Selelekela

Mefuta e nyane ea boholo bo bobebe ea DeepSeek-R1 e hlophisitsoe hantle ho sebelisoa data ea ketane ea mehopolo e hlahisitsoeng ke DeepSeek-R1, e tšoailoeng ka...li-tag, ho rua matla a ho beha mabaka a R1. Mananeo ana a hlophisitsoeng hantle a kenyelletsa ka ho hlaka mekhoa ea ho beha mabaka joalo ka ho senyeha ha mathata le litheolelo tsa mahareng. Ho ithuta ka matlafatso ho tsamaile mekhoa ea boitšoaro ea mohlala o sa tsitsang le mehato ea ho beha mabaka e hlahisoang ke R1. Mochine ona oa distillation o lumella mefuta e menyenyane ho boloka ts'ebetso ea khomphutha ha e ntse e fumana tsebo e rarahaneng ea ho beha mabaka haufi le ea mefuta e meholoanyane, e nang le boleng bo boholo ba ts'ebeliso maemong a haelloang ke lisebelisoa. Mohlala, mofuta oa 14B o fihlela 92% ea ho phethoa ha khoutu ea mofuta oa mantlha oa DeepSeek-R1. Sengoliloeng sena se hlahisa mofuta oa distilled oa DeepSeek-R1 le lits'ebetso tsa ona tsa mantlha ho komporo ea pheletso ea indasteri, e akaretsoang ka litsela tse 'ne tse latelang, hammoho le linyeoe tse khethehileng tsa ts'ebetsong:

Tlhokomelo ea Predictive ea Thepa

Tekheniki Phethahatso

Sensor Fusion:

Kopanya ho thothomela, mocheso, le data ea hajoale ho tsoa ho li-PLC ka protocol ea Modbus (sampling rate 1 kHz).

Tlhahiso:

Run Edge Impulse ho Jetson Orin NX ho ntša likarolo tsa letoto la nako la 128-dimensional.

Tlhaloso ea Mohlala:

Tsamaisa mofuta oa DeepSeek-R1-Distill-14B, ho kenya li-vector tsa likarolo ho hlahisa litekanyetso tse ka bang teng.

Phetoho e Matla:

Hlahisa litaelo tsa mosebetsi oa tlhokomelo ha u itšepa> 85%, 'me u qale mokhoa oa bobeli oa ho netefatsa ha <60%.

Taba e Amanang

Schneider Electric e sebelisitse tharollo ena mochining oa merafo, e fokotsa litefiso tse ntle ka 63% le litšenyehelo tsa tlhokomelo ka 41%.

Running DeepSeek R1 Distilled Model ho InHand AI Edge Computers

Tlhahlobo e Matlafalitsoeng ea Pono

Mehaho ea Tlhahiso

Tsela e tloaelehileng ea ho tsamaisa:

khamera = GigE_Vision_Camera (500fps) # khamera ea indasteri ea Gigabit
foreimi = khamera.tshwara () # Nka setšoantšo
preprocessed = OpenCV.denoise(frame) # Denoising preprocessing
defect_type = DeepSeek_R1_7B.infer(preprocessed) # Ho hlophisoa ha liphoso
if defect_type != 'tloaelehileng':
PLC.trigger_reject() # Hlahisa mokhoa oa ho hlopha

Metrics ea Ts'ebetso

Ho lieha ho sebetsa:

82 ms (Jetson AGX Orin)

Ho nepahala:

Ho lemoha sekoli se entsoeng ka ente ho fihla ho 98.7%.

Litlamorao tsa DeepSeek R1: Bahlōli le ba hlōtsoeng ketane ea boleng ea AI e hlahisang

Ts'ebetso ea Phallo ea Ts'ebetso

Theknoloji ea Bohlokoa

Tšebelisano ea Puo ea Tlhaho:

Basebelisi ba hlalosa liphoso tsa lisebelisoa ka lentsoe (mohlala, "Extruder pressure fluctuation ±0.3 MPa").

Multimodal Mabaka:

Moetso ona o hlahisa litlhahiso tsa ntlafatso ho ipapisitsoe le data ea nalane ea lisebelisoa (mohlala, ho lokisa lebelo la screw ka 2.5%).

Netefatso ea Mafahla a Dijithale:

Netefatso ea paramethara sethaleng sa EdgeX Foundry.

Phello ea Phello

Polante ya dikhemikhale ya BASF e amogetse leano le, la fitlhelela phokotso ya 17% ya tiriso ya motlakase le koketsego ya 9% ya seelo sa boleng jwa setlhagiswa.

Edge AI le Bokamoso ba Khoebo: OpenAI o1 vs. DeepSeek R1 bakeng sa Healthcare, Automotive, le IIoT

Ho Khutlisa Hang-hang ha Tsebo Motheo

Moralo oa Mehaho

Setsi sa Sebaka sa Vector:

Sebelisa ChromaDB ho boloka libuka tsa lisebelisoa le litlhaloso tsa ts'ebetso (embedding dimension 768).

Ho Khutlisa Hybrid:

Kopanya BM25 algorithm + cosine ho tšoana bakeng sa potso.

Moloko oa Sephetho:

Moetso oa R1-7B o akaretsa le ho ntlafatsa liphetho tsa ho khutlisa.

Taba e Tloaelehileng

Baenjineri ba Nokia ba rarollotse ho hloleha ha inverter ka lipotso tsa puo ea tlhaho, ba fokotsa nako e tloaelehileng ea ho sebetsa ka 58%.

Mathata a Phano le Litharollo

Meeli ea memori:

E sebelisitse theknoloji ea quantization ea KV Cache, e fokotsa ts'ebeliso ea memori ea mofuta oa 14B ho tloha ho 32GB ho isa ho 9GB.

Ho netefatsa Ts'ebetso ea Nako ea 'Nete:

E tsitsitse e le 'ngoe ea morao-rao ho ± 15 ms ka CUDA Graph optimization.

Model Drift:

Lintlafatso tsa beke le beke tse ntseng li eketseha (ho fetisa feela 2% ea liparamente).

Tikoloho e Feteletseng:

E etselitsoe mefuta e pharaletseng ea mocheso oa -40°C ho isa ho 85°C ka boemo ba tšireletso ba IP67.

Qetello

Litsenyehelo tsa hona joale tsa thomello li theohetse ho $599/node (Jetson Orin NX), ka lits'ebetso tse mpe tse hlahang makaleng a kang a tlhahiso ea 3C, kopano ea likoloi, le k'hemistri ea matla. Ntlafatso e tsoelang pele ea meralo ea MoE le theknoloji ea quantization e lebelletsoe ho thusa mofuta oa 70B hore o sebetse ka lisebelisoa tsa mantlha bofelong ba 2025.

Fumana Tharollo ea Cable ea ELV

Laola Lithapo

Bakeng sa BMS, BUS, Industrial, Instrumentation Cable.

Tlanya mona

Sistimi ea Cabling e hlophisitsoeng

Network & Data, Fiber-Optic Cable, Patch Cord, Modules, Faceplate