{"id":2765,"date":"2020-09-15T07:50:26","date_gmt":"2020-09-15T07:50:26","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/solution\/?p=2765"},"modified":"2020-09-15T08:07:08","modified_gmt":"2020-09-15T08:07:08","slug":"san-sang-cho-ai-surveillance-voi-bo-giai-phap-cua-dell-technologies","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/solution\/infra\/ai\/san-sang-cho-ai-surveillance-voi-bo-giai-phap-cua-dell-technologies-p2765\/","title":{"rendered":"S\u1eb5n s\u00e0ng cho AI Surveillance v\u1edbi b\u1ed9 gi\u1ea3i ph\u00e1p c\u1ee7a Dell Technologies"},"content":{"rendered":"<h3>T\u1ea1o m\u00f4i tr\u01b0\u1eddng an to\u00e0n h\u01a1n v\u00e0 th\u00f4ng minh h\u01a1n<\/h3>\n<p>Hi\u1ec3u c\u00e1ch m\u1ecdi ng\u01b0\u1eddi \u0111i\u1ec1u h\u01b0\u1edbng v\u00e0 t\u01b0\u01a1ng t\u00e1c b\u00ean trong v\u00e0 xung quanh c\u00e1c t\u00f2a nh\u00e0 hay b\u1ea5t k\u1ef3 \u0111\u1ecba \u0111i\u1ec3m, c\u01a1 s\u1edf n\u00e0o c\u00f3 th\u1ec3 gi\u00fap n\u00e2ng cao ho\u1ea1t \u0111\u1ed9ng kinh doanh v\u00e0 t\u1ea1o ra tr\u1ea3i nghi\u1ec7m an to\u00e0n v\u00e0 th\u00f4ng minh h\u01a1n. Hi\u1ec7n c\u00f3 h\u00e0ng tri\u1ec7u \u0111\u1ea7u ghi h\u00ecnh tr\u00ean to\u00e0n th\u1ebf gi\u1edbi c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra h\u01a1n b\u1ed1n ngh\u00ecn t\u1ef7 gi\u1edd video m\u1ed7i n\u0103m. Tr\u01b0\u1edbc \u0111\u00e2y, h\u1ea7u h\u1ebft d\u1eef li\u1ec7u video n\u00e0y ch\u1ec9 \u0111\u01b0\u1ee3c truy c\u1eadp l\u1ea1i\u00a0\u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 c\u00e1c s\u1ef1 ki\u1ec7n trong qu\u00e1 kh\u1ee9. S\u1ef1 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng c\u1ee7a \u0111i\u1ec7n to\u00e1n ph\u00e2n t\u00e1n m\u1ea1nh m\u1ebd v\u00e0 ph\u1ea7n m\u1ec1m d\u1ef1a tr\u00ean AI \u0111ang t\u1ea1o ra nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed9 an to\u00e0n c\u1ee7a c\u00e1c c\u01a1 s\u1edf.<\/p>\n<p>B\u1ed9 gi\u1ea3i ph\u00e1p n\u00e0y s\u1ebd xoay quanh c\u00e1c ch\u1ee7 \u0111\u1ec3 nh\u01b0:<\/p>\n<p>&#8211; Camera ghi h\u00ecnh<br \/>\n&#8211; Ph\u00e2n t\u00edch l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp v\u00e0 nh\u00e2n kh\u1ea9u h\u1ecdc<br \/>\n&#8211; Ph\u00e2n t\u00edch v\u00e0 x\u00e1c \u0111\u1ecbnh l\u01b0u l\u01b0\u1ee3ng xe<br \/>\n&#8211; Ph\u00e2n t\u00edch t\u1ea7m nhi\u1ec7t<br \/>\n&#8211; T\u1ea7m nh\u00ecn s\u00e2u AI<\/p>\n<p>B\u00e0i n\u00e0y s\u1ebd gi\u00fap b\u1ea1n nh\u00ecn t\u1ed5ng quan v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p \u00e1p d\u1ee5ng cho c\u00e1c m\u1ee5c \u0111\u00edch tr\u00ean. \u0110\u1ec3 gi\u1ea3i th\u00edch s\u00e2u h\u01a1n v\u1ec1 c\u00e1c ch\u1ee7 \u0111\u1ec1 n\u00e0y, xin h\u1eb9n l\u1ea1i \u1edf c\u00e1c b\u00e0i vi\u1ebft kh\u00e1c.<\/p>\n<p>Gi\u1ea3i ph\u00e1p n\u00e0y ch\u1ee9ng minh c\u00e1ch c\u00e1c c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng do Dell Technologies thi\u1ebft k\u1ebf c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 kh\u1ea3 n\u0103ng c\u1ee7a ph\u1ea7n m\u1ec1m Deep Vision AI \u0111\u1ec3 t\u1ea1o ra m\u00f4i tr\u01b0\u1eddng nh\u01b0 b\u00e1n l\u1ebb, s\u1ea3n xu\u1ea5t, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe v\u00e0 d\u1ecbch v\u1ee5 c\u00f4ng an to\u00e0n v\u00e0 th\u00f4ng minh h\u01a1n. Ch\u00fang t\u00f4i c\u0169ng s\u1ebd m\u00f4 t\u1ea3 v\u1ec1 module ph\u1ea7n m\u1ec1m d\u1ef1a tr\u00ean AI c\u1ee7a Deep Vision. C\u00e1c module n\u00e0y nh\u1eadn \u0111\u1ea7u v\u00e0o t\u1eeb c\u00e1c camera th\u1ebf h\u1ec7 m\u1edbi \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi n\u1ec1n t\u1ea3ng h\u1ed7 tr\u1ee3 c\u1ee7a Dell Technologies \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c ph\u00e2n t\u00edch kh\u00e1c nhau t\u1eadp trung v\u00e0o vi\u1ec7c c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng kinh doanh v\u00e0 gi\u1eef cho m\u00f4i tr\u01b0\u1eddng th\u01b0\u01a1ng m\u1ea1i v\u00e0 c\u00f4ng c\u1ed9ng an to\u00e0n h\u01a1n. Gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng n\u00e0y bao g\u1ed3m m\u1ed9t m\u00e1y ch\u1ee7 PowerEdge duy nh\u1ea5t c\u00f3 v\u1ecb tr\u00ed g\u1ea7n camera tri\u1ec3n khai \u1edf bi\u00ean. N\u00f3 bao g\u1ed3m c\u00e1c th\u00e0nh ph\u1ea7n ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n trong h\u00ecnh sau:<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-10.png\" \/><\/p>\n<p>H\u00ecnh 1:\u00a0N\u1ec1n t\u1ea3ng Deep Vision AI tr\u00ean l\u1edbp ph\u1ea7n m\u1ec1m NVIDIA EGX v\u00e0 M\u00e1y ch\u1ee7 Dell PowerEdge<\/p>\n<p><strong>Gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng n\u00e0y bao g\u1ed3m:<\/strong><\/p>\n<ul>\n<li>C\u00e1c th\u00e0nh ph\u1ea7n NVIDIA:<br \/>\n&#8211; L\u1edbp ph\u1ea7n m\u1ec1m EGX cho kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI \u0111ang ch\u1ea1y \u1edf bi\u00ean. N\u00f3 bao g\u1ed3m Kubernetes, Helm, Tiller v\u00e0 NVIDIA GPU Operator \u0111\u1ec3 tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd c\u00e1c th\u00e0nh ph\u1ea7n GPU c\u1ea7n thi\u1ebft cho GPU h\u1ed7 tr\u1ee3 Kubernetes .<br \/>\n&#8211; NVIDIA Metropolis, l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 c\u00f4ng ngh\u1ec7 bao g\u1ed3m DeepStream SDK. B\u1ed9 c\u00f4ng c\u1ee5 bao g\u1ed3m TensorRT SDK cho kh\u1ea3 n\u0103ng suy lu\u1eadn h\u1ecdc s\u00e2u hi\u1ec7u su\u1ea5t cao. C\u00e1c \u1ee9ng d\u1ee5ng AI, nh\u01b0 Deep Vision AI, c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng DeepStream SDK v\u00e0 TensorRT \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c lu\u1ed3ng video v\u00e0 t\u1ed1i \u01b0u h\u00f3a suy lu\u1eadn h\u1ecdc s\u00e2u.<br \/>\n&#8211; GPU T4 \u0111\u1ec3 gi\u1ea3i m\u00e3 v\u00e0 suy lu\u1eadn cho video.<br \/>\n&#8211; Tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n CUDA v\u00e0 b\u1ed9 c\u00f4ng c\u1ee5 \u0111\u1ec3 giao ti\u1ebfp v\u1edbi GPU.<\/li>\n<li>Deep Vision AI Platform \u2014 C\u00e1c m\u00f4 h\u00ecnh AI t\u1eeb Deep Vision AI, \u0111\u01b0\u1ee3c tri\u1ec3n khai nh\u01b0 m\u1ed9t Docker container. Container n\u00e0y s\u1eed d\u1ee5ng NVIDIA DeepStream SDK v\u00e0 b\u1ed9 c\u00f4ng c\u1ee5 NVIDIA CUDA.<\/li>\n<\/ul>\n<p>B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 c\u00e0i \u0111\u1eb7t ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd Kubernetes container trong m\u1ed9t m\u00e1y \u1ea3o (VM). M\u00e1y ch\u1ee7 VMware ESXi c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t tr\u00ean m\u00e1y ch\u1ee7 PowerEdge v\u00e0 n\u1ec1n t\u1ea3ng Deep Vision AI \u0111\u01b0\u1ee3c tri\u1ec3n khai nh\u01b0 m\u1ed9t container trong m\u00e1y \u1ea3o \u0111\u00f3. B\u1ea1n c\u00f3 th\u1ec3 c\u00e0i \u0111\u1eb7t c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c d\u01b0\u1edbi d\u1ea1ng c\u00e1c m\u00e1y \u1ea3o \u0111\u1ec3 t\u0103ng vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean m\u00e1y ch\u1ee7. H\u01b0\u1edbng d\u1eabn tri\u1ec3n khai cho m\u00f4i tr\u01b0\u1eddng \u1ea3o h\u00f3a Vmware n\u1eb1m ngo\u00e0i ph\u1ea1m vi c\u1ee7a t\u00e0i li\u1ec7u n\u00e0y.<\/p>\n<p><strong>M\u00e1y ch\u1ee7 Dell PowerEdge<\/strong><\/p>\n<p>Gi\u1ea3i ph\u00e1p n\u00e0y s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 PowerEdge \u0111\u1ec3 t\u00ednh to\u00e1n \u1edf bi\u00eam (r\u00eca m\u1ea1ng), g\u1ea7n c\u00e1c v\u1ecb tr\u00ed camera. B\u1ed9 x\u1eed l\u00fd Intel Xeon Scalable th\u1ebf h\u1ec7 th\u1ee9 hai ho\u1eb7c b\u1ed9 x\u1eed l\u00fd AMD EPYC th\u1ebf h\u1ec7 th\u1ee9 hai cung c\u1ea5p s\u1ee9c m\u1ea1nh cho m\u00e1y ch\u1ee7 PowerEdge. C\u00e1c m\u00e1y ch\u1ee7 n\u00e0y h\u1ed7 tr\u1ee3 b\u1ed9 \u0111i\u1ec1u khi\u1ec3n GPU NVIDIA T4 \u0111\u1ec3 gi\u1ea3i m\u00e3 video v\u00e0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh trong m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u, suy lu\u1eadn. C\u00e1c m\u00e1y ch\u1ee7 n\u00e0y \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn l\u00e0 (Nvidia GPU Cloud) NGC-Ready for Edge Systems. Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 ch\u1ecdn m\u1ed9t trong c\u00e1c t\u00f9y ch\u1ecdn m\u00e1y ch\u1ee7 rack \u0111\u01b0\u1ee3c li\u1ec7t k\u00ea trong b\u1ea3ng sau \u0111\u1ec3 c\u00f3 s\u1ef1 c\u00e2n b\u1eb1ng t\u1ed1i \u01b0u v\u1ec1 t\u00ednh to\u00e1n, b\u1ed9 nh\u1edb v\u00e0 hi\u1ec7u su\u1ea5t GPU:<\/p>\n<p><strong>B\u1ea3ng 1. T\u00f9y ch\u1ecdn m\u00e1y ch\u1ee7<\/strong><\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td><b>S<\/b><b>e<\/b><b>r<\/b><b>ver<\/b> <b>mo<\/b><b>d<\/b><b>el<\/b><\/td>\n<td><b>Pr<\/b><b>ocessor<\/b><\/td>\n<td><b>M<\/b><b>emo<\/b><b>r<\/b><b>y<\/b><\/td>\n<td><b>M<\/b><b>ax<\/b><b>i<\/b><b>mum<\/b> <b>n<\/b><b>umber<\/b> <b>of T4 ca<\/b><b>r<\/b><b>ds<\/b><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/thegioimaychu.vn\/search\/?search=PowerEdge R640&qt=sku&ref=tmsol\" class=\"sku-link\">PowerEdge R640<\/a><\/td>\n<td>Dual socket 2nd Gen Intel Xeon Scalable processors<\/td>\n<td>24 DIMMs<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/thegioimaychu.vn\/search\/?search=PowerEdge R740&qt=sku&ref=tmsol\" class=\"sku-link\">PowerEdge R740<\/a><\/td>\n<td>Dual socket 2nd Gen Intel Xeon Scalable processors<\/td>\n<td>24 DIMMs<\/td>\n<td>3 FI + 3 APOS on x8 slots<\/td>\n<\/tr>\n<tr>\n<td>PowerEdge R740xd<\/td>\n<td>Dual socket 2nd Gen Intel Xeon Scalable processors<\/td>\n<td>24 DIMMs<\/td>\n<td>3 FI + 3 APOS on x8 slots<\/td>\n<\/tr>\n<tr>\n<td>PowerEdge R7515<\/td>\n<td>Single socket 2nd Gen AMD EPYC processor<\/td>\n<td>16 DIMMS<\/td>\n<td>4<\/td>\n<\/tr>\n<tr>\n<td>PowerEdge R6525<\/td>\n<td>Dual socket 2nd Gen AMD EPYC processor<\/td>\n<td>32 DIMMS<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>PowerEdge R7525<\/td>\n<td>Dual socket 2nd Gen AMD EPYC processor<\/td>\n<td>32 DIMMS<\/td>\n<td>6<\/td>\n<\/tr>\n<tr>\n<td>PowerEdge R940xa<\/td>\n<td>Quad socket 2nd Gen Intel Xeon Scalable processors<\/td>\n<td>48 DIMMS<\/td>\n<td>4<\/td>\n<\/tr>\n<tr>\n<td>DSS 8840<\/td>\n<td>Dual socket 2nd Gen Intel Xeon Scalable processors<\/td>\n<td>24 DIMMS<\/td>\n<td>16<\/td>\n<\/tr>\n<tr>\n<td>PowerEdge XE2420<\/td>\n<td>Dual socket 2nd Gen Intel Xeon Scalable processors (maximum 150 W Gold)<\/td>\n<td>16 DIMMs<\/td>\n<td>4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>L\u01b0u \u00fd: \u0110\u1ec3 bi\u1ebft c\u00e1c \u0111\u1ec1 xu\u1ea5t c\u1ee7a ch\u00fang t\u00f4i cho c\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb nh\u1ecf, v\u1eeba v\u00e0 l\u1edbn, h\u00e3y xem ph\u1ea7n\u00a0<strong>C\u1ea5u h\u00ecnh<\/strong><\/p>\n<h3>C\u00e1c th\u00e0nh ph\u1ea7n\u00a0NVIDIA<\/h3>\n<h4>N\u1ec1n t\u1ea3ng NVIDIA EGX<\/h4>\n<p>N\u1ec1n t\u1ea3ng NVIDIA EGX l\u00e0 m\u1ed9t l\u1edbp ph\u1ea7n m\u1ec1m \u0111\u00e1m m\u00e2y v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng cho c\u00e1c kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI \u0111ang ch\u1ea1y \u1edf bi\u00ean, nh\u01b0 trong H\u00ecnh 1. N\u1ec1n t\u1ea3ng n\u00e0y bao g\u1ed3m NVIDIA GPU Operator \u0111\u1ec3 tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd GPU v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n b\u1eaft bu\u1ed9c kh\u00e1c \u0111\u1ec3 l\u01b0u tr\u1eef Container h\u1ed7 tr\u1ee3 GPU. NVIDIA GPU Operator d\u1ef1a tr\u00ean b\u1ed9 khung \u0111i\u1ec1u h\u00e0nh Kubernetes v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c qu\u1ea3n l\u00fd t\u1ea5t c\u1ea3 c\u00e1c th\u00e0nh ph\u1ea7n ph\u1ea7n m\u1ec1m NVIDIA c\u1ea7n thi\u1ebft \u0111\u1ec3 cung c\u1ea5p GPU trong Kubernetes. N\u00f3 t\u1ef1 \u0111\u1ed9ng c\u00e0i \u0111\u1eb7t v\u00e0 qu\u1ea3n l\u00fd\u00a0c\u00e1c th\u00e0nh ph\u1ea7n sau:<\/p>\n<ul>\n<li>Tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n GPU NVIDIA \u2014 Tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n c\u1ea7n thi\u1ebft cho GPU NVIDIA.<\/li>\n<li>NVIDIA Container Runtime \u2014 ch\u1ee9a c\u00e1c ti\u1ebfn tr\u00ecnh GPU x\u1eed l\u00fd, t\u01b0\u01a1ng th\u00edch v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 container ph\u1ed5 bi\u1ebfn nh\u01b0 Docker.<\/li>\n<li>Tr\u00ecnh plug-in thi\u1ebft b\u1ecb NVIDIA Kubernetes \u2014 Tr\u00ecnh b\u1ed5 sung thi\u1ebft b\u1ecb d\u00e0nh cho Kubernetes t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n GPU trong c\u00e1c node Kubernetes v\u00e0 qu\u1ea3n l\u00fd ch\u00fang.<\/li>\n<li>NVIDIA Data Center GPU Manager (DCGM) \u2014M\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 \u0111\u1ec3 qu\u1ea3n l\u00fd v\u00e0 gi\u00e1m s\u00e1t GPU trong m\u00f4i tr\u01b0\u1eddng cluster. N\u00f3 bao g\u1ed3m theo d\u00f5i t\u00ecnh tr\u1ea1ng, ch\u1ea9n \u0111o\u00e1n to\u00e0n di\u1ec7n, c\u1ea3nh b\u00e1o h\u1ec7 th\u1ed1ng v\u00e0 c\u00e1c ch\u00ednh s\u00e1ch qu\u1ea3n tr\u1ecb bao g\u1ed3m qu\u1ea3n l\u00fd ngu\u1ed3n v\u00e0 xung nh\u1ecbp. B\u1ea3ng sau li\u1ec7t k\u00ea c\u00e1c phi\u00ean b\u1ea3n th\u00e0nh ph\u1ea7n l\u1edbp ph\u1ea7n m\u1ec1m EGX. C\u00e1c phi\u00ean b\u1ea3n m\u1edbi h\u01a1n c\u00f3 th\u1ec3 c\u00f3 s\u1eb5n khi ch\u00fang \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh.<\/li>\n<\/ul>\n<p><strong>B\u1ea3ng 2. Chi ti\u1ebft th\u00e0nh ph\u1ea7n l\u1edbp ph\u1ea7n m\u1ec1m EGX<\/strong><\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td><b>Soft<\/b><b>w<\/b><b>a<\/b><b>r<\/b><b>e<\/b> <b>com<\/b><b>p<\/b><b>onen<\/b><b>t<\/b><b>s<\/b><\/td>\n<td><b>M<\/b><b>ini<\/b><b>m<\/b><b>um<\/b> <b>v<\/b><b>e<\/b><b>r<\/b><b>sion<\/b><\/td>\n<\/tr>\n<tr>\n<td>GPU operator<\/td>\n<td>1.0.0<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA driver<\/td>\n<td>440.33.01<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA container runtime<\/td>\n<td>1.0.5<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA Kubernetes device plug-in<\/td>\n<td>1.0.0-beta4<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA DCGM<\/td>\n<td>1.7.2<\/td>\n<\/tr>\n<tr>\n<td>Helm<\/td>\n<td>2.14.3<\/td>\n<\/tr>\n<tr>\n<td>Kubernetes<\/td>\n<td>1.15.3<\/td>\n<\/tr>\n<tr>\n<td>Container runtime<\/td>\n<td>Docker CE 19.03.6<\/td>\n<\/tr>\n<tr>\n<td>Operating system<\/td>\n<td>Ubuntu Server 18.04.3 LTS<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>NVIDIA Metropolis<\/h4>\n<p>NVIDIA Metropolis l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 c\u00f4ng ngh\u1ec7 cho ph\u00e9p AI hi\u1ec7n di\u1ec7n trong cho c\u00e1c gi\u1ea3i ph\u00e1p nh\u01b0 th\u00e0nh ph\u1ed1 th\u00f4ng minh v\u00e0 b\u00e1n l\u1ebb:<\/p>\n<p><strong>NVIDIA DeepStream SDK<\/strong> \u2014 M\u1ed9t SDK cung c\u1ea5p b\u1ed9 c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u00e1t tr\u1ef1c tuy\u1ebfn \u0111\u1ec3 x\u1eed l\u00fd h\u00ecnh \u1ea3nh v\u00e0 video d\u1ef1a tr\u00ean AI c\u0169ng nh\u01b0 x\u1eed l\u00fd \u0111a c\u1ea3m bi\u1ebfn. C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n s\u1eed d\u1ee5ng n\u00f3 \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 d\u1ecbch v\u1ee5 ph\u00e2n t\u00edch video th\u00f4ng minh do AI h\u1ed7 tr\u1ee3.<\/p>\n<p>DeepStream l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a n\u1ec1n t\u1ea3ng NVIDIA Metropolis cho ph\u00e9p x\u00e2y d\u1ef1ng c\u00e1c d\u1ecbch v\u1ee5 v\u00e0 gi\u1ea3i ph\u00e1p \u0111\u1ea7u cu\u1ed1i \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i video v\u00e0 h\u00ecnh \u1ea3nh th\u00e0nh th\u00f4ng tin chi ti\u1ebft h\u1eefu \u00edch. C\u00e1c t\u00ednh n\u0103ng li\u00ean quan cho gi\u1ea3i ph\u00e1p n\u00e0y bao g\u1ed3m:<\/p>\n<p>&#8211; Gi\u1ea3m dung l\u01b0\u1ee3ng b\u1ed9 nh\u1edb d\u1eabn \u0111\u1ebfn m\u1eadt \u0111\u1ed9 x\u1eed l\u00fd lu\u1ed3ng n\u00e2ng cao<br \/>\n&#8211; Tri\u1ec3n khai container<br \/>\n&#8211; B\u1ed5 sung t\u00e0i nguy\u00ean cho suy lu\u1eadn, tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i l\u01b0\u1ee3c \u0111\u1ed3 th\u00f4ng b\u00e1o v\u00e0 b\u1ed5 sung tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i th\u00f4ng b\u00e1o<br \/>\n&#8211; H\u1ed7 tr\u1ee3 cho m\u00e1y \u1ea3nh kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t, ph\u00e2n \u0111o\u1ea1n m\u1ea1ng, h\u00ecnh \u1ea3nh \u0111\u01a1n s\u1eafc v\u00e0 t\u0103ng t\u1ed1c ph\u1ea7n c\u1ee9ng gi\u1ea3i m\u00e3 video H.264 v\u00e0 H.265<br \/>\n&#8211; H\u1ed7 tr\u1ee3 truy\u1ec1n th\u00f4ng d\u1ef1a tr\u00ean TensorRT \u0111\u1ec3 ph\u00e1t hi\u1ec7n, ph\u00e2n lo\u1ea1i v\u00e0 ph\u00e2n \u0111o\u1ea1n<\/p>\n<p><strong>NVIDIA TensorRT<\/strong> \u2014 M\u1ed9t SDK cho ph\u00e9p suy lu\u1eadn h\u1ecdc s\u00e2u hi\u1ec7u su\u1ea5t cao. N\u00f3 bao g\u1ed3m m\u1ed9t tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a suy lu\u1eadn h\u1ecdc s\u00e2u v\u00e0 th\u1eddi gian ch\u1ea1y mang l\u1ea1i \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u00e0 th\u00f4ng l\u01b0\u1ee3ng cao cho c\u00e1c \u1ee9ng d\u1ee5ng suy lu\u1eadn h\u1ecdc s\u00e2u.<br \/>\nTensorRT \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean CUDA, l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh song song c\u1ee7a NVIDIA. TensorRT cho ph\u00e9p suy lu\u1eadn \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho t\u1ea5t c\u1ea3 c\u00e1c khu\u00f4n kh\u1ed5 h\u1ecdc t\u1eadp s\u00e2u b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng th\u01b0 vi\u1ec7n, c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n v\u00e0 c\u00f4ng ngh\u1ec7 trong CUDA-X cho AI, m\u00e1y m\u00f3c t\u1ef1 \u0111\u1ed9ng, m\u00e1y t\u00ednh hi\u1ec7u su\u1ea5t cao v\u00e0 \u0111\u1ed3 h\u1ecda.<\/p>\n<p><strong>NVIDIA CUDA<\/strong> \u2014 N\u1ec1n t\u1ea3ng t\u00ednh to\u00e1n song song v\u00e0 m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh m\u00e0 NVIDIA \u0111\u00e3 ph\u00e1t tri\u1ec3n \u0111\u1ec3 t\u00ednh to\u00e1n chung tr\u00ean GPU. V\u1edbi CUDA, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 t\u0103ng t\u1ed1c c\u00e1c \u1ee9ng d\u1ee5ng \u0111i\u1ec7n to\u00e1n b\u1eb1ng c\u00e1ch khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a GPU. C\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 ho\u1ea1t \u0111\u1ed9ng (ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e9p nh\u00e2n ma tr\u1eadn) th\u01b0\u1eddng \u0111\u01b0\u1ee3c ch\u1ea1y n\u1ed1i ti\u1ebfp trong CPU c\u00f3 th\u1ec3 ch\u1ea1y song song tr\u00ean h\u00e0ng ngh\u00ecn l\u00f5i GPU.<\/p>\n<p><strong>GPU NVIDIA T4<\/strong> \u2014 M\u1ed9t card t\u0103ng t\u1ed1c PCIE Express Gen3 Deep Learning chu\u1ea9n m\u1ed9t khe c\u1eafm PCI-e, c\u1ea5u h\u00ecnh th\u1ea5p, d\u1ef1a tr\u00ean GPU TU104 NVIDIA. GPU T4 c\u00f3 b\u1ed9 nh\u1edb 16GB GDDR6 v\u00e0 gi\u1edbi h\u1ea1n c\u00f4ng su\u1ea5t t\u1ed1i \u0111a 70W. N\u00f3 c\u00f3 m\u1ed9t b\u1ea3ng l\u00e0m m\u00e1t th\u1ee5 \u0111\u1ed9ng. NVIDIA Turing Tensor Core cung c\u1ea5p n\u0103ng l\u01b0\u1ee3ng cho GPU T4 \u0111\u1ec3 t\u0103ng t\u1ed1c suy lu\u1eadn, chuy\u1ec3n m\u00e3 video v\u00e0 d\u00f9ng \u1ea3o h\u00f3a m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n -VDI. Gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng n\u00e0y s\u1eed d\u1ee5ng card T4 \u0111\u1ec3 gi\u1ea3i m\u00e3 video v\u00e0 suy lu\u1eadn h\u1ecdc s\u00e2u<\/p>\n<p><strong>Th\u00e0nh ph\u1ea7n AI c\u1ee7a Deep Vision<\/strong><br \/>\nN\u1ec1n t\u1ea3ng AI c\u1ee7a Deep Vision cung c\u1ea5p ph\u00e2n t\u00edch video th\u00f4ng minh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng AI th\u00f4ng qua nh\u1eadn d\u1ea1ng ph\u01b0\u01a1ng ti\u1ec7n, s\u1ed1 ng\u01b0\u1eddi v\u00e0 nh\u00e2n kh\u1ea9u h\u1ecdc, nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u00e0 nh\u1eefng th\u1ee9 kh\u00e1c. C\u00e1c ph\u1ea7n sau \u0111\u00e2y m\u00f4 t\u1ea3 c\u00e1c th\u00e0nh ph\u1ea7n AI c\u1ee7a Deep Vision:<\/p>\n<p><strong>B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n d\u00e0nh cho qu\u1ea3n tr\u1ecb vi\u00ean<\/strong><br \/>\nB\u1ea3ng \u0111i\u1ec1u khi\u1ec3n d\u00e0nh cho qu\u1ea3n tr\u1ecb vi\u00ean Deep Vision AI cung c\u1ea5p giao di\u1ec7n web \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 qu\u1ea3n tr\u1ecb v\u00e0 c\u1ea5u h\u00ecnh ph\u1ea7n m\u1ec1m, qu\u1ea3n l\u00fd camera v\u00e0 qu\u1ea3n l\u00fd ng\u01b0\u1eddi d\u00f9ng. N\u00f3 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng th\u00eam lu\u1ed3ng camera v\u00e0 k\u00edch ho\u1ea1t b\u1ea5t k\u1ef3 m\u00f4-\u0111un ph\u1ea7n m\u1ec1m d\u1ef1a tr\u00ean AI n\u00e0o m\u00e0 Deep Vision AI h\u1ed7 tr\u1ee3.<\/p>\n<p><strong>Nh\u1eefng M\u00f4-\u0111un AI<\/strong><br \/>\nDeep Vision AI c\u00f3 ki\u1ebfn \u200b\u200btr\u00fac m\u00f4-\u0111un, trong \u0111\u00f3 m\u1ed7i m\u00f4-\u0111un ph\u1ea7n m\u1ec1m cung c\u1ea5p kh\u1ea3 n\u0103ng AI \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch n\u00e2ng cao. M\u1ed7i lu\u1ed3ng video t\u1eeb m\u00e1y \u1ea3nh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh b\u1eb1ng m\u1ed9t ho\u1eb7c nhi\u1ec1u m\u00f4-\u0111un sau:<\/p>\n<p><strong>M\u00f4-\u0111un nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t<\/strong> \u2014 M\u00f4-\u0111un n\u00e0y gi\u00e1m s\u00e1t c\u00e1c khu v\u1ef1c \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh \u0111\u1ec3 c\u00f3 danh s\u00e1ch theo d\u00f5i c\u00e1c c\u00e1 nh\u00e2n duy nh\u1ea5t. H\u00ecnh \u1ea3nh c\u1ee7a nh\u1eefng ng\u01b0\u1eddi n\u00e0y \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean m\u00f4-\u0111un, sau \u0111\u00f3 nh\u1eefng ng\u01b0\u1eddi n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh. C\u00e1c khu v\u1ef1c \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t v\u00e0 c\u1ea3nh b\u00e1o \u0111\u01b0\u1ee3c \u0111\u01b0a ra khi c\u00e1c c\u00e1 nh\u00e2n xu\u1ea5t hi\u1ec7n tr\u00ean lu\u1ed3ng video. C\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u00ednh n\u0103ng n\u00e0y \u0111\u1ec3 th\u00f4ng b\u00e1o kh\u00e1ch h\u00e0ng VIP; c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u00ednh n\u0103ng n\u00e0y \u0111\u1ec3 theo d\u00f5i v\u1ecb tr\u00ed c\u1ee7a nh\u00e2n vi\u00ean<\/p>\n<p><strong>M\u00f4-\u0111un Nh\u1eadn d\u1ea1ng ph\u01b0\u01a1ng ti\u1ec7n<\/strong>\u00a0\u2014 M\u00f4-\u0111un n\u00e0y x\u00e1c \u0111\u1ecbnh n\u0103m, h\u00e3ng v\u00e0 ki\u1ec3u xe, c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n \u0111i v\u00e0o c\u00e1c khu v\u1ef1c \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh. C\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng th\u00f4ng tin n\u00e0y \u0111\u1ec3 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00f3n kh\u00e1ch \u1edf l\u1ec1 \u0111\u01b0\u1eddng t\u1ed1t h\u01a1n v\u00e0 nhanh h\u01a1n. C\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u00f3 th\u1ec3 \u00e1nh x\u1ea1 th\u00f4ng tin xe cho kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng th\u00f4ng tin l\u1ecbch s\u1eed. M\u00f4-\u0111un c\u0169ng ghi l\u1ea1i th\u1eddi gian \u0111\u1ebfn, th\u1eddi gian kh\u1edfi h\u00e0nh v\u00e0 th\u1eddi gian d\u1eebng \u0111\u1ec3 ph\u00e2n t\u00edch. Khi \u00e1p d\u1ee5ng cho c\u00e1c th\u00e0nh ph\u1ed1, m\u00f4-\u0111un n\u00e0y cho ph\u00e9p c\u1ea3nh b\u00e1o th\u1eddi gian th\u1ef1c d\u1ef1a tr\u00ean danh s\u00e1ch theo d\u00f5i xe c\u1ee5 th\u1ec3.<\/p>\n<p><strong>M\u00f4-\u0111un \u0110\u1ebfm ng\u01b0\u1eddi v\u00e0 Nh\u00e2n kh\u1ea9u h\u1ecdc<\/strong> \u2014 M\u00f4-\u0111un n\u00e0y ghi l\u1ea1i s\u1ed1 ng\u01b0\u1eddi trong m\u1ed9t khu v\u1ef1c \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh, th\u00f4ng tin nh\u00e2n kh\u1ea9u h\u1ecdc c\u1ee7a h\u1ecd (gi\u1edbi t\u00ednh v\u00e0 tu\u1ed5i) v\u00e0 th\u1eddi gian s\u1ed1ng c\u1ee7a h\u1ecd. C\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng th\u00f4ng tin n\u00e0y, b\u1ed5 sung v\u1edbi th\u00f4ng tin nh\u00e2n kh\u1ea9u h\u1ecdc kh\u00e1c nh\u01b0 \u0111\u1ecba l\u00fd, s\u1edf th\u00edch, s\u1ef1 quan t\u00e2m v\u00e0 thu nh\u1eadp, \u0111\u1ec3\u00a0hi\u1ec3u ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng, \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn vi\u1ec7c l\u1ef1a ch\u1ecdn s\u1ea3n ph\u1ea9m v\u00e0 cung c\u1ea5p v\u1ecb tr\u00ed s\u1ea3n ph\u1ea9m, giao ti\u1ebfp v\u1edbi kh\u00e1ch h\u00e0ng v\u00e0 qu\u1ea3ng c\u00e1o.<\/p>\n<p><strong>M\u00f4-\u0111un \u0110\u1ed1i t\u01b0\u1ee3ng V\u00e0o Khu v\u1ef1c C\u1ea3nh b\u00e1o<\/strong> \u2014 M\u00f4-\u0111un n\u00e0y \u0111\u1ebfm s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi ho\u1eb7c ph\u01b0\u01a1ng ti\u1ec7n theo lo\u1ea1i \u0111i v\u00e0o m\u1ed9t khu v\u1ef1c \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh. N\u00f3 cung c\u1ea5p c\u1ea3nh b\u00e1o d\u1ef1a tr\u00ean s\u1ed1 l\u01b0\u1ee3ng \u0111\u1ed1i t\u01b0\u1ee3ng v\u00e0 th\u1eddi gian d\u00e0nh cho m\u1ed9t khu v\u1ef1c. M\u00f4-\u0111un gi\u00fap b\u1ea1n c\u00f3 th\u1ec3:<br \/>\n&#8211; \u0110\u1ebfm s\u1ed1 ng\u01b0\u1eddi ra v\u00e0o m\u1ed9t khu v\u1ef1c v\u00e0 x\u00e1c \u0111\u1ecbnh s\u1ed1 ng\u01b0\u1eddi \u1edf<br \/>\n&#8211; T\u1ea1o c\u1ea3nh b\u00e1o khi m\u1ed9t c\u00e1 nh\u00e2n \u0111\u01b0\u1ee3c nh\u00ecn th\u1ea5y trong khu v\u1ef1c b\u1ecb c\u1ea5m<br \/>\n&#8211; Khi \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng cho giao th\u00f4ng v\u00e0 v\u1eadn t\u1ea3i, cung c\u1ea5p c\u1ea3nh b\u00e1o t\u1eafc \u0111\u01b0\u1eddng, c\u1ea3nh b\u00e1o \u0111\u1ed7 xe b\u1ea5t h\u1ee3p ph\u00e1p v\u00e0 c\u1ea3nh b\u00e1o d\u1ef1a tr\u00ean nh\u1eefng b\u1ea5t th\u01b0\u1eddng c\u1ee7a giao th\u00f4ng kh\u00e1c nhau.<br \/>\nM\u00f4-\u0111un n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi m\u00f4-\u0111un Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t \u0111\u1ec3 t\u1ea1o ra c\u1ea3nh b\u00e1o n\u1ebfu nh\u1eefng ng\u01b0\u1eddi duy nh\u1ea5t \u0111i v\u00e0o c\u00e1c khu v\u1ef1c \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh.<\/p>\n<p><strong>Lu\u1ed3ng d\u1eef li\u1ec7u video v\u00e0 nhi\u1ec7t \u0111\u1ed9<\/strong><br \/>\nGi\u1ea3i ph\u00e1p S\u1eb5n s\u00e0ng n\u00e0y s\u1eed d\u1ee5ng Giao th\u1ee9c ph\u00e1t tr\u1ef1c tuy\u1ebfn th\u1eddi gian th\u1ef1c (Real Time Streaming Protocol-RTSP) l\u00e0m giao th\u1ee9c ph\u00e1t tr\u1ef1c tuy\u1ebfn cho video. Lu\u1ed3ng RTSP \u0111\u01b0\u1ee3c nh\u1eadn v\u00e0 gi\u1ea3i m\u00e3 b\u1eb1ng m\u1ed9t ho\u1eb7c nhi\u1ec1u GPU NVIDIA, nh\u01b0 th\u1ec3 hi\u1ec7n trong h\u00ecnh sau:<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-1.png\" \/><\/p>\n<p>H\u00ecnh 2 :Quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a m\u00f4-\u0111un Deep Vision AI cho m\u00e1y quay video<\/p>\n<p>C\u00e1c m\u00f4-\u0111un \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh ho\u1ea1t \u0111\u1ed9ng tr\u00ean lu\u1ed3ng video, t\u1ea1o ra m\u1ecdi c\u1ea3nh b\u00e1o t\u01b0\u01a1ng \u1ee9ng v\u00e0 t\u1ea1o ra m\u1ed9t lu\u1ed3ng video v\u1edbi th\u00f4ng tin \u0111\u01b0\u1ee3c ph\u1ee7 l\u00ean (ch\u1eb3ng h\u1ea1n nh\u01b0 nh\u1eadn d\u1ea1ng v\u00e0 th\u00f4ng tin kh\u00e1c ph\u00eda tr\u00ean \u0111\u1ea7u m\u1ed7i \u0111\u1ed1i t\u01b0\u1ee3ng trong video). B\u1ea1n c\u00f3 th\u1ec3 xem c\u00e1c c\u1ea3nh b\u00e1o n\u00e0y trong B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n d\u00e0nh cho qu\u1ea3n tr\u1ecb vi\u00ean.<br \/>\nNgo\u00e0i vi\u1ec7c h\u1ed7 tr\u1ee3 m\u00e1y quay video, Deep Vision AI c\u00f2n c\u00f3 m\u1ed9t m\u00f4-\u0111un \u0111\u1ec3 ph\u00e2n t\u00edch nhi\u1ec7t, y\u00eau c\u1ea7u m\u1ed9t m\u00e1y \u1ea3nh nhi\u1ec7t.<br \/>\nM\u00f4-\u0111un Ph\u00e1t hi\u1ec7n Nhi\u1ec7t \u0111\u1ed9 x\u00e1c \u0111\u1ecbnh nhi\u1ec7t \u0111\u1ed9 c\u1ee7a con ng\u01b0\u1eddi v\u00e0 \u0111o c\u00e1c ph\u01b0\u01a1ng sai so v\u1edbi \u0111\u01b0\u1eddng c\u01a1 s\u1edf tr\u00ean ho\u1eb7c d\u01b0\u1edbi ng\u01b0\u1ee1ng ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c. Khi nh\u1eefng ng\u01b0\u1eddi c\u00f3 nhi\u1ec7t \u0111\u1ed9 gi\u1ea3m xu\u1ed1ng ngo\u00e0i ng\u01b0\u1ee1ng c\u00e0i \u0111\u1eb7t, m\u00f4-\u0111un s\u1ebd \u0111\u01b0a ra c\u1ea3nh b\u00e1o.<\/p>\n<p>M\u1ed9t m\u00e1y camera \u0111i\u1ec3n h\u00ecnh cung c\u1ea5p c\u1ea3 lu\u1ed3ng nhi\u1ec7t v\u00e0 lu\u1ed3ng video. C\u1ea3 hai lu\u1ed3ng n\u00e0y \u0111\u1ec1u \u0111\u01b0\u1ee3c gi\u1ea3i m\u00e3 b\u1edfi GPU NVIDIA T4. M\u00f4-\u0111un ph\u00e1t hi\u1ec7n khu\u00f4n m\u1eb7t ph\u00e2n t\u00edch lu\u1ed3ng video (RGB) v\u00e0 c\u00e1c t\u1ecda \u0111\u1ed9 tr\u00ean khu\u00f4n m\u1eb7t \u0111\u01b0\u1ee3c t\u00ednh to\u00e1n. M\u00f4-\u0111un \u0111o nhi\u1ec7t \u0111\u1ed9 ph\u00e2n t\u00edch th\u00f4ng tin n\u00e0y v\u00e0 \u0111\u01b0\u1ee3c \u00e1nh x\u1ea1 t\u1edbi d\u00f2ng nhi\u1ec7t k\u1ebf, nh\u01b0 th\u1ec3 hi\u1ec7n trong h\u00ecnh sau:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-2.png\" \/><\/p>\n<p>H\u00ecnh 3 : Quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a m\u00f4-\u0111un Deep Vision AI cho m\u00e1y camera nhi\u1ec7t<\/p>\n<p><strong>Quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u<\/strong><br \/>\nDeep Vision AI cung c\u1ea5p c\u01a1 ch\u1ebf tu\u00e2n th\u1ee7 Quy \u0111\u1ecbnh chung v\u1ec1 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u1ee7a Li\u00ean minh Ch\u00e2u \u00c2u (General Data Protection Regulation-GDPR) v\u00e0 c\u00e1c lu\u1eadt b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u qu\u1ed1c t\u1ebf kh\u00e1c:<br \/>\n\u2022 <strong>\u1ea8n danh d\u1eef li\u1ec7u c\u00e1 nh\u00e2n<\/strong> \u2014 Deep Vision AI h\u1ed7 tr\u1ee3 ch\u1ebf \u0111\u1ed9 ri\u00eang t\u01b0. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ch\u1ebf \u0111\u1ed9 n\u00e0y, h\u00ecnh \u1ea3nh khu\u00f4n m\u1eb7t c\u1ee7a c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00f4ng \u0111\u01b0\u1ee3c quay s\u1ebd b\u1ecb m\u1edd v\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb ho\u1eb7c hi\u1ec3n th\u1ecb cho ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i.<br \/>\n\u2022 <strong>B\u1ea3o v\u1ec7 quy\u1ec1n d\u1eef li\u1ec7u c\u00e1 nh\u00e2n<\/strong> \u2014 Deep Vision AI cung c\u1ea5p c\u00e1c c\u01a1 ch\u1ebf d\u1ec5 d\u00e0ng v\u00e0 tr\u1ef1c quan \u0111\u1ec3 x\u00f3a c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng kh\u1ecfi danh s\u00e1ch theo d\u00f5i. T\u00f9y ch\u1ecdn n\u00e0y cung c\u1ea5p cho ng\u01b0\u1eddi d\u00f9ng v\u00e0 ng\u01b0\u1eddi v\u1eadn h\u00e0nh ph\u1ea7n m\u1ec1m to\u00e0n quy\u1ec1n ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u c\u00e1 nh\u00e2n. H\u1ecd c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng nhanh ch\u00f3ng \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c y\u00eau c\u1ea7u x\u00f3a d\u1eef li\u1ec7u c\u00e1 nh\u00e2n. S\u1ef1 b\u1ea3o v\u1ec7 n\u00e0y tu\u00e2n th\u1ee7 c\u00e1c quy\u1ec1n c\u1ee7a c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c truy c\u1eadp v\u00e0 ch\u1ec9nh s\u1eeda d\u1eef li\u1ec7u, quy\u1ec1n \u0111\u01b0\u1ee3c qu\u00ean v\u00e0 \u00e1p d\u1ee5ng c\u00e1c h\u1ea1n ch\u1ebf \u0111\u1ed1i v\u1edbi x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00e1 nh\u00e2n c\u1ee7a h\u1ecd v\u00e0 kh\u1ea3 n\u0103ng di chuy\u1ec3n d\u1eef li\u1ec7u c\u1ee7a h\u1ecd.<\/p>\n<p>Gi\u1ea3i ph\u00e1p S\u1eb5n s\u00e0ng n\u00e0y l\u00e0 t\u01b0\u01a1ng th\u00edch h\u1ea7u h\u1ebft v\u1edbi c\u00e1c ki\u1ec3u camera. C\u1ea7n c\u00f3 camera h\u1ed7 tr\u1ee3 n\u00e9n video H.264 ho\u1eb7c H.265 v\u00e0 c\u00e1c lu\u1ed3ng video t\u1eeb camera \u0111\u01b0\u1ee3c gi\u1ea3i n\u00e9n \/ gi\u1ea3i m\u00e3 trong GPU T4 \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 suy lu\u1eadn th\u00eam. Dell Technologies khuy\u1ebfn ngh\u1ecb c\u00e1c camera n\u00e0y y\u00eau c\u1ea7u C\u1ea5p ngu\u1ed3n qua Ethernet (PoE) \u0111\u1ec3 d\u1ec5 d\u00e0ng tri\u1ec3n khai nh\u1ea5t qu\u00e1n tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c chi nh\u00e1nh b\u00e1n l\u1ebb. Thi\u1ebft b\u1ecb chuy\u1ec3n m\u1ea1ch d\u00f2ng Dell EMC PowerSwitch N3000 ho\u1eb7c S3100 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 c\u1ea5p ngu\u1ed3n cho camera v\u00e0 cung c\u1ea5p k\u1ebft n\u1ed1i m\u1ea1ng.<\/p>\n<p><strong>B\u1ea3ng 3. \u0110\u1eb7c \u0111i\u1ec3m k\u1ef9 thu\u1eadt camera c\u1ea7n thi\u1ebft<\/strong><\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td><b>Featu<\/b><b>r<\/b><b>e<\/b><\/td>\n<td><b>R<\/b><b>equi<\/b><b>r<\/b><b>em<\/b><b>e<\/b><b>nt<\/b><\/td>\n<\/tr>\n<tr>\n<td>Minimum resolution<\/td>\n<td>1080 x 1920p (Full HD) or higher<\/td>\n<\/tr>\n<tr>\n<td>Connectivity<\/td>\n<td>RTSP (most IP cameras support RTSP protocol)<\/td>\n<\/tr>\n<tr>\n<td>Lens<\/td>\n<td>Without distortion<\/td>\n<\/tr>\n<tr>\n<td>Video compression<\/td>\n<td>H264 or H265<\/td>\n<\/tr>\n<tr>\n<td>Frame rate<\/td>\n<td>15 FPS (min); 30 FPS (recommended)<\/td>\n<\/tr>\n<tr>\n<td>Bit rate<\/td>\n<td>Higher than 2 kbps<\/td>\n<\/tr>\n<tr>\n<td>Bandwidth required per camera<\/td>\n<td>6 Mbs (Full HD at 15 FPS)<\/td>\n<\/tr>\n<tr>\n<td>Thermal image sensor<\/td>\n<td>Optional and required only for thermal module<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>L\u01b0u \u00fd: C\u1ea7n c\u00f3 camera nhi\u1ec7t \u0111\u1ec3 s\u1eed d\u1ee5ng m\u00f4-\u0111un nhi\u1ec7t. Camera nhi\u1ec7t th\u01b0\u1eddng c\u00f3 c\u1ea3 c\u1ea3m bi\u1ebfn quang h\u1ecdc v\u00e0 c\u1ea3m bi\u1ebfn nhi\u1ec7t, \u0111\u00f3 l\u00e0 \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u cho m\u00f4-\u0111un nhi\u1ec7t.<\/p>\n<p>Ch\u00fang t\u00f4i \u0111\u00e3 s\u1eed d\u1ee5ng camera Axis P-series v\u00e0 camera nhi\u1ec7t \u1ea3nh Mobotix M16B trong ph\u00f2ng Lab AI c\u1ee7a Dell.<\/p>\n<p><strong>C\u1ea5u h\u00ecnh \u0111\u1ec1 xu\u1ea5t<\/strong><\/p>\n<p>B\u1ea3ng sau \u0111\u00e2y \u0111\u1ec1 xu\u1ea5t ba c\u1ea5u h\u00ecnh v\u00e0 h\u01b0\u1edbng d\u1eabn \u0111\u1ecbnh c\u1ee1 chung d\u1ef1a tr\u00ean s\u1ed1 l\u01b0\u1ee3ng m\u00f4-\u0111un v\u00e0 camera \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u cho m\u1ed9t t\u00ecnh hu\u1ed1ng:<\/p>\n<p><strong>B\u1ea3ng 4. C\u00e1c c\u1ea5u h\u00ecnh \u0111\u1ec1 xu\u1ea5t: T\u00f3m t\u1eaft<\/strong><\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td><b>C<\/b><b>onfigu<\/b><b>r<\/b><b>ation si<\/b><b>z<\/b><b>e<\/b><\/td>\n<td><b>E<\/b><b>xample<\/b> <b>sc<\/b><b>e<\/b><b>na<\/b><b>r<\/b><b>io<\/b><\/td>\n<td><b>C<\/b><b>onfigu<\/b><b>r<\/b><b>ation<\/b><\/td>\n<\/tr>\n<tr>\n<td>Small<\/td>\n<td>Two modules with a total of 7 camera streams:<\/p>\n<p>\u20224 camera streams for the Facial Recognition module<\/p>\n<p>\u20223 camera streams for the People Counting and Demographics module<\/td>\n<td>R7515 server with a single socket AMD processor and a single NVIDIA T4 GPU<\/td>\n<\/tr>\n<tr>\n<td>Medium<\/td>\n<td>Four modules with total of 12 camera streams<\/p>\n<p>\u20224 camera streams for the Facial Recognition module<\/p>\n<p>\u20224 camera streams for the People Counting and Demographics module<\/p>\n<p>\u20222 camera streams for the Vehicle Identification module<\/p>\n<p>\u20222 camera streams for the Temperature Detection module<\/td>\n<td>R740 server with a dual socket Intel Scalable Xeon processor and two NVIDIA T4 GPUs<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td><b>C<\/b><b>onfigu<\/b><b>r<\/b><b>ation si<\/b><b>z<\/b><b>e<\/b><\/td>\n<td><b>E<\/b><b>xample<\/b> <b>sc<\/b><b>e<\/b><b>na<\/b><b>r<\/b><b>io<\/b><\/td>\n<td><b>C<\/b><b>onfigu<\/b><b>r<\/b><b>ation<\/b><\/td>\n<\/tr>\n<tr>\n<td>Large<\/td>\n<td>Five modules with total of 20 camera streams<\/p>\n<p>\u20224 camera streams for the Facial Recognition module<\/p>\n<p>\u20224 camera streams for the People Counting and Demographics module<\/p>\n<p>\u20224 camera streams for the Vehicle Identification module<\/p>\n<p>\u20224 camera streams for the Temperature Detection module<\/p>\n<p>\u20224 camera streams for the Objects Entering Alert Zones module<\/td>\n<td>R7525 server with a dual socket AMD EPYC processor and four NVIDIA T4 GPUs<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>L\u01b0u \u00fd: \u0110\u1ed1i v\u1edbi m\u00f4i tr\u01b0\u1eddng kh\u1eafc nghi\u1ec7t b\u00ean ngo\u00e0i trung t\u00e2m d\u1eef li\u1ec7u, h\u00e3y s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 PowerEdge XE2420. \u0110\u00e2y l\u00e0 m\u1ed9t m\u00e1y ch\u1ee7 2 socket CPU h\u1ed7 tr\u1ee3 t\u1ed1i \u0111a 4 GPU NVIDIA T4 v\u00e0 ch\u1ecbu \u0111\u01b0\u1ee3c nhi\u1ec7t \u0111\u1ed9 cao khi ho\u1ea1t \u0111\u1ed9ng k\u00e9o d\u00e0i.<\/p>\n<p>B\u1ea3ng sau cung c\u1ea5p chi ti\u1ebft b\u1ed5 sung cho t\u1eebng c\u1ea5u h\u00ecnh:<\/p>\n<p><strong>B\u1ea3ng 5. C\u00e1c c\u1ea5u h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t: Chi ti\u1ebft<\/strong><\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td><b>C<\/b><b>omponent<\/b><\/td>\n<td><b>S<\/b><b>mall <\/b><b>c<\/b><b>onfigu<\/b><b>r<\/b><b>a<\/b><b>t<\/b><b>ion<\/b><\/td>\n<td><b>M<\/b><b>edi<\/b><b>u<\/b><b>m<\/b> <b>con<\/b><b>f<\/b><b>igu<\/b><b>r<\/b><b>ati<\/b><b>o<\/b><b>n<\/b><\/td>\n<td><b>La<\/b><b>r<\/b><b>ge<\/b> <b>c<\/b><b>o<\/b><b>nfigu<\/b><b>r<\/b><b>at<\/b><b>i<\/b><b>on<\/b><\/td>\n<\/tr>\n<tr>\n<td>Server model<\/td>\n<td>R7515<\/td>\n<td>R740<\/td>\n<td>R7525<\/td>\n<\/tr>\n<tr>\n<td>Processor<\/td>\n<td>AMD EPYC 7502P 2.5 GHz, 32C\/64T, 128 M Cache (180 W)<\/td>\n<td>Intel Xeon Gold 6252 2.1 G,<\/p>\n<p>24C\/48T, 10.4 GT\/s, 35.75 M<\/p>\n<p>Cache, Turbo, HT (150 W) DDR4-2933<\/td>\n<td>AMD EPYC 7702P 2.00 GHz, 64C\/128T, 256 M Cache (200 W) DDR4- 3200<\/td>\n<\/tr>\n<tr>\n<td>Memory<\/td>\n<td>8 x 8 GB<\/td>\n<td>8 x 16 GB<\/td>\n<td>16 x 16 GB<\/td>\n<\/tr>\n<tr>\n<td>GPUs<\/td>\n<td>1 NVIDIA T4 GPU<\/td>\n<td>2 NVIDIA T4 GPUs<\/td>\n<td>4 NVIDIA T4 GPUs<\/td>\n<\/tr>\n<tr>\n<td>Network adapter<\/td>\n<td>Broadcom 57416 Dual Port 10 GbE BaseT Network LOM Mezz Card<\/td>\n<td>Broadcom 57416 Dual Port 10 GbE BaseT Network LOM Mezz Card<\/td>\n<td>Broadcom 57416 Dual Port 10 GbE BaseT Network LOM Mezz Card<\/td>\n<\/tr>\n<tr>\n<td>Storage<\/td>\n<td>6 x 480 GB SAS SSDs in RAID 6<\/td>\n<td>8 x 480 GB SAS SSDs in RAID 6<\/td>\n<td>12 x 480 GB SAS SSDs in RAID 6<\/td>\n<\/tr>\n<tr>\n<td>Operating system<\/td>\n<td>Ubuntu server<\/td>\n<td>Ubuntu server<\/td>\n<td>Ubuntu server<\/td>\n<\/tr>\n<tr>\n<td>Trusted Platform Module<\/td>\n<td>Trusted Platform Module 2.0<\/td>\n<td>Trusted Platform Module 2.0<\/td>\n<td>Trusted Platform Module 2.0<\/td>\n<\/tr>\n<tr>\n<td>Solution ID<\/td>\n<td>12785033.1<\/td>\n<td>12785314.1<\/td>\n<td>12785814.1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 cung c\u1ea5p s\u1ed1 ID Gi\u1ea3i ph\u00e1p cho \u0111\u1ea1i di\u1ec7n b\u00e1n h\u00e0ng c\u1ee7a Dell \u0111\u1ec3 \u0111\u1eb7t h\u00e0ng m\u00e1y ch\u1ee7 PowerEdge. C\u00e1c c\u1ea5u h\u00ecnh \u0111\u01b0\u1ee3c cung c\u1ea5p nh\u01b0 m\u1ed9t \u0111i\u1ec3m kh\u1edfi \u0111\u1ea7u v\u00e0 \u0111\u1ea1i di\u1ec7n b\u00e1n h\u00e0ng c\u1ee7a Dell s\u1ebd t\u00f9y ch\u1ec9nh c\u1ea5u h\u00ecnh m\u00e1y ch\u1ee7, bao g\u1ed3m b\u1ed9 x\u1eed l\u00fd, b\u1ed9 nh\u1edb v\u00e0 \u0111\u0129a c\u1ee9ng, n\u1ebfu c\u1ea7n.<\/p>\n<p><strong>Network layout<\/strong><\/p>\n<p><strong>H\u00ecnh sau cho th\u1ea5y m\u1ed9t b\u1ed1 c\u1ee5c m\u1ea1ng m\u1eabu cho c\u00e1c c\u1ea5u h\u00ecnh:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-3.png\" \/><\/p>\n<p><strong>H\u00ecnh 4 :M\u00e1y ch\u1ee7 PowerEdge v\u1edbi Deep Vision AI v\u00e0 NVIDIA EGX<\/strong><\/p>\n<p>B\u1ed9 chuy\u1ec3n m\u1ea1ch PowerSwitch N3000 h\u1ed7 tr\u1ee3 PoE, m\u00e0 c\u00e1c camera th\u01b0\u1eddng y\u00eau c\u1ea7u.<br \/>\nM\u1ed7i camera, ph\u1ee5c v\u1ee5 b\u1ea5t k\u1ef3 m\u1ee5c \u0111\u00edch n\u00e0o, \u0111\u1ec1u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi PowerSwitch. M\u00e1y ch\u1ee7 PowerEdge ch\u1ea1y h\u1ec7 sinh th\u00e1i ph\u1ea7n m\u1ec1m Deep Vision AI v\u00e0 NVIDIA EGX c\u0169ng \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi c\u00f9ng m\u1ed9t b\u1ed9 chuy\u1ec3n m\u1ea1ng.<\/p>\n<p>B\u1ea3ng sau cung c\u1ea5p danh s\u00e1ch c\u00e1c model PowerSwitch v\u00e0 c\u00e1c kh\u1ea3 n\u0103ng ch\u00ednh c\u1ee7a ch\u00fang:<\/p>\n<p><strong>B\u1ea3ng 6. Kh\u1ea3 n\u0103ng c\u1ee7a model PowerSwitch<\/strong><\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td><b>S<\/b><b>w<\/b><b>itch<\/b> <b>mod<\/b><b>e<\/b><b>l<\/b><\/td>\n<td><b>C<\/b><b>apabili<\/b><b>t<\/b><b>y<\/b><\/td>\n<\/tr>\n<tr>\n<td>N3048ET-ON<\/td>\n<td>\u20221 GbE port attributes:<\/p>\n<p>\u00a712 RJ45 autosensing (1Gb\/100 Mb\/10 Mb) PoE 60 W fixed ports<\/p>\n<p>\u00a736 RJ45 autosensing (1 Gb\/100 Mb\/10 Mb)<\/p>\n<p>\u20222 integrated 10 GbE SFP+ dedicated ports<\/p>\n<p>\u20222 integrated GbE SFP combo ports<\/td>\n<\/tr>\n<tr>\n<td>N3024EP-ON<\/td>\n<td>\u20221 GbE port attributes:<\/p>\n<p>\u00a712 RJ45 autosensing (1 Gb\/100 Mb\/10 Mb) PoE 60 W fixed ports<\/p>\n<p>\u00a712 RJ45 autosensing (1 Gb\/100 Mb\/10 Mb) PoE+ fixed ports<\/p>\n<p>\u20222 integrated 10 GbE SFP+ dedicated ports<\/p>\n<p>\u20222 Integrated GbE SFP combo ports<\/p>\n<p>\u202260 W on 12 ports; 30.8 W on remaining 12 ports (might require a second power supply module)<\/td>\n<\/tr>\n<tr>\n<td>N3048EP-ON<\/td>\n<td>\u20221 GbE port attributes:<\/p>\n<p>\u00a712 RJ45 autosensing (1Gb\/100 Mb\/10 Mb) PoE 60 W fixed ports<\/p>\n<p>\u00a736 RJ45 autosensing (1 Gb\/100 Mb\/10 Mb) PoE+ fixed ports<\/p>\n<p>\u20222 integrated 10 GbE SFP+ dedicated ports<\/p>\n<p>\u20222 integrated GbE SFP combo ports<\/p>\n<p>\u202260 W on 12 ports; 30.8 W on remaining 12 ports (might require a second power supply module)<\/td>\n<\/tr>\n<tr>\n<td>S3148P<\/td>\n<td>\u20221 GbE Port Attributes:<\/p>\n<p>\u00a748 x RJ45 autosensing (1 Gb\/100 Mb\/10 Mb) PoE+ fixed ports<\/p>\n<p>\u2022Integrated 10 GbE SFP+ dedicated ports: 2<\/p>\n<p>\u2022Integrated GbE SFP combo ports: 2<\/p>\n<p>\u2022Maximum PoE Watts per port: 30.8 W on 48 ports (might require 2nd power supply module)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Ch\u00fang t\u00f4i \u0111\u1ec1 xu\u1ea5t model <strong>PowerSwitch S3148P<\/strong> cho Gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng n\u00e0y.<\/p>\n<p><strong>Tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd<\/strong><\/p>\n<p>T\u1ed5ng quan v\u1ec1 tri\u1ec3n khai<\/p>\n<p>C\u00e1c b\u01b0\u1edbc sau \u0111\u00e2y cung c\u1ea5p t\u1ed5ng quan chuy\u00ean s\u00e2u v\u1ec1 vi\u1ec7c tri\u1ec3n khai Gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng n\u00e0y:<br \/>\n1. L\u1eafp \u0111\u1eb7t camera \u2014 T\u00f9y thu\u1ed9c v\u00e0o c\u00e1c m\u00f4-\u0111un \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng, v\u1ecb tr\u00ed \u0111\u1eb7t camera l\u00e0 r\u1ea5t quan tr\u1ecdng. \u0110\u1ed1i v\u1edbi c\u00e1c m\u00f4-\u0111un Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u00e0 \u0110\u1ebfm ng\u01b0\u1eddi v\u00e0 Nh\u00e2n kh\u1ea9u h\u1ecdc, h\u00e3y \u0111\u1eb7t camera \u1edf v\u1ecb tr\u00ed \u0111\u1ec3 ghi l\u1ea1i m\u1ed9t s\u1ed1 g\u00f3c nh\u00ecn ch\u00ednh di\u1ec7n c\u1ee7a t\u1eebng ng\u01b0\u1eddi \u0111ang \u0111i v\u1ec1 ph\u00eda camera.<br \/>\n\u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 v\u1ecb tr\u00ed \u0111\u1eb7t camera, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c g\u00f3c v\u00e0 kho\u1ea3ng c\u00e1ch c\u1ea7n thi\u1ebft t\u1eeb \u0111\u1ed1i t\u01b0\u1ee3ng, h\u00e3y li\u00ean h\u1ec7 v\u1edbi chuy\u00ean gia gi\u1ea3i ph\u00e1p c\u1ee7a Dell.<\/p>\n<p>2. Tri\u1ec3n khai l\u1edbp ph\u1ea7n m\u1ec1m EGX tr\u00ean m\u00e1y ch\u1ee7 Dell PowerEdge \u2014 D\u00e0nh cho<br \/>\nth\u00f4ng tin v\u1ec1 c\u00e1ch tri\u1ec3n khai ph\u1ea7n m\u1ec1m EGX, (h\u00e3y xem H\u01b0\u1edbng d\u1eabn c\u00e0i \u0111\u1eb7t EGX Stack v1.2 cho Ubuntu Server x86-64 tr\u00ean GitHub). C\u00e1c b\u01b0\u1edbc bao g\u1ed3m c\u00e0i \u0111\u1eb7t v\u00e0 c\u1ea5u h\u00ecnh h\u1ec7 \u0111i\u1ec1u h\u00e0nh Ubuntu, c\u0169ng nh\u01b0 c\u00e0i \u0111\u1eb7t Docker, Kubernetes, Helm v\u00e0 NVIDIA GPU Operator.<\/p>\n<p>3. Tri\u1ec3n khai Deep Vision AI \u2014 Deep Vision AI c\u00f3 s\u1eb5n \u0111\u1ec3 c\u00e0i \u0111\u1eb7t d\u01b0\u1edbi d\u1ea1ng bi\u1ec3u \u0111\u1ed3 Helm ho\u1eb7c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng Docker Compose. Bi\u1ec3u \u0111\u1ed3 Helm \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u \u0111\u1ec3 c\u00e0i \u0111\u1eb7t tr\u00ean l\u1edbp ph\u1ea7n m\u1ec1m EGX. N\u1ebfu b\u1ea1n s\u1eed d\u1ee5ng Docker Compose, h\u00e3y c\u00e0i \u0111\u1eb7t B\u1ed9 c\u00f4ng c\u1ee5 NVIDIA tr\u00ean h\u1ec7 \u0111i\u1ec1u h\u00e0nh m\u00e1y ch\u1ee7. Trong c\u1ea3 hai tr\u01b0\u1eddng h\u1ee3p, b\u1ea1n c\u00f3 th\u1ec3 t\u1ea3i xu\u1ed1ng v\u00e0 tri\u1ec3n khai B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n d\u00e0nh cho qu\u1ea3n tr\u1ecb vi\u00ean Deep Vision AI v\u00e0 c\u00e1c m\u00f4-\u0111un ph\u1ea7n m\u1ec1m b\u1eaft bu\u1ed9c d\u01b0\u1edbi d\u1ea1ng Docker container.<\/p>\n<p><strong>L\u01b0u \u00fd:<\/strong> T\u1ea1i th\u1eddi \u0111i\u1ec3m xu\u1ea5t b\u1ea3n, kh\u00f4ng ph\u1ea3i t\u1ea5t c\u1ea3 c\u00e1c m\u00f4-\u0111un Deep Vision AI \u0111\u1ec1u c\u00f3 s\u1eb5n \u0111\u1ec3 tri\u1ec3n khai th\u00f4ng qua Helm tr\u00ean EGX. Trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y, h\u00e3y tri\u1ec3n khai c\u00e1c m\u00f4-\u0111un Deep Vision AI nh\u01b0 m\u1ed9t Docker container v\u00e0 th\u00f4ng qua c\u00f4ng c\u1ee5 Docker Compose. Li\u00ean h\u1ec7 v\u1edbi \u0111\u1ea1i di\u1ec7n b\u00e1n h\u00e0ng c\u1ee7a Dell \u0111\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin.<\/p>\n<p>4. \u0110\u1ecbnh c\u1ea5u h\u00ecnh c\u00e1c m\u00f4-\u0111un ph\u1ea7n m\u1ec1m \u2014 Khi \u0111\u01b0\u1ee3c tri\u1ec3n khai, n\u1ec1n t\u1ea3ng Deep Vision AI \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh \u0111\u1ec3 ph\u00e1t tr\u1ef1c tuy\u1ebfn c\u00e1c camera. \u0110\u1ed1i v\u1edbi m\u1ed7i camera, h\u00e3y k\u00edch ho\u1ea1t m\u1ed9t ho\u1eb7c nhi\u1ec1u m\u00f4-\u0111un. B\u1ea1n c\u00f3 th\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c key license th\u00f4ng qua \u0111\u1ea1i di\u1ec7n b\u00e1n h\u00e0ng c\u1ee7a Dell \u0111\u1ec3 k\u00edch ho\u1ea1t m\u1ed7i m\u00f4-\u0111un camera.<\/p>\n<p>5. \u0110\u1ecbnh c\u1ea5u h\u00ecnh camera v\u00e0 c\u1ea3nh b\u00e1o \u2014 Cu\u1ed1i c\u00f9ng, th\u00eam camera v\u00e0 k\u00edch ho\u1ea1t c\u00e1c m\u00f4-\u0111un ph\u1ea7n m\u1ec1m c\u1ea7n thi\u1ebft trong b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n qu\u1ea3n tr\u1ecb Deep Vision AI. C\u1ea5u h\u00ecnh c\u1ea3nh b\u00e1o t\u00f9y thu\u1ed9c v\u00e0o tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng.<\/p>\n<p><strong>C\u1ea5p ph\u00e9p<\/strong><\/p>\n<p>M\u00f4 h\u00ecnh c\u1ea5p ph\u00e9p Deep Vision AI l\u00e0 tr\u00ean m\u1ed7i m\u00f4-\u0111un ph\u1ea7n m\u1ec1m v\u00e0 lu\u1ed3ng camera. Gi\u1ea5y ph\u00e9p c\u00f3 s\u1eb5n trong c\u00e1c g\u00f3i g\u1ed3m 10 lu\u1ed3ng camera cho m\u1ed7i m\u00f4-\u0111un ph\u1ea7n m\u1ec1m. M\u1ed9t lu\u1ed3ng camera c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh b\u1eb1ng m\u1ed9t ho\u1eb7c nhi\u1ec1u gi\u1ea5y ph\u00e9p ph\u1ea7n m\u1ec1m. C\u1ea3 gi\u1ea5y ph\u00e9p h\u00e0ng n\u0103m (bao g\u1ed3m n\u00e2ng c\u1ea5p v\u00e0 h\u1ed7 tr\u1ee3 c\u01a1 b\u1ea3n) v\u00e0 gi\u1ea5y ph\u00e9p v\u0129nh vi\u1ec5n (h\u1ed7 tr\u1ee3 c\u01a1 b\u1ea3n ri\u00eang bi\u1ec7t, mua h\u00e0ng n\u0103m v\u00e0 n\u00e2ng c\u1ea5p ph\u1ea7n m\u1ec1m) \u0111\u1ec1u c\u00f3 s\u1eb5n. C\u00e1c SKU d\u1ecbch v\u1ee5 thi\u1ebft l\u1eadp l\u00e0 b\u1eaft bu\u1ed9c \u0111\u1ed1i v\u1edbi c\u1ea3 hai lo\u1ea1i gi\u1ea5y ph\u00e9p.<\/p>\n<p><strong>T\u00edch h\u1ee3p c\u00e1c c\u01a1 ch\u1ebf c\u1ea3nh b\u00e1o<\/strong><\/p>\n<p>B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n d\u00e0nh cho qu\u1ea3n tr\u1ecb vi\u00ean Deep Vision cung c\u1ea5p ch\u1ee9c n\u0103ng c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ecbnh c\u1ea5u h\u00ecnh m\u00f4-\u0111un ph\u1ea7n m\u1ec1m v\u00e0 nh\u1eadn th\u00f4ng b\u00e1o c\u1ea3nh b\u00e1o. Deep Vision AI c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi ph\u1ea7n m\u1ec1m c\u1ea3nh b\u00e1o hi\u1ec7n c\u00f3 c\u1ee7a kh\u00e1ch h\u00e0ng ho\u1eb7c Ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd video (Video Management Software-VMS) th\u00f4ng qua Kafka. Deep Vision AI h\u1ed7 tr\u1ee3 Kafka v\u00e0 t\u1ea1o ra c\u00e1c ch\u1ee7 \u0111\u1ec1 tr\u00ean Kafka. VMS ho\u1eb7c b\u1ea5t k\u1ef3 ph\u1ea7n m\u1ec1m c\u1ea3nh b\u00e1o n\u00e0o kh\u00e1c c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t ng\u01b0\u1eddi d\u00f9ng Kafka \u0111\u1ec3 nh\u1eadn c\u00e1c c\u1ea3nh b\u00e1o t\u1eeb Deep Vision AI.<\/p>\n<p><strong>K\u1ebft h\u1ee3p v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p kh\u00e1c<\/strong><\/p>\n<p>Gi\u1ea3i ph\u00e1p S\u1eb5n s\u00e0ng n\u00e0y c\u00f3 th\u1ec3 c\u00f9ng t\u1ed3n t\u1ea1i v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch video th\u1eddi gian th\u1ef1c kh\u00e1c. Nhi\u1ec1u gi\u1ea3i ph\u00e1p c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean m\u1ed9t node v\u00f9ng bi\u00ean duy nh\u1ea5t v\u00e0 t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n c\u00f3 s\u1eb5n trong m\u00e1y ch\u1ee7 PowerEdge. C\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t d\u01b0\u1edbi d\u1ea1ng c\u00e1c m\u00e1y \u1ea3o \u0111\u1ec3 cung c\u1ea5p ri\u00eang l\u1ebb ho\u1eb7c nh\u01b0 c\u00e1c container.<\/p>\n<p>K\u1ebft qu\u1ea3 Gi\u1ea3i ph\u00e1p<\/p>\n<p>\u0110\u1ed3ng h\u00e0nh c\u00f9ng Gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng cho AI: Ng\u0103n ng\u1eeba t\u1ed5n th\u1ea5t b\u00e1n l\u1ebb<br \/>\nV\u00ed d\u1ee5: gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng n\u00e0y c\u00f3 th\u1ec3 c\u00f9ng t\u1ed3n t\u1ea1i v\u1edbi Gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng cho AI: Ng\u0103n ng\u1eeba t\u1ed5n th\u1ea5t b\u00e1n l\u1ebb. M\u1ed9t c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u00f3 th\u1ec3 tri\u1ec3n khai c\u1ea3 hai gi\u1ea3i ph\u00e1p n\u00e0y \u0111\u1ec3 ng\u0103n ng\u1eeba t\u1ed5n th\u1ea5t b\u00e1n l\u1ebb v\u00e0 ph\u00e2n t\u00edch video \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh ph\u01b0\u01a1ng ti\u1ec7n v\u00e0 nh\u00e2n kh\u1ea9u h\u1ecdc c\u1ee7a kh\u00e1ch h\u00e0ng. M\u1ed9t m\u00e1y ch\u1ee7 PowerEdge duy nh\u1ea5t c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0m node bi\u00ean \u0111\u1ec3 h\u1ed7 tr\u1ee3 t\u00ecnh hu\u1ed1ng nh\u01b0 v\u1eady.<br \/>\nCh\u00fang t\u00f4i khuy\u00ean b\u1ea1n n\u00ean d\u00e0nh ri\u00eang GPU NVIDIA T4 cho t\u1eebng tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng \u0111\u1ec3 cung c\u1ea5p hi\u1ec7u su\u1ea5t c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c. V\u00ed d\u1ee5: m\u00e1y ch\u1ee7 PowerEdge R7525 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh v\u1edbi b\u1ed1n GPU, nh\u01b0 th\u1ec3 hi\u1ec7n trong h\u00ecnh sau:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-4.png\" \/><\/p>\n<p><strong>h\u00ecnh 5 :Gi\u1ea3i ph\u00e1p ng\u0103n ng\u1eeba t\u1ed5n th\u1ea5t b\u00e1n l\u1ebb v\u00e0 ph\u00e2n t\u00edch video<\/strong><\/p>\n<p>B\u1ea1n c\u00f3 th\u1ec3 d\u00e0nh hai GPU \u0111\u1ec3 ng\u0103n ng\u1eeba t\u1ed5n th\u1ea5t b\u00e1n l\u1ebb h\u1ed7 tr\u1ee3 t\u00e1m \u0111\u1ebfn ch\u00edn thi\u1ebft b\u1ecb \u0111\u1ea7u cu\u1ed1i thanh to\u00e1n t\u1ef1 ph\u1ee5c v\u1ee5 v\u00e0 hai GPU \u0111\u1ec3 nh\u1eadn d\u1ea1ng ph\u01b0\u01a1ng ti\u1ec7n v\u00e0 nh\u00e2n kh\u1ea9u h\u1ecdc c\u1ee7a kh\u00e1ch h\u00e0ng h\u1ed7 tr\u1ee3 kho\u1ea3ng 15 lu\u1ed3ng camera.<\/p>\n<p><strong>K\u1ebft qu\u1ea3 gi\u1ea3i ph\u00e1p<\/strong><\/p>\n<p>Ph\u00e2n t\u00edch nh\u00e2n vi\u00ean v\u00e0 kh\u00e1ch h\u00e0ng t\u1ea1i c\u1eeda h\u00e0ng<\/p>\n<p>Ph\u00e2n t\u00edch nh\u00e2n vi\u00ean v\u00e0 kh\u00e1ch h\u00e0ng t\u1ea1i c\u1eeda h\u00e0ng<br \/>\nC\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Gi\u1ea3i ph\u00e1p S\u1eb5n s\u00e0ng n\u00e0y \u0111\u1ec3 ph\u00e2n t\u00edch l\u01b0u l\u01b0\u1ee3ng kh\u00e1ch \u0111\u1ebfn c\u1eeda h\u00e0ng. H\u1ecd c\u00f3 th\u1ec3 \u0111\u1ebfm s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi t\u1ea1i m\u1ed9t th\u1eddi \u0111i\u1ec3m v\u00e0 khu v\u1ef1c c\u1ee5 th\u1ec3 trong c\u1eeda h\u00e0ng, ph\u00e2n kh\u00fac h\u1ecd theo nh\u00e2n kh\u1ea9u h\u1ecdc theo \u0111\u1ed9 tu\u1ed5i v\u00e0 gi\u1edbi t\u00ednh, \u0111\u1ed3ng th\u1eddi hi\u1ec3u \u0111\u01b0\u1ee3c th\u1eddi gian v\u00e0o, ra v\u00e0 \u1edf c\u1ee7a kh\u00e1ch h\u00e0ng. C\u00e1c camera \u0111\u01b0\u1ee3c \u0111\u1eb7t \u1edf l\u1ed1i v\u00e0o v\u00e0 l\u1ed1i ra c\u1ee7a c\u1eeda h\u00e0ng cho ph\u00e9p ph\u1ea7n m\u1ec1m Deep Vision AI ph\u00e2n t\u00edch c\u00e1c lu\u1ed3ng video \u0111\u1ec3 cung c\u1ea5p ph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng v\u00e0 nh\u00e2n vi\u00ean. Ph\u1ea7n m\u1ec1m ph\u00e1t hi\u1ec7n nh\u1eefng ng\u01b0\u1eddi ra v\u00e0o c\u1eeda h\u00e0ng b\u00e1n l\u1ebb, \u0111\u1ed3ng th\u1eddi t\u00ednh to\u00e1n th\u1eddi gian \u1edf l\u1ea1i v\u00e0 s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi trong c\u1eeda h\u00e0ng b\u00e1n l\u1ebb. Ngo\u00e0i ra, l\u01b0u l\u01b0\u1ee3ng kh\u00e1ch \u0111\u1ebfn c\u1eeda h\u00e0ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch t\u1ea1i c\u00e1c khu v\u1ef1c c\u1ee5 th\u1ec3 nh\u01b0 qu\u1ea7y thu ng\u00e2n \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh ngu\u1ed3n l\u1ef1c c\u1ee7a c\u1eeda h\u00e0ng m\u1ed9t c\u00e1ch linh ho\u1ea1t theo y\u00eau c\u1ea7u.<\/p>\n<p>Th\u00f4ng tin n\u00e0y c\u00f3 s\u1eb5n trong b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n ph\u00e2n t\u00edch c\u0169ng nh\u01b0 b\u1ea3ng th\u00f4ng b\u00e1o n\u01a1i cung c\u1ea5p c\u00e1c c\u1ea3nh b\u00e1o th\u1eddi gian th\u1ef1c, nh\u01b0 th\u1ec3 hi\u1ec7n trong h\u00ecnh sau:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-5.png\" \/><\/p>\n<p>H\u00ecnh 6: B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n ph\u00e2n t\u00edch Deep Vision AI<\/p>\n<p>Ph\u1ea7n m\u1ec1m \u00e1p d\u1ee5ng c\u00e1c ph\u00e9p bi\u1ebfn \u0111\u1ed5i to\u00e1n h\u1ecdc \u0111\u1ed1i v\u1edbi h\u00ecnh \u1ea3nh ch\u1ee5p c\u1eaft g\u01b0\u01a1ng m\u1eb7t, t\u1ea1o ra c\u00e1c bi\u1ec3u di\u1ec5n s\u1ed1\u00a0do ph\u1ea7n m\u1ec1m t\u1ea1o ra c\u00e1c th\u00f4ng tin phi tr\u1ef1c quan l\u00e0m cho ph\u1ea7n m\u1ec1m ho\u1ea1t \u0111\u1ed9ng. Do \u0111\u00f3, m\u00f4-\u0111un AI n\u00e0y kh\u00f4ng l\u01b0u th\u00f4ng tin nh\u1eadn d\u1ea1ng c\u00e1 nh\u00e2n.<\/p>\n<p><strong>C\u1ea3i thi\u1ec7n vi\u1ec7c \u0111\u00f3n kh\u00e1ch \u1edf l\u1ec1 \u0111\u01b0\u1eddng cho c\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb<\/strong><\/p>\n<p>Gi\u1ea3i ph\u00e1p S\u1eb5n s\u00e0ng n\u00e0y cho ph\u00e9p c\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00f3n kh\u00e1ch \u1edf l\u1ec1 \u0111\u01b0\u1eddng t\u1ed1t h\u01a1n v\u00e0 nhanh h\u01a1n b\u1eb1ng c\u00e1ch gi\u00e1m s\u00e1t c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n \u0111\u1ebfn khu v\u1ef1c nh\u1eadn h\u00e0ng.<br \/>\nKhi m\u1ed9t chi\u1ebfc xe \u0111\u1ebfn l\u00e0n \u0111\u01b0\u1eddng \u0111\u00f3n (ho\u1eb7c \u0111i v\u00e0o khu ph\u1ee9c h\u1ee3p v\u1eeba \u0111\u1ed7 xe v\u1eeba b\u00e1n l\u1ebb), gi\u1ea3i ph\u00e1p s\u1ebd x\u00e1c \u0111\u1ecbnh lo\u1ea1i xe, ki\u1ec3u d\u00e1ng v\u00e0 m\u00e0u s\u1eafc \u0111\u1ec3 nh\u1eadn d\u1ea1ng kh\u00e1ch h\u00e0ng. Sau \u0111\u00f3, m\u1ed9t nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u1eed \u0111i \u0111\u1ec3 giao \u0111\u01a1n \u0111\u1eb7t h\u00e0ng. Gi\u1ea3i ph\u00e1p cung c\u1ea5p cho c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd c\u1eeda h\u00e0ng v\u00e0 ch\u1ee7 doanh nghi\u1ec7p nh\u1eefng ph\u00e2n t\u00edch c\u00f3 gi\u00e1 tr\u1ecb nh\u01b0 th\u1eddi gian ph\u1ee5c v\u1ee5, s\u1eed d\u1ee5ng b\u00e3i \u0111\u1eadu xe, v.v. Gi\u1ea3i ph\u00e1p n\u00e0y cung c\u1ea5p cho c\u00e1c nh\u00e0 b\u00e1n l\u1ebb m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec3 \u0111o l\u01b0\u1eddng m\u1ee9c \u0111\u1ed9 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng, bi\u1ebfn quy tr\u00ecnh nh\u1eadn h\u00e0ng \u1edf l\u1ec1 \u0111\u01b0\u1eddng th\u00e0nh m\u1ed9t tr\u1ea3i nghi\u1ec7m tr\u01a1n tru v\u00e0 li\u1ec1n m\u1ea1ch.<\/p>\n<p>H\u00ecnh d\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t v\u00ed d\u1ee5 tr\u00ean b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n cho th\u1ea5y th\u1eddi gian \u0111\u1ebfn, \u0111i v\u00e0 \u1edf l\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng c\u0169ng nh\u01b0 lo\u1ea1i xe, ki\u1ec3u xe v\u00e0 m\u00e0u s\u1eafc:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-6.png\" \/><\/p>\n<p>H\u00ecnh 7: V\u00ed d\u1ee5 v\u1ec1 th\u1eddi gian kh\u1edfi h\u00e0nh v\u00e0 th\u1eddi gian d\u1eebng l\u1ea1i<\/p>\n<p>H\u00ecnh sau cho th\u1ea5y lu\u1ed3ng th\u1eddi gian th\u1ef1c c\u1ee7a c\u00e1c l\u00e0n \u0111\u01b0\u1eddng l\u1ea5y h\u00e0ng t\u1ea1i c\u1eeda h\u00e0ng b\u00e1n l\u1ebb:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-7.png\" \/><\/p>\n<p>H\u00ecnh 8 :Lu\u1ed3ng th\u1eddi gian th\u1ef1c c\u1ee7a c\u00e1c l\u00e0n \u0111\u00f3n<\/p>\n<p><strong>Qu\u1ea3n l\u00fd v\u00e0 \u0110i\u1ec1u khi\u1ec3n giao th\u00f4ng<\/strong><\/p>\n<p>Gi\u1ea3i ph\u00e1p S\u1eb5n s\u00e0ng n\u00e0y gi\u00fap c\u00e1c th\u00e0nh ph\u1ed1 gi\u00e1m s\u00e1t v\u00e0 \u0111\u1ecbnh l\u01b0\u1ee3ng l\u01b0u l\u01b0\u1ee3ng giao th\u00f4ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 c\u00e1c m\u00f4 h\u00ecnh thay \u0111\u1ed5i, \u0111\u1ed3ng th\u1eddi ph\u00e1t hi\u1ec7n v\u00e0 b\u00e1o c\u00e1o c\u00e1c b\u1ea5t th\u01b0\u1eddng v\u00e0 s\u1ef1 c\u1ed1 trong th\u1eddi gian th\u1ef1c. N\u00f3 cung c\u1ea5p cho c\u00e1c th\u00e0nh ph\u1ed1 nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ec3 th\u1ef1c hi\u1ec7n v\u00e0 qu\u1ea3n l\u00fd c\u00e1c ngu\u1ed3n l\u1ef1c, th\u1ef1c thi<br \/>\nph\u01b0\u01a1ng ph\u00e1p lu\u1eadn v\u00e0 khuy\u1ebfn ngh\u1ecb ch\u00ednh s\u00e1ch \u0111\u1ea3m b\u1ea3o ph\u00fac l\u1ee3i c\u00f4ng c\u1ed9ng. Ph\u1ea7n m\u1ec1m Deep Vision AI gi\u00e1m s\u00e1t d\u1eef li\u1ec7u ph\u01b0\u01a1ng ti\u1ec7n v\u00e0 ng\u01b0\u1eddi \u0111i b\u1ed9 th\u00f4ng qua c\u00e1c lu\u1ed3ng camera, thu th\u1eadp d\u1eef li\u1ec7u giao th\u00f4ng c\u1ee7a ph\u01b0\u01a1ng ti\u1ec7n v\u00e0 b\u00e1o c\u00e1o c\u00e1c s\u1ef1 c\u1ed1 nh\u01b0 t\u1eafc \u0111\u01b0\u1eddng, xe b\u1ecb ch\u1ebft m\u00e1y, l\u00e1i xe \u0111i sai l\u00e0n \u0111\u01b0\u1eddng, r\u1ebd tr\u00e1i ph\u00e9p, v.v.<br \/>\nGi\u1ea3i ph\u00e1p cho ph\u00e9p gi\u1ea3m chi ph\u00ed lao \u0111\u1ed9ng b\u1eb1ng c\u00e1ch gi\u00e1m s\u00e1t c\u00e1c kh\u00f4ng gian c\u00f4ng c\u1ed9ng v\u00e0 ri\u00eang t\u01b0 trong th\u1eddi gian th\u1ef1c m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Ngo\u00e0i ra, c\u00e1c lu\u1ed3ng doanh thu m\u1edbi c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ea1o ra th\u00f4ng qua ki\u1ebfm ti\u1ec1n t\u1eeb d\u1eef li\u1ec7u.<\/p>\n<p>H\u00ecnh sau cho th\u1ea5y lu\u1ed3ng l\u01b0u l\u01b0\u1ee3ng giao th\u00f4ng theo th\u1eddi gian th\u1ef1c:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-8.png\" \/><\/p>\n<p>h\u00ecnh 9:\u00a0Gi\u00e1m s\u00e1t v\u00e0 qu\u1ea3n l\u00fd giao th\u00f4ng<\/p>\n<p><strong>L\u01b0u \u00fd<\/strong>: Tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng n\u00e0y kh\u00f4ng \u0111\u01b0\u1ee3c tri\u1ec3n khai trong Ph\u00f2ng th\u00ed nghi\u1ec7m AI c\u1ee7a Dell, nh\u01b0ng \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Deep Vision AI.<\/p>\n<p><strong>Ph\u00e1t hi\u1ec7n nhi\u1ec7t \u0111\u1ed9 cho s\u1ee9c kh\u1ecfe v\u00e0 an to\u00e0n c\u00f4ng c\u1ed9ng<\/strong><\/p>\n<p>Gi\u1ea3i ph\u00e1p S\u1eb5n s\u00e0ng n\u00e0y cho ph\u00e9p c\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb theo d\u00f5i nhi\u1ec7t \u0111\u1ed9 c\u01a1 th\u1ec3 c\u1ee7a nh\u00e2n vi\u00ean v\u00e0 kh\u00e1ch h\u00e0ng v\u00e0 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng th\u00edch h\u1ee3p khi v\u01b0\u1ee3t qu\u00e1 ng\u01b0\u1ee1ng \u0111\u00e3 \u0111\u1ecbnh tr\u01b0\u1edbc. Khi m\u1ecdi ng\u01b0\u1eddi v\u00e0o khu v\u1ef1c \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh, nhi\u1ec7t \u0111\u1ed9 c\u1ee7a h\u1ecd s\u1ebd \u0111\u01b0\u1ee3c theo d\u00f5i. Kh\u00f4ng c\u00f3 c\u1ea3nh b\u00e1o n\u1ebfu nhi\u1ec7t \u0111\u1ed9 c\u1ee7a m\u1ed9t ng\u01b0\u1eddi gi\u1ea3m trong ng\u01b0\u1ee1ng \u0111\u1eb7t tr\u01b0\u1edbc. Khi nhi\u1ec7t \u0111\u1ed9 c\u01a1 th\u1ec3 c\u1ee7a m\u1ed9t ng\u01b0\u1eddi v\u01b0\u1ee3t qu\u00e1 ng\u01b0\u1ee1ng, Deep Vision AI s\u1ebd \u0111\u01b0a ra c\u1ea3nh b\u00e1o. Sau \u0111\u00f3, c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng th\u00edch h\u1ee3p.<\/p>\n<p>H\u00ecnh sau cho th\u1ea5y lu\u1ed3ng ph\u00e1t hi\u1ec7n th\u00e2n nhi\u1ec7t theo th\u1eddi gian th\u1ef1c:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/09\/TheGioiMayChu-Blog-Image-dell-emc-ready-solutions-for-ai-an-toan-hon-moi-truong-thong-minh-hon-voi-phan-9.png\" \/><\/p>\n<p>h\u00ecnh 10:\u00a0Ph\u00e1t hi\u1ec7n nhi\u1ec7t \u0111\u1ed9 c\u01a1 th\u1ec3<\/p>\n<p>L\u01b0u \u00fd: C\u00e1c ph\u00e9p \u0111o nhi\u1ec7t \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 ph\u00e2n lo\u1ea1i v\u00e0 kh\u00f4ng ph\u1ea3i l\u00e0 ph\u01b0\u01a1ng ti\u1ec7n duy nh\u1ea5t \u0111\u1ec3 ch\u1ea9n \u0111o\u00e1n nh\u1eefng ng\u01b0\u1eddi c\u00f3 nguy c\u01a1 cao \u0111\u1ed1i v\u1edbi b\u1ea5t k\u1ef3 m\u1ed1i \u0111e d\u1ecda vi r\u00fat n\u00e0o. X\u00e1c nh\u1eadn k\u1ebft qu\u1ea3 \u0111o nhi\u1ec7t \u0111\u1ed9 cao b\u1eb1ng c\u00f4ng c\u1ee5 \u0111\u00e1nh gi\u00e1 c\u1ea5p \u0111\u1ed9 l\u00e2m s\u00e0ng th\u1ee9 c\u1ea5p. FDA khuy\u1ebfn ngh\u1ecb n\u00ean s\u00e0ng l\u1ecdc t\u1eebng c\u00e1 nh\u00e2n m\u1ed9t, kh\u00f4ng ph\u1ea3i theo nh\u00f3m.<\/p>\n<p><strong>K\u1ebft lu\u1eadn<\/strong><\/p>\n<p>Nh\u1eefng th\u00e1ch th\u1ee9c khi ho\u1ea1t \u0111\u1ed9ng \u1edf bi\u00ean \u0111\u1ed9 r\u1ed9ng v\u00e0 quy m\u00f4 l\u1edbn, \u0111\u00f2i h\u1ecfi nh\u1eefng ki\u1ebfn tr\u00fac s\u00e1ng t\u1ea1o. Gi\u1ea3i ph\u00e1p s\u1eb5n s\u00e0ng n\u00e0y m\u00f4 t\u1ea3 c\u00e1ch mang s\u1ee9c m\u1ea1nh c\u1ee7a c\u00f4ng ngh\u1ec7 ph\u1ea7n c\u1ee9ng m\u1edbi nh\u1ea5t v\u00e0 AI t\u0103ng t\u1ed1c cho th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u01b0\u1ee3t tr\u1ed9i nh\u01b0 \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y trong Ph\u00f2ng th\u00ed nghi\u1ec7m AI c\u1ee7a Dell.<\/p>\n<p>\u0110\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 c\u00e2n b\u1eb1ng ph\u00f9 h\u1ee3p gi\u1eefa c\u00e1c thu\u1eadt to\u00e1n x\u1eed l\u00fd ph\u1ea7n c\u1ee9ng, ph\u1ea7n m\u1ec1m v\u00e0 ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng \u1edf bi\u00ean c\u1ea7n ph\u1ea3i c\u00f3 kinh nghi\u1ec7m v\u00e0 ki\u1ebfn th\u1ee9c \u1ee9ng d\u1ee5ng chuy\u00ean s\u00e2u. T\u00e0i li\u1ec7u n\u00e0y cho th\u1ea5y c\u00e1ch tr\u00ecnh b\u00e0y chuy\u00ean m\u00f4n v\u1ec1 c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 gi\u1ea3i ph\u00e1p k\u1ebft h\u1ee3p c\u1ee7a Dell Technologies, Deep Vision AI v\u00e0 NVIDIA c\u00f3 th\u1ec3 cung c\u1ea5p n\u1ec1n t\u1ea3ng m\u00e0 b\u1ea1n c\u1ea7n \u0111\u1ec3 tri\u1ec3n khai \u1ee9ng d\u1ee5ng ph\u00e2n t\u00edch video \u1edf bi\u00ean m\u00e0 kh\u00f4ng c\u1ea7n th\u1eed nghi\u1ec7m. Sau c\u00e1c chi ti\u1ebft c\u1ee7a gi\u1ea3i ph\u00e1p n\u00e0y, b\u1ea1n c\u00f3 th\u1ec3 ti\u1ebfn h\u00e0nh v\u1edbi m\u1ed9t l\u1ed9 tr\u00ecnh POC \u0111\u1ea7y \u0111\u1ee7 ch\u1ee9c n\u0103ng theo l\u1ecbch tr\u00ecnh nhanh g\u1ecdn, v\u1edbi r\u1ee7i ro v\u00e0 chi ph\u00ed th\u1ea5p h\u01a1n so v\u1edbi ph\u01b0\u01a1ng ph\u00e1p t\u1ef1 l\u00e0m (DIY).<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>T\u1ea1o m\u00f4i tr\u01b0\u1eddng an to\u00e0n h\u01a1n v\u00e0 th\u00f4ng minh h\u01a1n Hi\u1ec3u c\u00e1ch m\u1ecdi ng\u01b0\u1eddi \u0111i\u1ec1u h\u01b0\u1edbng v\u00e0 t\u01b0\u01a1ng t\u00e1c b\u00ean trong v\u00e0 xung quanh c\u00e1c t\u00f2a nh\u00e0 hay b\u1ea5t k\u1ef3 \u0111\u1ecba \u0111i\u1ec3m, c\u01a1 s\u1edf n\u00e0o c\u00f3 th\u1ec3 gi\u00fap n\u00e2ng cao ho\u1ea1t \u0111\u1ed9ng kinh doanh v\u00e0 t\u1ea1o ra tr\u1ea3i nghi\u1ec7m an to\u00e0n v\u00e0 th\u00f4ng minh h\u01a1n.<\/p>\n","protected":false},"author":2,"featured_media":2767,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5,121],"tags":[27,127],"class_list":["post-2765","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-dell","tag-ai","tag-dell"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - 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