Ukuqalisa

Amamodeli amancanyana ancishisiwe we-Deepseek-R1 ahlelwe kahle usebenzisa idatha ye-chain-of-ecatshangwe eyenziwe yi-Deepseek-R1, emakwe nge...Amathegi, ezuza ifa amakhono okubonisana angu-R1. Lezi zinto ezihleliwe ezinhle zifaka phakathi izinqubo zokubonisana ezinjengokuwohloka kwezinkinga kanye nokuncishiswa okuphakathi. Ukugcizelela ukuqiniswa kuqondanise amaphethini wokuziphatha wemodeli ohlutshiwe ngezinyathelo zokubonisana ezikhiqizwe u-R1. Le ndlela yokuhlanza ivumela amamodeli amancane ukuze alondoloze ukusebenza kahle kwekhompyutha ngenkathi ethola amakhono okubonisana okuyinkimbinkimbi eduze kwalawo mamodeli amakhulu, anenani elikhulu lesicelo ezisetshenziselwa izinsiza. Isibonelo, inguqulo ye-14b ifinyelela ama-92% okuqedwa kwekhodi yemodeli yasekuqaleni ye-Deepseek-R1. Le ndatshana yethula imodeli evikelekile ye-Reveek-R1 kanye nezinhlelo zayo eziyisisekelo emikhondweni yezezimboni ye-Computer, efingqiwe kulezi zinkomba ezine ezilandelayo, kanye namacala athile wokuqalisa:

Ukulondolozwa kokubikezela kwemishini

Ukusetshenziswa Kwezobuchwepheshe

I-Sensor Fusion:

Hlanganisa ukudlidliza, izinga lokushisa, kanye nedatha yamanje kusuka kuma-PLC nge-modbus protocol (isilinganiso samanje 1 Khz).

Ukukhishwa kwesici:

Gijimani umfutho onqenqemeni kuJetson Orin NX ukukhipha izici eziyi-128

I-Model Incence:

Faka imodeli yemodeli ye-Deepseek-R1-Distill-14b, ukufaka imithambo yesici ukukhiqiza amanani amathuba okuthola iphutha.

Ukulungiswa Okunamandla:

Ama-oda womsebenzi wesondlo lapho ukuzethemba> 85%, bese uqala inqubo yokuqinisekisa yesibili lapho <60%.

Icala elifanele

I-Schneider Electric iye yathumela lesi sixazululo emishini yezimayini, inciphisa amanani amahle amanga ngezindleko ezingama-63% nesondlo ngo-41%.

I-Running Deepseek R1 Dingilled Model kuma-IHAND AI Edge Computers

Ukuhlolwa okubukwayo okuthuthukisiwe

Ukwakhiwa kwezakhiwo

Ipayipi elijwayelekile lokuthumela:

Ikhamera = GIGE_Vision_Camera (500FPS) # Gigabit Industrial Camera
Uhlaka = Ikhamera.Capture () # Capture Image
Kuhleliwe = OpenCv.denoise (Uhlaka) #
defreect_type = deepseek_r1_7b.infer (Kuhleliwe)
Uma deflect_type! = 'Okujwayelekile':
I-PLC.Trigger_reject () # I-Trigger Storing Mechanism

Amamethrikhi wokusebenza

Ukudilizwa Ukubambezeleka:

82 ms (jetson agx orin)

Ukunemba:

Ukutholwa okubunjiwe okubunjiwe kufinyelela ku-98.7%.

I-Deepseek R1's Offessions: Abaphumelele kanye nabalahlekile ku-Ai Value Chain

Inqubo yokwenza kahle

Ubuchwepheshe Obalulekile

Ukusebenzisana Kwezolimi Zemvelo:

Ama-opharetha achaza ama-Anomalies wemishini ngezwi (isib., "Ukwehluleka kwengcindezi ye-extruder

Ukucabanga kwe-Multimodal:

Imodeli ikhiqiza iziphakamiso zokusebenzisa kahle ngokusekelwe kwimishini yedatha yomlando (isib. Ukulungisa isivinini isikulufu ngo-2,5%).

Ukuqinisekiswa kwe-Digital Twin:

Ipharamitha sekulingisa ukuqinisekiswa kwepulatifomu etholile ye-Edgex.

Umphumela wokuqalisa

Isitshalo samakhemikhali sikaBasf samukele lolu hlelo, ukuzungeza ukuncishiswa okungu-17% kokusetshenziswa kwamandla kanye nokwanda okungu-9% kwezinga lekhwalithi yomkhiqizo.

I-Edge AI nekusasa lebhizinisi: Vulai O1 vs Deepseek R1 ngokunakekelwa kwempilo, izimoto, ne-IIOT

Ukubuyiselwa okusheshayo kwesizinda solwazi

Idizayini yokwakha

Idatha ye-Vector yendawo:

Sebenzisa i-CHROMADB ukuze ugcine amasekwana wemishini kanye nemininingwane yenqubo (ukunika ubukhulu 768).

Ukubuyiselwa kwe-Hybrid:

Hlanganisa i-BM25 algorithm + cosine ukufana kombuzo.

Umphumela Bemicabango:

Imodeli engu-R1-7b ifingqa bese iphinda icolise imiphumela yokubuyisa.

Icala elijwayelekile

Onjiniyela be-Nokia Enjiniyela bazimisele ukwehluleka kwe-Inverter ngemibuzo yolimi lwemvelo, ukunciphisa isikhathi sokucubungula esimaphakathi ngo-58%.

Izinselelo Zokuthumela Nezixazululo

Ukulinganiselwa Kwememori:

Kusetshenziswe ubuchwepheshe bokubuka kwesilinganiso se-KV Cache, kunciphisa ukusetshenziswa kwememori yemodeli ye-14B kusuka ku-32GB kuya ku-9GB.

Ukuqinisekisa ukusebenza kwesikhathi sangempela:

I-latency ye-latency eyodwa yenziwe ± 15 ms ngokusebenzisa i-cuda graph.

Imodeli Drift:

Ukuvuselelwa kwe-Excumental masonto onke (kudlulisela ama-2% kuphela amapharamitha).

Izimo Ezidlulele:

Yakhelwe amabanga okushisa abanzi angu-40 ° C kuye ku-85 ° C aneleveli yokuvikela i-IP67.

Ukugcina

Izindleko zokuhanjiswa kwamanje sezinciphile ku- $ 599 / NODE (Jetson Orin NX), ngezinhlelo zokusebenza ezi-scable zakha emikhakheni enjengokukhiqiza ama-3c, umhlangano wezimoto, kanye namakhemikhali wamandla. Ukusebenza okuqhubekayo kobuchwepheshe be-MOE Architecture nobuchwepheshe be-qualization kulindeleke ukuthi kunikeze amandla imodeli engu-70b ukuthi isebenze kumadivayisi we-Edge ngasekupheleni kuka-2025.

Thola ikhambi le-ELV Cable

Lawula izintambo

Nge-BMS, ibhasi, yezimboni, ikhebula lokungenisa izimboni.

Chofoza lapha

Uhlelo oluhlelekile lwe-cabling

Inethiwekhi nedatha, ikhebula le-fiber-optic, intambo ye-patch, amamojula, puleplate