Taw qhia

Cov qauv me me distilled ntawm DeepSeek-R1 yog zoo-tuned siv saw-ntawm-xav cov ntaub ntawv tsim los ntawm DeepSeek-R1, cim nrog...cov cim npe, inheriting lub laj thawj muaj peev xwm ntawm R1. Cov ntaub ntawv zoo li no qhia meej meej suav nrog cov txheej txheem kev xav xws li teeb meem decomposition thiab kev txiav tawm nruab nrab. Kev txhawb zog kev kawm tau ua raws li tus qauv distilled tus cwj pwm tus cwj pwm nrog rau cov kauj ruam laj thawj tsim los ntawm R1. Lub tshuab distillation no tso cai rau cov qauv me me kom tswj tau qhov kev ua tau zoo ntawm kev suav thaum tau txais cov peev txheej tsim nyog nyob ze ntawm cov qauv loj, uas yog qhov tseem ceeb ntawm daim ntawv thov tus nqi hauv cov peev txheej-kev txwv. Piv txwv li, 14B version ua tiav 92% ntawm cov lej ua tiav ntawm tus qauv DeepSeek-R1. Tsab ntawv xov xwm no qhia txog DeepSeek-R1 distilled qauv thiab nws cov ntawv thov tseem ceeb hauv kev lag luam ntug kev suav, suav nrog plaub cov lus qhia nram qab no, nrog rau cov teeb meem tshwj xeeb:

Predictive Maintenance ntawm cov cuab yeej

Kev Ua Haujlwm

Sensor Fusion:

Kev sib xyaw ua ke ntawm kev vibration, kub, thiab cov ntaub ntawv tam sim no los ntawm PLCs ntawm Modbus raws tu qauv (tus nqi piv txwv 1 kHz).

Feature Extraction:

Khiav Edge Impulse ntawm Jetson Orin NX kom rho tawm 128-dimensional time-series nta.

Qauv Inference:

Muab tus qauv DeepSeek-R1-Distill-14B, inputting feature vectors los tsim qhov muaj nuj nqis txhaum.

Kev hloov kho Dynamic:

Ua kom muaj kev saib xyuas kev ua haujlwm thaum muaj kev ntseeg siab> 85%, thiab pib cov txheej txheem pov thawj thib ob thaum <60%.

Cov ntaub ntawv ntsig txog

Schneider Electric tau siv qhov kev daws teeb meem no rau cov tshuab mining, txo qis qhov tsis zoo ntawm 63% thiab cov nqi kho mob los ntawm 41%.

Khiav DeepSeek R1 Distilled Model ntawm InHand AI Edge Computers

Txhim khu kev tshuaj ntsuam xyuas

Tso zis Architecture

Hom kev xa tawm pipeline:

lub koob yees duab = GigE_Vision_Camera(500fps) # Gigabit muaj lub koob yees duab
frame = camera.capture() # Duab duab
preprocessed = OpenCV.denoise(frame) # Denoising preprocessing
defect_type = DeepSeek_R1_7B.infer(preprocessed) # Kev faib tawm tsis raug
yog defect_type != 'normal':
PLC.trigger_reject() # Ua sorting mechanism

Kev ntsuas kev ua haujlwm

Kev ua haujlwm qeeb:

82 ms (Jetson AGX Orin)

Qhov tseeb:

Txhaj tshuaj moulded tsis raug kuaj pom txog 98.7%.

DeepSeek R1 qhov cuam tshuam: Cov neeg yeej thiab cov neeg poob hauv cov khoom tsim muaj txiaj ntsig AI

Txheej txheem Flow Optimization

Ntsiab Technology

Natural Language Interaction:

Cov neeg ua haujlwm piav qhia cov khoom siv tsis raug ntawm lub suab (xws li "Extruder siab hloov pauv ± 0.3 MPa").

Multimodal Reasoning:

Tus qauv tsim cov tswv yim optimization raws li cov ntaub ntawv keeb kwm ntawm cov cuab yeej siv (xws li, kho cov ntsia hlau ceev los ntawm 2.5%).

Digital Twin Verification:

Parameter simulation validation ntawm EdgeX Foundry platform.

Kev siv cov nyhuv

BASF cov tshuaj cog qoob loo tau txais cov tswv yim no, ua tiav 17% txo kev siv hluav taws xob thiab nce 9% ntawm cov khoom lag luam zoo.

Ntug AI thiab Kev Lag Luam Yav Tom Ntej: OpenAI o1 vs. DeepSeek R1 rau Kev Kho Mob, Tsheb, thiab IIoT

Instant Retrieval of Knowledge Base

Architecture Tsim

Local Vector Database:

Siv ChromaDB los khaws cov khoom siv phau ntawv thiab cov txheej txheem tshwj xeeb (embedding dimension 768).

Hybrid Retrieval:

Muab BM25 algorithm + cosine zoo sib xws rau cov lus nug.

Kev tshwm sim tiam:

Tus qauv R1-7B piav qhia thiab kho cov txiaj ntsig rov qab.

Cov xwm txheej

Siemens engineers daws inverter tsis ua hauj lwm los ntawm tej yam lus nug, txo qhov nruab nrab ua lub sij hawm los ntawm 58%.

Deployment Challenges thiab Solutions

Memory Limitations:

Siv KV Cache quantization thev naus laus zis, txo kev siv lub cim xeeb ntawm 14B qauv los ntawm 32GB txog 9GB.

Ua kom muaj txiaj ntsig ntawm Real-Time:

Stabilized ib qho inference latency rau ± 15 ms los ntawm CUDA Graph optimization.

Model Drift:

Kev hloov kho tshiab txhua lub lim tiam (hloov tsuas yog 2% ntawm qhov ntsuas).

Ib puag ncig zoo heev:

Tsim kom muaj qhov kub thiab txias ntawm -40 ° C txog 85 ° C nrog IP67 tiv thaiv qib.

Xaus

Tam sim no tus nqi xa tawm tam sim no tau txo qis rau $ 599 / node (Jetson Orin NX), nrog rau cov ntawv thov uas muaj peev xwm tsim tau hauv cov haujlwm xws li 3C kev tsim khoom, tsheb sib dhos, thiab hluav taws xob chemistry. Kev ua kom zoo tsis tu ncua ntawm MoE architecture thiab quantization thev naus laus zis xav tias yuav pab kom 70B qauv khiav ntawm ntug cov khoom siv los ntawm qhov kawg ntawm 2025.

Nrhiav ELV Cable Solution

Tswj Cables

Rau BMS, BUS, Industrial, Instrumentation Cable.

Nyem qhov no

Structured Cable System

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