Okwu mmalite

Ụdị nke DeepSeek-R1 nwere obere akpa ka a na-edozi nke ọma site na iji data chepụtara nke DeepSeek-R1, nke akara ya....mkpado, na-eketa ikike iche echiche nke R1. Ihe ndekọ data ndị a edozigharịrị nke ọma gụnyere usoro ntụgharị uche dịka nbibi nsogbu na mwepu etiti. Nmụta nkwado ejikọtala ụkpụrụ omume nke ụdị ahụ na usoro ntụgharị uche nke R1 mepụtara. Usoro distillation a na-enye ohere ka obere ụdị iji nọgide na-arụ ọrụ mgbakọ na mwepụ mgbe ha na-enweta ikike iche echiche dị mgbagwoju anya n'akụkụ nke ụdị buru ibu, nke bara uru ngwa ngwa n'ọnọdụ ihe eji eme ihe. Dịka ọmụmaatụ, ụdị 14B na-enweta 92% nke koodu mmecha nke ụdị DeepSeek-R1 mbụ. Edemede a na-ewebata ụdịdị DeepSeek-R1 distilled na ngwa ya na kọmpụta ọnụ ụlọ ọrụ, chịkọtara n'akụkụ anọ ndị a, yana ikpe mmejuputa a kapịrị ọnụ:

Ndozi akụrụngwa nke amụma

Mmejuputa nka nka

Ngwakọta ihe mmetụta:

Gwakọta ịma jijiji, ọnọdụ okpomọkụ na data dị ugbu a sitere na PLC site na ụkpụrụ Modbus (ọnụego nlele 1 kHz).

Mwepụta atụmatụ:

Gbaa Edge Impulse na Jetson Orin NX iji wepụta njirimara usoro oge 128.

Ntinye nlere anya:

Nyefee ụdị DeepSeek-R1-Distill-14B, na-etinye vectors atụmatụ iji mepụta ụkpụrụ puru omume mmejọ.

Ndozi di omimi:

Na-akpali ọrụ mmezi iwu mgbe ntụkwasị obi> 85%, na-amalite a nke abụọ nkwenye usoro mgbe <60%.

Ikpe dị mkpa

Schneider Electric wepụrụ ihe ngwọta a na igwe na-egwupụta akụ, na-ebelata ọnụego ziri ezi site na 63% yana ụgwọ mmezi site na 41%.

Na-agba ọsọ DeepSeek R1 Distilled Model na InHand AI Edge Kọmputa

Nyochaa Ọhụụ emelitere

Mmepụta Architecture

Pipeline mbugharị a na-ahụkarị:

igwefoto = GigE_Vision_Camera(500fps) # Igwefoto ụlọ ọrụ Gigabit
frame = camera.capture() # Were onyonyo
preprocessed = MepeeCV.denoise(frame) # Na-ajụ tupu nhazi
ntụpọ_type = DeepSeek_R1_7B.infer(emebere ya) # nhazi ọkwa adịghị mma
ọ bụrụ ntụpọ_type! = 'nkịtị':
PLC.trigger_reject() # Usoro nhazi nhazi

Usoro arụmọrụ

Na-egbu oge nhazi:

82 ms (Jetson AGX Orin)

izi ezi:

Nchọpụta ntụpọ kpụrụ injection ruru 98.7%.

DeepSeek R1 pụtara: Ndị mmeri na ndị na-efunahụ ya na agbụ ọnụ ahịa AI

Usoro nkwalite usoro

Isi Teknụzụ

Mmekọrịta Asụsụ eke:

Ndị na-arụ ọrụ na-akọwa anomalies akụrụngwa site na olu (dịka ọmụmaatụ, "mgbanwe nrụgide extruder ± 0.3 MPa").

Echiche Multimodal:

Ihe nlereanya a na-ewepụta ntụnye njikarịcha dabere na data akụkọ ihe mere eme akụrụngwa (dịka ọmụmaatụ, imezi ọsọ skru site na 2.5%).

Nnwale ejima dijitalụ:

Ntụle ịme anwansị n'elu ikpo okwu EdgeX Foundry.

Mmetụta mmejuputa

Osisi kemịkalụ BASF nakweere atụmatụ a, na-enweta mbelata 17% na oriri ike yana mmụba 9% na ogo ngwaahịa ngwaahịa.

Edge AI na Ọdịnihu nke Azụmahịa: OpenAI o1 vs. DeepSeek R1 maka nlekọta ahụike, ụgbọ ala, na IIoT

Iweghachite Ebe Ọmụma ozugbo

Nhazi ihe owuwu

Ebe nchekwa data vector mpaghara:

Jiri ChromaDB chekwaa akwụkwọ ntuziaka akụrụngwa yana nhazi nkọwapụta (ntinye nha 768).

Mweghachi ngwakọ:

Gwakọta BM25 algọridim + myirịta cosine maka ajụjụ.

Ọgbọ nsonaazụ:

Ụdị R1-7B na-achịkọta ma na-emegharị rịzọlt eweghachi.

Ikpe a na-ahụkarị

Ndị injinia Siemens doziri ọdịda inverter site na ajụjụ asụsụ eke, na-ebelata oge nhazi site na 58%.

Ihe ịma aka nke ntinye na ihe ngwọta

Oke ebe nchekwa:

Ejiri teknụzụ kV Cache quantization, na-ebelata ojiji ebe nchekwa nke ụdị 14B site na 32GB ruo 9GB.

Na-agba mbọ na-arụ ọrụ nke ọma oge:

Kwụsie ike n'otu ntabi anya na ±15 ms site na njikarịcha eserese CUDA.

Model Drift:

Mmelite mmụba kwa izu (na-ebufe naanị 2% nke paramita).

Oke gburugburu:

Ezubere maka oke okpomọkụ nke -40°C ruo 85°C nwere ọkwa nchekwa IP67.

Mmechi

Ọnụ ego mbugharị ugbu a agbadala $599/ọnụ (Jetson Orin NX), yana ngwa nwere ike ịmalite na ngalaba dịka nrụpụta 3C, mgbakọ ụgbọ ala, na kemịkalụ ike. A na-atụ anya na nkwalite na-aga n'ihu nke MoE architecture na teknụzụ quantization ga-eme ka ụdị 70B nwee ike na-agba ọsọ na ngwaọrụ ihu na njedebe nke 2025.

Chọta ngwọta ELV USB

Igwe njikwa

Maka BMS, ụgbọ ala, ụlọ ọrụ mmepụta ihe, eriri akụrụngwa.

Pịa ebe a

Sistemụ Cabling Haziri

Netwọk & Data, eriri Fiber-Optic, Patch Cord, Modul, Faceplate