Nhanganyaya

Iwo madiki-akadzika-akadzika mhando dzekimiti-r1 dzakanaka-dzakarongedzwa uchishandisa Chain-ye-fungidziro data inogadzirwa neakanyora-r1, yakanyorwa na...Matagi, kugara nhaka yekufunga kwekufunga kweR1. Aya madheti akanaka-akaomeswa anosanganisira maitiro ekufunga akadai seyinetso yekuora uye yepakati kubvisa. Kudzoserwa kwekudzidza kwakaunza maitiro emuenzaniso wakasimbiswa nemaitiro ekufunga akaenzana anogadzirwa neR1. Iyi misoro yemuchina inobvumira madiki madiki kuti urambe uchibudirira kwekubudirira uchiwana mukana wakaoma kunzwisisa pedyo neaya emhando dzakakura, iyo yakakosha fomu yekushandisa mune zvekushandisa-zvakamanikidzwa. Semuenzaniso, iyo 14B vhezheni inowana 92% yekodhi yekupedzisa yeiyo yekutanga yakadzika-r1 modhi. Chinyorwa ichi chinosvitsa iyo yakanyorwa-r1 yakagadziriswa muenzaniso muindasitiri muindasitiri emugumo compomputer, inopfupikiswa munzira dzinotevera ina, pamwe nematanho ekusatevedzera.

Kufungidzira kuchengetedza kwemidziyo

Kugadziriswa kwehunyanzvi

Sensor Fusion:

Batanidza vibration, tembiricha, uye data razvino kubva kuPLCs kuburikidza neiyo modbus protocol (sampling rate 1 KHz).

Ratidza Kugadziriswa:

Mhanya kumucheto kusimuka pajetson orin nx kuti ubvise 128-dimensional nguva-nhare maficha.

Model Information:

Regedza iyo yakadzika-ye-r1-Dill-14b modhi, yekuisa chimiro cheki kuti igadzire kukanganisa mukana.

Kugadziriswa kweDynamic:

Trigger kuchengetedza kwebasa maodha kana chivimbo> 85%, uye tanga tarisiro yechipiri yekusimbisa kana <60%.

Nyaya yakakodzera

Schneider Electric akaiswa mhinduro iyi pamishini yekunyepedzera, kuderedza manyepo ezvekunyepedzera ne63% uye mari yekugadzirisa ne14%.

Kumhanya Deansk R1 yakaiswa modhi pane Inha Inhend AI Gadziriro Makomputa

Yakavandudzwa Viratidzo Kuongorora

Output Architecture

Chaizvoizvo Kuputika Pombi:

kamera = gige_visi_camera (500fps) # Gigabit Industrial Kamera
chimiro = kamera.capture () # inodhindwa mufananidzo
Yakarongedzwa = Opencv.denoise (furemu) # kuratidzira preprocessing
kuremara_Type = zvakadzvanywa_r1_7b.info
Kana kuremara_type! = 'zvakajairika':
PLC.Cratuger_reject () # trigger kugadzirisa mechanism

Performance metric

Kugadzirisa Kunonoka:

82 ms (Jetson agx orin)

Kunyatso:

Jekiseni rakaumbwa kuremara kurongeka rinosvika 98.7%.

Deanssek R1 Zvekunyepedzera: Vanokunda uye vanorasikirwa muGextive AI Kukosha Kaini

Maitiro anoyerera optimization

Key Technologies

Mutauro Wemasangano Wemashoko:

Vanoshanda vanorondedzera midziyo anomalies kuburikidza nezwi (semuenzaniso, "Extruder Pressurance Fletuation ± 0.3 MPA").

Multimidal Kukurukurirana:

Iyo modhi inogadzira optimization mazano anoenderana nemidziyo nhoroondo yedata (semuenzaniso, kugadzirisa screw kumhanya ne2,5%).

Digital Twin Verified:

Paramende Simulation Inosimbisa pane iyo Edgex Dodcry Platform.

Kusimbisa maitiro

Basf's Chemical chirimwa yakatora chirongwa ichi, kuzadzisa iyo 17% kuderedzwa kwesimba kushandiswa uye 9% kuwedzera kwechigadzirwa mhando yechigadzirwa.

Edge Ai uye Ramangwana reBhizinesi: Openai O1 vs. Deevseek R1 yehutano hwehutano, emagetsi, uye iiot

Pakarepo kudzoka kweruzivo

Architecture Dhizaini

Local Vector Database:

Shandisa chromadb yekuchengetedza zvinyorwa zvekushandisa uye maitiro ekutsanangudza (embedding dimension 768).

Hybrid retriev:

Sanganisa BM25 ALGORITHM + COSINE yakafanana nemubvunzo.

Zvabuda chizvarwa:

R1-7B Model Pfupisa uye kuinatsa retrial mhinduro.

Chaizvoizvo kesi

Nhandemo dzeSiemens dzakasarudzika dzakarasika dzinokanganisa kuburikidza nemitauro yemitauro yemitauro, kuderedza avhareji yekugadzirisa nguva ne 58%.

Zvinotenderedza Zvinonetsa uye Mhinduro

Mirangariro zvisingakwanisi:

Shandisa KV Cache Quagesization tekinoroji, kuderedza iyo yekunyora yeiyo 14B modhi kubva muna 32GB to 9GB.

Kuverengera chaiyo-nguva kuita:

Yakagadziriswa musango single yekufungidzira kuTency kusvika】 15 ms kuburikidza neCuda graph optimization.

Model Drift:

Vhiki rinowedzera zvinyorwa (kutapurirana chete 2% ye 2% ye parameter).

Nzvimbo Dzakanyanya:

Yakagadzirirwa kupisa kwakakura kwemaruva e -40 ° C kusvika 85 ° C ne IP67 Dziviriro Chikamu.

Mhedziso

Mitengo yazvino yekutumira ikozvino yaderera kusvika $ 599 / node (jetson orin nx), ine zvinoshanda zvinoshamisa zvinoumba muzvikamu zvakadai se3C Gungano, uye simba Chemistry. Kuenderera mberi kwechiitiko cheMoe Architecture uye Quagization tekinoroji inotarisirwa kugonesa iyo 70B modhi kuti inomhanya pamhepo zviitiko nemakumi maviri nemashanu.

Tsvaga ELV Cable Solution

Kudzora tambo

For bS, bhazi, maindasitiri, tambo yebhodhi.

Dzvanya apa

Yakarongedzwa kubhadhamira system

Network & data, fiber-optic tambo, chigamba tambo, modules, kumeso