1ea7n m\u1ec1m, \u0110\u1ea1i h\u1ecdc Metropolia (Ph\u1ea7n Lan), MoveSense kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o gi\u1ea3ng d\u1ea1y \u0111\u1ec3 minh h\u1ecda c\u00f4ng ngh\u1ec7, m\u00e0 \u0111\u1ec3 sinh vi\u00ean h\u1ecdc c\u00e1ch x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p t\u1eeb d\u1eef li\u1ec7u th\u1ef1c t\u1ebf. <\/span>Thay v\u00ec s\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u00f3ng g\u00f3i s\u1eb5n, sinh vi\u00ean \u0111\u01b0\u1ee3c khuy\u1ebfn kh\u00edch t\u1ef1 l\u1eadp tr\u00ecnh \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u g\u1ed1c, ph\u00e2n t\u00edch v\u00e0 th\u1eed nghi\u1ec7m nhi\u1ec1u h\u01b0\u1edbng ti\u1ebfp c\u1eadn kh\u00e1c nhau. <\/span><\/p>\n

C\u0169ng t\u1ea1i bu\u1ed5i tr\u1ea3i nghi\u1ec7m, TS. Ph\u1ea1m V\u0103n \u0110\u1ea1i \u2013 Tr\u01b0\u1edfng khoa CNTT th\u00f4ng minh Finland Metropolia Vietnam \u0111\u1eb7t nhi\u1ec1u c\u00e2u h\u1ecfi xoay quanh d\u1eef li\u1ec7u \u0111ang hi\u1ec3n th\u1ecb tr\u00ean m\u00e0n h\u00ecnh: d\u1eef li\u1ec7u \u0111\u1ebfn t\u1eeb \u0111\u00e2u, \u0111\u01b0\u1ee3c x\u1eed l\u00fd nh\u01b0 th\u1ebf n\u00e0o v\u00e0 ng\u01b0\u1eddi h\u1ecdc c\u00f3 th\u1ec3 l\u00e0m g\u00ec v\u1edbi nh\u1eefng con s\u1ed1 \u0111\u00f3.<\/span><\/span><\/p>\n

T\u1eeb c\u1ea3m bi\u1ebfn \u0111eo tr\u00ean ng\u01b0\u1eddi, d\u1eef li\u1ec7u chuy\u1ec3n \u0111\u1ed9ng v\u00e0 sinh h\u1ecdc \u0111\u01b0\u1ee3c thu th\u1eadp theo th\u1eddi gian th\u1ef1c. Nh\u01b0ng thay v\u00ec d\u1eebng l\u1ea1i \u1edf vi\u1ec7c quan s\u00e1t, h\u1ecdc sinh c\u0169ng \u0111\u01b0\u1ee3c l\u1eafng nghe chuy\u00ean gia chia s\u1ebb v\u1ec1 vi\u1ec7c sinh vi\u00ean Finland Metropolia Vietnam c\u00f3 th\u1ec3 t\u1ef1 vi\u1ebft ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4, ph\u00e2n t\u00edch v\u00e0 th\u1eed nghi\u1ec7m c\u00e1c k\u1ecbch b\u1ea3n \u1ee9ng d\u1ee5ng kh\u00e1c nhau trong c\u00e1c h\u1ecdc ph\u1ea7n ng\u00e0nh CNTT th\u00f4ng minh t\u1ea1i \u0111\u00e2y,\u00a0 \u0111\u1ed3ng th\u1eddi, tr\u1ea3i nghi\u1ec7m c\u0169ng<\/span>\u00a0gi\u00fap ng\u01b0\u1eddi h\u1ecdc hi\u1ec3u r\u1eb1ng c\u00f4ng ngh\u1ec7 kh\u00f4ng ph\u1ea3i m\u1ed9t \u201cs\u1ea3n ph\u1ea9m ho\u00e0n ch\u1ec9nh\u201d, m\u00e0 l\u00e0 qu\u00e1 tr\u00ecnh li\u00ean t\u1ee5c th\u1eed nghi\u1ec7m, \u0111i\u1ec1u ch\u1ec9nh v\u00e0 t\u1ed1i \u01b0u.<\/span><\/p>\n

Tr\u1ea3i nghi\u1ec7m t\u1ea1i Info Day v\u00e0 c\u00e1ch \u0111\u00e0o t\u1ea1o CNTT th\u00f4ng minh t\u1ea1i Finland Metropolia Vietnam<\/span><\/strong><\/h3>\n

Th\u00f4ng qua tr\u1ea3i nghi\u1ec7m MoveSense t\u1ea1i Info Day, ph\u1ee5 huynh v\u00e0 h\u1ecdc sinh c\u00f3 th\u1ec3 h\u00ecnh dung r\u00f5 h\u01a1n c\u00e1ch sinh vi\u00ean CNTT th\u00f4ng minh s\u1ebd h\u1ecdc t\u1eadp t\u1ea1i Finland Metropolia Vietnam. C\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1ecdc t\u1eadp, n\u01a1i ng\u01b0\u1eddi h\u1ecdc ch\u1ee7 \u0111\u1ed9ng kh\u00e1m ph\u00e1, th\u1eed nghi\u1ec7m v\u00e0 ph\u00e1t tri\u1ec3n \u00fd t\u01b0\u1edfng c\u1ee7a ri\u00eang m\u00ecnh.<\/span><\/p>\n

\"\"<\/p>\n

Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng theo \u0111\u1ecbnh h\u01b0\u1edbng h\u1ecdc qua d\u1ef1 \u00e1n v\u00e0 h\u1ecdc t\u1eadp ch\u1ee7 \u0111\u1ed9ng, v\u1edbi h\u1ec7 th\u1ed1ng ph\u00f2ng lab th\u1ef1c h\u00e0nh \u0111\u1ea1t chu\u1ea9n qu\u1ed1c t\u1ebf. T\u1ea1i \u0111\u00e2y, sinh vi\u00ean l\u00e0m vi\u1ec7c tr\u1ef1c ti\u1ebfp v\u1edbi thi\u1ebft b\u1ecb, d\u1eef li\u1ec7u v\u00e0 ph\u1ea7n m\u1ec1m \u0111\u1ec3 t\u1eebng b\u01b0\u1edbc h\u00ecnh th\u00e0nh t\u01b0 duy k\u1ef9 s\u01b0 c\u00f4ng ngh\u1ec7 \u2013 n\u1ec1n t\u1ea3ng quan tr\u1ecdng \u0111\u1ec3 th\u00edch \u1ee9ng v\u1edbi m\u00f4i tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 s\u1ed1 \u0111ang thay \u0111\u1ed5i nhanh ch\u00f3ng.<\/span><\/p>\n

Tr\u1ea3i nghi\u1ec7m t\u1ea1i Info Day v\u00ec th\u1ebf kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t ho\u1ea1t \u0111\u1ed9ng s\u1ef1 ki\u1ec7n, m\u00e0 l\u00e0 l\u00e1t c\u1eaft ch\u00e2n th\u1ef1c v\u1ec1 h\u00e0nh tr\u00ecnh h\u1ecdc t\u1eadp CNTT th\u00f4ng minh theo chu\u1ea9n Ph\u1ea7n Lan m\u00e0 Finland Metropolia Vietnam \u0111ang tri\u1ec3n khai.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

Ho\u1ea1t \u0111\u1ed9ng tr\u1ea3i nghi\u1ec7m CNTT th\u00f4ng minh gi\u00fap h\u1ecdc sinh v\u00e0 ph\u1ee5 huynh h\u00ecnh dung c\u00e1ch c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c h\u1ecdc v\u00e0 \u1ee9ng d\u1ee5ng th\u00f4ng qua d\u1eef li\u1ec7u th\u1ef1c.<\/p>\n","protected":false},"author":7,"featured_media":2187,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2184","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc","post_format-post-format-0"],"_links":{"self":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/2184","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/comments?post=2184"}],"version-history":[{"count":0,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/2184\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media\/2187"}],"wp:attachment":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=2184"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=2184"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=2184"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}