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DeepSeek-R1 Guhuza AI na Edge Kubara Inganda IoT

Intangiriro

Moderi ntoya ya moderi ya DeepSeek-R1 yatunganijwe neza ukoresheje urunigi-rwibitekerezo rwakozwe na DeepSeek-R1, rwashyizweho na...tags, kuzungura ubushobozi bwo gutekereza bwa R1. Iyi mibare yatunganijwe neza ikubiyemo uburyo bwo gutekereza nko kubora ibibazo no kugabanywa hagati. Kwiga gushimangira byahuje imiterere yimyitwarire yimyitwarire hamwe nintambwe yo gutekereza yatanzwe na R1. Ubu buryo bwo gusibanganya butuma moderi ntoya ikomeza gukora neza kubara mugihe habonetse ubushobozi bwo gutekereza neza hafi yubwoko bunini, bufite agaciro gakomeye mugukoresha mumikoreshereze yimikoreshereze. Kurugero, verisiyo ya 14B igera kuri 92% ya code yo kurangiza icyitegererezo cyambere DeepSeek-R1. Iyi ngingo irerekana icyerekezo cyimbitse cya DeepSeek-R1 hamwe nibikorwa byingenzi byibanze mu kubara inganda, mu ncamake mu byerekezo bine bikurikira, hamwe n’imanza zishyirwa mu bikorwa:

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Guteganya Kubungabunga Ibikoresho

Gushyira mu bikorwa tekinike

Sensor Fusion:

Kwinjizamo kunyeganyega, ubushyuhe, hamwe namakuru agezweho kuva muri PLC ukoresheje protocole ya Modbus (igipimo cyikigereranyo 1 kHz).

Gukuramo ibiranga:

Koresha Edge Impulse kuri Jetson Orin NX kugirango ukuremo 128-ibipimo byigihe-bikurikirana.

Icyitegererezo:

Kohereza Moderi ya DeepSeek-R1-Kugabanya-14B, kwinjiza ibiranga ibice kugirango bitange amakosa ashoboka.

Guhindura imbaraga:

Imbarutso yo kubungabunga imirimo itumiza mugihe ikizere> 85%, hanyuma utangire inzira ya kabiri yo kugenzura iyo <60%.

Urubanza

Schneider Electric yakoresheje iki gisubizo ku mashini zicukura amabuye y'agaciro, igabanya ibiciro byiza ku kigero cya 63% naho amafaranga yo kuyitaho yiyongera 41%.

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Gukoresha DeepSeek R1 Moderi Yatandukanijwe kuri InHand AI Edge Mudasobwa

Kugenzura neza

Ibisohoka Ubwubatsi

Umuyoboro usanzwe wo kohereza:

kamera = GigE_Vision_Camera (500fps) # Kamera yinganda
ikadiri = kamera. Gufata () # Gufata ishusho
gutegurwa = GufunguraCV.denoise (ikadiri) # Kwanga gutunganya
Inenge_ubwoko = Byimbitse_R1_7B.infer (byakozwe mbere) # Ibyiciro byuzuye
niba inenge_ubwoko! = 'bisanzwe':
PLC.trigger_reject () # Uburyo bwo gutondekanya imbarutso

Ibipimo by'imikorere

Gutinda gutunganya:

82 ms (Jetson AGX Orin)

Ukuri:

Gutera inshinge zifite inenge zigera kuri 98.7%.

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Ibisobanuro bya DeepSeek R1: Abatsinze nabatsinzwe murwego rwo kubyara AI

Gukwirakwiza inzira

Ikoranabuhanga ryingenzi

Imikoranire y'ururimi karemano:

Abakoresha basobanura ibikoresho bidasanzwe binyuze mu majwi (urugero, "Guhindagurika k'umuvuduko ukabije ± 0.3 MPa").

Impamvu nyinshi:

Icyitegererezo gitanga ibitekerezo byiza bishingiye kubikoresho byamateka (urugero, guhindura umuvuduko wa screw kuri 2,5%).

Kugenzura Impanga ya Digital:

Parameter yo kwigana kwemeza kurubuga rwa EdgeX.

Ingaruka zo Gushyira mu bikorwa

Uruganda rukora imiti rwa BASF rwemeje iyi gahunda, rugabanya 17% mu gukoresha ingufu no kongera 9% ku gipimo cy’ibicuruzwa.

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Edge AI hamwe nigihe kizaza cyubucuruzi: OpenAI o1 na DeepSeek R1 kubuvuzi, Imodoka, na IIoT

Guhita ushakisha ubumenyi shingiro

Igishushanyo mbonera

Ububiko bwibanze bwa Vector:

Koresha ChromaDB kugirango ubike imfashanyigisho n'ibikoresho bisobanurwa (gushyiramo urugero 768).

Kubona Hybrid:

Huza BM25 algorithm + cosine isa kubibazo.

Igisekuru cyibisubizo:

Icyitegererezo R1-7B cyerekana muri make kandi inonosora ibisubizo byo gushaka.

Urubanza rusanzwe

Ba injeniyeri ba Siemens bakemuye kunanirwa kwa inverter binyuze mubibazo byururimi karemano, bigabanya igihe cyo gutunganya 58%.

Ibibazo byo kohereza no gukemura

Imipaka ntarengwa yo kwibuka:

Yakoresheje tekinoroji ya KV Cache, kugabanya imikoreshereze yububiko bwa moderi ya 14B kuva 32GB kugeza 9GB.

Kugenzura Imikorere-Igihe:

Guhindura umwanzuro umwe wihuta kuri ms 15 ms ukoresheje CUDA Igishushanyo cyiza.

Icyitegererezo:

Icyumweru cyo kwiyongera buri cyumweru (kohereza 2% gusa y'ibipimo).

Ibidukikije bikabije:

Yagenewe ubushyuhe bugari bwa -40 ° C kugeza 85 ° C hamwe nurwego rwa IP67.

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Umwanzuro

Amafaranga yoherezwa muri iki gihe yagabanutse agera kuri $ 599 / node (Jetson Orin NX), hamwe na porogaramu nini igaragara mu nzego nko gukora 3C, gukora amamodoka, hamwe na chimie yingufu. Gukomeza gutezimbere ubwubatsi bwa MoE hamwe na tekinoroji yo kugereranya biteganijwe ko bizafasha moderi ya 70B gukora ku bikoresho byo ku mpera za 2025.

Shakisha igisubizo cya ELV

Umugozi wo kugenzura

Kuri BMS, BUS, Inganda, Umugozi wibikoresho.

Kanda Hano

Sisitemu ya Cabling Sisitemu

Umuyoboro & Data, Fibre-Optic Cable, Patch Cord, Modules, Faceplate

Kanda Hano

2024 Imurikagurisha & Gusubiramo ibyabaye

Mata.16-18, 2024 Hagati-Uburasirazuba-Ingufu i Dubai

SA. N32

Mata.16-18, 2024 Securika i Moscou

Inzu.8 - D4041

Gicurasi 9, 2024 IBICURUZWA BISHYA & TECHNOLOGIES BITANGIRA IBIKORWA muri Shanghai

Ibiti bibiri by HILTON - 2F - Icyumba cy'inama

Ukwakira.22-25, 2024 UMUTEKANO W’UMUTEKANO I Pekin

E3.B29

Ugushyingo.19-20, 2024 ISI IHUYE KSA

D50
Igihe cyo kohereza: Gashyantare-07-2025