Lub hauv paus rau phau ntawv

Cov qauv me me uas muaj cov qauv sib xyaw ntawm cov sibntseem tob uas siv cov ntaub ntawv txuas ntxiv uas siv cov ntaub ntawv sib txuas los ntawm sib txig sib txuam-R1, cim nrog...Cim npe, tau txais cov kev tsim kho ntawm R1. Cov ntaub ntawv zoo no tau qhia meej meej suav nrog kev saib xyuas cov txheej txheem xws li kev txiav tawm teeb meem thiab kev txo qis. Qhov kev kawm ntxiv tau ua raws cov qauv distilled tus qauv coj cwj pwm nrog cov kauj ruam tsim los ntawm R1. Cov qauv siv hluav taws xob distillation no tso cai rau cov qauv me me los tswj kev ua kom muaj peev xwm nyob ze ntawm cov qauv tseem ceeb, uas yog qhov tseem ceeb daim ntawv thov hauv cov kev pab-txwv. Piv txwv li, lub 14b version tau tiav 92% ntawm cov lej tiav ntawm thawj qhov sib txuas sib sib sablasterSek-R1 qauv. Kab lus no qhia cov qauv sib sib zog nqus thiab nws cov ntawv thov tseem ceeb hauv plaub cov lus qhia hauv qab no, nrog rau cov kev siv tshwj xeeb:

Kev Txij Nkawm Txij Nkawm Cov Khoom Siv

Kev Siv Kev Ua Haujlwm

Sensor Fusion:

Sib koom ua ke, qhov kub thiab txias, thiab cov ntaub ntawv tam sim no los ntawm PLCS ntawm Modbus raws qib (ntsuas tus nqi 1 khz).

Cov Txheej Txheem Extraction:

Khiav sab uas imseon orin nx los rho tawm 128-seem lub sijhawm-series nta.

Qauv Txheej Txheem:

Muab cov sib sib zog nqus-R1-distill-14b qauv, inputting cov neeg ua yeeb yam kom tsim kom muaj kev txhaum qhov tseem ceeb.

Dynamic Haum:

TRIGGER Kev Txij Nkawm Kev Ua Haujlwm Kev Ua Haujlwm Thaum Kev Ntseeg> 85%, thiab pib cov txheej txheem pov thawj theem nrab thaum <60%.

Cov ntaub ntawv cuam tshuam

SCHNEIDER Electric tso cov tshuaj no ntawm tsuas machinery, txo cov nqi tsis muaj tseeb los ntawm 41%.

Khiav sibntswv tau sib zog R1 distilled qauv ntawm inhand computers

Txhim Kho Cov Lus Pom Zoo

Tso zis architecture

Raug xa tawm cov raj xa dej:

Lub koob yees duab = gige_vision_camera (500fps) # gigabes lag luam lub koob yees duab
Ncej = Lub Koob Yees Duab.ciav () # ntes cov duab
preprocessed = opencv.denoise (thav duab) # denoising preprocessing
puas tau cuam tshuam_type = sib xyaw sib xyaw kom sib xyaw
Yog hais tias puas lawm! = 'ib txwm':
Plc.trigger_reject () # ua rau sorting mechanism

Kev Saib Xyuas Kev Ua Haujlwm

Zauv Tos:

82 ms (jetson agx orin)

Raug:

Kev txhaj tshuaj moulded puas pom txog 98.7%.

Sib tw sib xyaw ua ke: Cov neeg yeej thiab cov swb ntawm cov saw Ai tus nqi

Txheej txheem ntws optimization

Cov thev naus laus zis tseem ceeb

Kev Sib Tham Ntuj Tsim:

Cov neeg ua hauj lwm piav qhia cov khoom anomalies ntawm lub suab (piv txwv li, "extruder siab siab hloov kev hloov dua tshiab.

Multlimodal kev xav:

Tus qauv tsim cov lus qhia optimization raws cov ntaub ntawv keeb kwm (piv txwv li, kho ntsia hlau ceev los ntawm 2.5%).

Cov Twital ntxaib tseeb:

Parameter simulation siv pov tseg rau ntawm ntug dej.

Kev Siv Cov nyhuv

BASF cov tshuaj lom tau txais cov phiaj xwm no, ua tiav rau 17% txo qis hauv kev siv hluav taws xob thiab kev nce 9% ntxiv hauv cov khoom lag luam kom zoo.

Ntug Ai thiab Yav Tom Ntej Ntawm Kev Lag Luam: Qhib Yav Tom Ntej Oc Vs. Sib Ntseg R1 rau kev kho mob, kho tsheb, thiab IIOT

Tam sim ntawd kev sib tw ntawm kev paub puag

Tsim Tsim

Lub zos Vector database:

Siv Chromadb los khaws cov phau ntawv qhia thiab cov txheej txheem tshwj xeeb (embedding) 768).

Hybrid Rov Los:

Muab kev sib xyaw ua ke BM25 algorithm + cosine zoo sib xws rau cov lus nug.

Ua Rau Tiam:

R1-7b qauv piav qhia thiab hloov kho cov txiaj ntsig tau.

Cov ntaub ntawv raug

Siemens engolen daws inverter ua tsis tiav los ntawm cov lus nug ntuj, txo qhov nruab nrab lub sijhawm ua tiav 58%.

Kev xa cov kev sib tw thiab cov kev daws teeb meem

Kev txwv tsis pub:

Siv cov thev naus laus zis kv cache, txo qhov cim xeeb siv ntawm 14b tus qauv los ntawm 32GB mus rau 9GB.

Xyaum Ua Haujlwm Tiag-Sij Hawm:

Stabilized ib txwm inference latency rau ± 15 ms los ntawm cuda grempectization.

Qauv Drift:

Txhua lub limtiam Adremental hloov tshiab (hloov tsuas yog 2% ntawm cov tsis muaj).

Cov cheeb tsam zoo:

Tsim los rau qhov kub thiab txias ntawm -40 ° C txog 85 ° C nrog IP67 kev tiv thaiv qib.

Tag

Cov nqi xa tawm tam sim no tau poob mus rau $ 599 / NETON orin orin in້ອງ sib sau ua 3c kev tsim khoom, thiab kev sib dhos ua lag luam, thiab lub zog ua haujlwm. Nruam ua kom zoo ntawm MOE architecture thiab quanty tshuab yuav tsum ua kom muaj 70b qauv los khiav ntawm ntug cov khoom siv los ntawm 2025.

Nrhiav Elv Cable Tshuaj

Tswj Cables

Rau BMS, tsheb npav, muaj, ntsuas cable.

Nyem qhov no

Qauv Cabling System

Network & cov ntaub ntawv, fiber ntau-optic cable, thaj qws, modules, faceplate