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AMR ni iki? Kwibira cyane muri Robo zigendanwa nuruhare rwabo mu nganda 4.0
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AMR ni iki? Kwibira cyane muri Robo zigendanwa nuruhare rwabo mu nganda 4.0

2024-08-13 16:29:49

I. Intangiriro kuri AMR (Imashini zigendanwa zigendanwa)

Muri iki gihe cyihuta cyane mu nganda, Imashini zigendanwa zigendanwa (AMR) byagaragaye nk'ibuye rikomeza imfuruka ya gukoresha ubwenge. Ariko mubyukuri AMR ni iki?

An AMR ni Ubwoko bwa robot igendanwa ifite ubwenge ashoboye kugendana ibidukikije hatabayeho gutabara kwabantu cyangwa kuyobora umubiri nka magnetiki kaseti cyangwa inzira. Bitandukanye na gakondo Imodoka ziyobowe na Automatic (AGVs), zikurikira inzira zihamye, gukoresha AMRs Rukuruzi, SLAM algorithms, na gutunganya igihe nyacyo guhuza n'imihindagurikire yimuka mububiko, inganda, nahandi hantu hagoye.

Izi robo zikoreshwa cyane ibikoresho, intralogistics, na ibidukikije, aho guhinduka, kwihuta, no kwigenga ni ngombwa. Ubushobozi bwabo gusabana neza n'abakozi b'abantu, irinde inzitizi, na kwikorera inzira yinzira ituma biba byiza inganda zikurikirana Inganda 4.0.

Nkuko ibyifuzo bigenda byiyongera ibisubizo byububiko bwubwenge na Gukoresha robot, gusobanukirwa icyo AMR aricyo - nicyo bashobora gukora - ni ingenzi kubucuruzi bushaka gukora neza. AMR ntabwo ihagarariye udushya gusa mubuhanga ahubwo ihindura ingamba igipimo cyoroshye, cyikora cyoroshye.


II. Ubwihindurize bwa robotike igendanwa mu nganda

Urugendo rwa robotics igendanwa yabaye imwe mu mpinduka zihamye - kuva imashini zikomeye, zifitanye isano n'inzira kugeza ubu zifite ubwenge buhanitse kandi buhuza n'imiterere Imashini zigendanwa zigendanwa (AMR). Ihindagurika ryerekana impinduka nini muri gutangiza inganda, aho bikenewe guhinduka, igihe nyacyo cyo kwitabira, na imikorere myiza yateje imbere udushya mu ikoranabuhanga.


Icyiciro cyambere: AGVs na Automatic Automatic

Igisekuru cya mbere cyimashini zigendanwa, zizwi nka Imodoka ziyobowe na Automatic (AGVs), yishingikirije kumihanda ihamye nka imirongo ya rukuruzi, Kode ya QR, cyangwa insinga zashyizwemo. Izi sisitemu zagize akamaro mubidukikije ariko ntibyari bifite ubushobozi bwo guhuza nimpinduka zimiterere cyangwa inzitizi zitunguranye. AGVs yaranze icyiciro fatizo, itanga:

  • Gutwara ibintu by'ibanze

  • Gusubiramo inzira

  • Guhanura cyane

Ariko, basabye ko bihambaye ishoramari ry'ibikorwa remezo kandi yatanze ubunini buke.


Icyiciro gikurikira: Kuzamuka kwa AMR n'inganda 4.0

Hamwe no kugaragara kwa SLAM (Guhindura icyarimwe no gushushanya icyarimwe), lidar, Icyerekezo cya 3D, na Gutegura inzira ya AI, bigezweho AMR yavutse. Izi robo zirashobora ikarita na kuyobora ibidukikije mugihe nyacyo, bigatuma biba byiza inganda zakira Inganda 4.0 na uruganda rwubwenge ibikorwa.

Abashoferi b'ingenzi inyuma ya revolution ya AMR:

  • Miniaturisation ya comptabilite na sensor

  • Itumanaho ridafite insinga hamwe na comptabilite

  • Ibura ry'umurimo no kuzamuka kwuzuzwa

  • Hindura kuri sisitemu yo gukora yoroheje


Kuva Byakosowe Kuri Automatic Automatic

Ibidukikije byinganda birasabwa modular, nini, na ibisubizo byubwenge. AMRs yujuje icyo cyuho, isimbuza akazi gakomeye hamwe sisitemu yigenga ashoboye kumenyera isazi. Mugihe robotike igendanwa ikomeje kugenda itera imbere, AMRs izakomeza kuba ingirakamaro ya Guhindura imibare guhanagura ibikoresho, gukora, nibindi birenze.


III. Uburyo AMR ikora: Tekinoroji Yibanze Inyuma ya AMR

Imashini zigendanwa zigendanwa (AMR) ntabwo ari porogaramu igendanwa gusa - ni sisitemu yubwenge yagenewe gutahura, gusesengura, na gukora murwego rugoye, rutubatswe. Bitandukanye n'ibinyabiziga gakondo byikora, AMR ikoresha guhuza tekinoroji igezweho kugirango ugere ku gihe nyacyo ubwigenge no gukora neza imirimo ikorwa mumwanya muto.


1. SLAM (Guhindura icyarimwe no gushushanya icyarimwe)

Imwe mungirakamaro zingenzi za AMRs ni SLAM tekinoroji, yemerera robot kubaka ikarita y’ibidukikije bitazwi mugihe kimwe icyarimwe ikurikirana aho iherereye muri iyo karita. Ibi ni ingenzi kuri:

  • Igihe nyacyo cyo kugendagenda mu nzu

  • Ahantu nyaburanga nta bikorwa remezo

  • Ikarita ikomeza gushushanya


2. Sensor Suite Kwishyira hamwe

AMRs ishingiye kumurongo ukize wa ibyuma byerekana ibyuma gusobanukirwa no gusubiza ibibakikije. Muri byo harimo:

  • Scaneri ya Lidar kuri 360 ° kumenya ahantu

  • Kamera yimbitse na Sisitemu yo kureba 3D

  • Ibipimo byo gupima (INU) Kuri Gukurikirana

  • Ultrasonic na infragre sensor kugirango tumenye hafi


3. Gutegura Inzira Yubwenge Yubwenge no Kwirinda Inzitizi

Ukoresheje kubara kububiko, AMR irakora inzira-nyayo yo gutezimbere na kwirinda inzitizi zikomeye, ndetse no mumihanda myinshi. Ubu bushobozi ni ngombwa muri ububiko bwubwenge, inganda, na kugurisha ibicuruzwa.


4. Itumanaho rya AI hamwe n'itumanaho rya Fleet

Ikiranga AMR igezweho yashyizwemo impande zitunganya yo gufata ibyemezo ako kanya. Byahujwe na imiyoboro idafite umugozi, barashobora:

  • Huza amato

  • Sangira amakuru y'ibidukikije

  • Raporo yisesengura ryimikorere


Binyuze muri tekinoroji yubuhanga, AMRs irashobora kwikora, ubufatanye bwiza bwabantu-robot, na ibikorwa byo gusubiza ibikoresho, kubagira umutungo wibanze muri Inganda 4.0.

Mudasobwa Yinganda kuri AGV & AMR Imashini


IV. Ibice byingenzi bigize sisitemu ya AMR

An Imashini yigenga ya mobile (AMR) birenze ibinyabiziga kumuziga - ni uruvange ruvanze ibyuma, software, na Rukuruzi ibyo bikora hamwe kugirango bishoboke kugendana ubwigenge, gufata igihe nyacyo, na imikorere itekanye mubikorwa byinganda.

Hano hepfo ni ibyingenzi bigize sisitemu yizewe ya AMR:


1. Inzira yo Kugenda no Gutegura Inzira

Ku mutima wa buri AMR ni a moteri yo kugenda ibyo bigena uburyo robot igenda mumwanya. Gukoresha SLAM algorithms, AMR irashobora:

  • Kubyara amakarita afite imbaraga

  • Tegura inzira nziza

  • Ongera unyure inzira ako kanya inzitizi

Iki gice kirimo abagenzuzi, abashinzwe ikarita, na abategura baho burigihe gusuzuma amakuru mashya yibidukikije.


2. Kwerekana no gushushanya

Kumenya aho ari, AMR ikoresha ikoranabuhanga nka:

  • Lidar hamwe nicyerekezo yo gusobanukirwa ahantu

  • Ibipimo byo gupima (INU) ku cyerekezo gihamye

  • Sensor fusion guhuza amakuru menshi yinkomoko yo kwimenyekanisha neza

Ibi byemeza ko robot ishobora gukora idashingiye kubikorwa remezo bihamye nka magnetiki kaseti cyangwa code ya QR.


3. Kubara kuri compte na Edge AI

Ikiranga AMR yashyizwemo ibice byo kubara (akenshi hamwe nubushobozi bwa AI ubushobozi) bwemerera:

  • Ikintu nyacyo cyo kumenya no kwirinda

  • Gahunda y'ibikorwa no gutunganya amakuru

  • Gukora kumurongo udafite igicu gihoraho


4. Sisitemu ya Bateri na Sisitemu

AMR biterwa bateri nyinshi za litiro hamwe nubwenge sisitemu yo gucunga bateri (BMS) ibyo byiza:

  • Gukoresha ingufu

  • Kwishyuza inzinguzingo

  • Dock yigenga no kwishyuza


5. Itumanaho hamwe na IoT Kwishyira hamwe

AMR igezweho irahujwe urubuga rwo gucunga amato binyuze:

  • Wi-Fi, 5G, cyangwa imiyoboro yihariye

  • APIs ya sisitemu ya WMS / MES / ERP

  • Igicu kibaho cyo gusesengura no kuvugurura

Hamwe na hamwe, ibyo bice birashoboka uburyo bworoshye, ubunini, na gukora cyane, gukora AMR ikintu cyibanze muri kijyambere gukora ubwenge na ibikoresho byo gukora.



V. AMR vs AGV: Itandukaniro irihe?

Mugihe cyo gukora ubushakashatsi kuri mobile, kimwe mubibazo bikunze kugaragara ni: ni irihe tandukaniro riri hagati ya AMR na AGVs? Mugihe byombi bikoreshwa mu gutwara ibintu mububiko no mu nganda, ibyabo ubushobozi, guhinduka, hamwe nicyitegererezo cyibikorwa bitandukanye cyane.


1. Ikoranabuhanga ryo Kugenda

  • AGVs (Imodoka ziyobowe na Automatic) shingira ibikorwa remezo bihamye nka magnetiki kaseti, insinga, cyangwa QR code kugirango ukurikire inzira zateganijwe. Impinduka iyo ari yo yose isaba guhindura umubiri.

  • AMRs (Imashini zigendanwa zigendanwa) Koresha SLAM, lidar, hamwe na sisitemu yo kureba gushushanya ubwigenge ibidukikije no kugendana ubwisanzure. Barashobora guhindura inzira mugihe nyacyo, birinda inzitizi no kugana inzira.


2. Guhindura ibidukikije

  • AGVs nibyiza kubikorwa bihamye, byateganijwe byakazi hamwe nibikorwa bike byabantu.

  • AMR gutera imbere imbaraga, imyanya-isangiwe n'abantu, Kubikora ububiko bwubwenge, ibidukikije, na imirongo ikora neza.


3. Ubunini no kohereza

  • AGVs bisaba igenamigambi rikomeye nishoramari ryibikorwa remezo. Kwiyongera bikubiyemo igihe cyo gutondeka no kugena imiterere.

  • AMR gutanga Gucomeka no gukina ubunini, hamwe nigicu cyangwa imiyoborere sisitemu yo guhuza amato byoroshya kohereza.


4. Ubwenge nubwigenge

  • AGVs zifite ubwenge buke kandi bushingiye cyane kubigenzurwa.

  • AMR Ikiranga Kubara, Kwirinda inzitizi zikoreshwa na AI, ndetse ndetse gushyira imbere umurimo, bigatuma barushaho kwigenga no gukora neza.


TWE. Porogaramu Zibanze za AMRs Inganda zose

Imashini zigendanwa zigendanwa (AMR) bahindura ibikorwa murwego rwinganda batanga ibisubizo byoroshye, byubwenge bwo gutwara ibyo guhuza nibidukikije. Ubushobozi bwabo kugendana wenyine, irinde inzitizi, kandi ushyikirane na sisitemu yibikorwa bituma uba umutungo ukomeye kuri ibikoresho, inganda, ndetse no hanze yacyo.


1. Gutangiza ububiko bwububiko hamwe na Intralogistics

Imwe muma progaramu ikwirakwizwa cyane ya AMR ni muri ububiko bwubwenge, aho batwara ibicuruzwa hagati yububiko, aho bapakira, hamwe n’ibisohoka. Bazamura:

  • Tegeka neza

  • Kuzuza imigabane

  • Kuzigama amafaranga

  • Sisitemu yo gucunga ububiko (WMS) guhuza


2. Imirongo yo gukora no guterana

Muri inganda, AMR ikora imirimo nka:

  • Gutanga umurongo kuruhande rwibigize

  • Gutwara ibicuruzwa byarangiye

  • Mugihe-gusa (JIT) ibintu bitemba

  • Itumanaho ridasubirwaho hamwe Sisitemu ya MES / ERP

AMR ifasha kugabanya igihe cyo gukora no guhindura umusaruro.


3. Ubuvuzi n'ibitaro

Inkunga ya AMRs ibikoresho byo mu bitaro mu gutanga ubwigenge:

  • Imiti hamwe na laboratoire

  • Imyenda, ibiryo, n'ibikoresho

  • Ibikoresho mu mashami no hasi

Izi robo zikora zituje kandi zifite umutekano, zigabanya ibibazo kubakozi bo kwa muganga.


4. Gucuruza no Kuzuza E-Ubucuruzi

Abacuruzi n'ibihangange bya e-ubucuruzi bakoresha AMR kuri:

  • Isanduku yububiko bwikora

  • Ibarura ryumubare

  • Kugarura ibicuruzwa byihuse

  • Tegeka guhuriza hamwe no gutanga

Bashyigikira igihe-nyacyo cyo kubara kugaragara no gusubiza ibisabwa.

Mudasobwa Yinganda kuri AGV & AMR Imashini
VII. Inyungu zo Kohereza AMR

Gushyira mu bikorwa Imashini zigendanwa zigendanwa (AMR) itanga intera nini yinyungu irenze kwikora byoroheje. Izi sisitemu zubwenge zirimo kuvugurura uburyo ibikoresho bicunga ibikoresho byimbere, bitezimbere umutekano, kandi bigahuza nibikorwa bikenewe. Kuva ububiko bwububiko Kuri gukora neza, AMRs itanga inyungu zapimwe muri umusaruro, guhinduka, na kugabanya ibiciro.


1. Gukora neza

AMR itezimbere ibikorwa byakazi:

  • Kugabanya igihe cyubusa hamwe nibikorwa byubwenge gahunda

  • Kurandura inzitizi binyuze mu gutegura inzira nziza

  • Kwihutisha isohozwa hamwe nigihe nyacyo cyo gutezimbere

Ibisubizo byihuse gutunganya ibicuruzwa, Byahinduwe kubarura, na Bigufi ibihe byizunguruka.


2. Kugabanya ibiciro by'umurimo

Mugutwara imirimo yo gutwara inshuro nyinshi, AMRs yubusa abakozi babantu kubikorwa bigoye kandi bishingiye kubikorwa. Ibi biganisha kuri:

  • Kwishingikiriza hasi kumurimo wamaboko

  • Kugabanya amasaha y'ikirenga no guhindura ibiciro

  • Kunoza itangwa ry'umurimo mugihe cyibihe

Cyane cyane mu turere duhura ibura ry'abakozi, AMRs itanga ingamba zifatika zo gutangiza.


3. Kongera umutekano ku kazi

AMRs yateguwe yubatswe ibyuma byumutekano, 360 ° gutahura inzitizi, na kwirinda kugongana. Barashobora gukora neza ibidukikije bituwe n'abantu, kugabanya ingaruka za:

  • Impanuka

  • Gukomeretsa intoki

  • Kugendana amakosa mubikorwa byinshi


4. Ubunini no guhinduka

Bitandukanye na automatisation ihamye, AMRs iremera:

  • Gucomeka no gukina ubunini hamwe nigihe gito

  • Imiterere yoroshye nta guhindura ibikorwa remezo

  • Gucunga ibicu kubintu bishya


VIII. Inzitizi mu ishyirwa mu bikorwa rya AMR

Mugihe Imashini zigendanwa zigendanwa (AMR) tanga ubushobozi bwo guhindura, kubohereza kwabo ntikubangamiye. Amashyirahamwe agamije kwemeza AMR agomba gusuzuma neza tekiniki, imikorere, na ibibazo by'amafaranga ibyo bishobora guhindura ishyirwa mubikorwa na ROI y'igihe kirekire.


1. Ibiciro byimbere hamwe nibibazo bya ROI

Ishoramari ryambere muri AMR ibyuma, sisitemu yo kuyobora, na porogaramu yo gucunga amato Birashobora kuba byinshi. Ibigo bigomba gusuzuma:

  • Igiciro cya AMR ku giti cye

  • Kuzamura ibikorwa remezo (urugero, Wi-Fi, ibimenyetso hasi, zone z'umutekano)

  • Kwishyira hamwe hamwe na WMS / MES

Kugera ku byiza inyungu ku ishoramari bisaba gusesengura neza-inyungu-hamwe nintego zifatika zo kohereza.


2. Kwishyira hamwe

AMR igomba guhuza na sisitemu yimishinga nka:

  • Sisitemu yo gucunga ububiko (WMS)

  • Sisitemu yo Gukora Sisitemu (MES)

  • Imikorere ya ERP

Hatariho APIs ikwiye cyangwa ibikoresho byo hagati, gutinda kwishyira hamwe bishobora kuganisha kumikorere idahwitse no gukora byikora bituzuye.


3. Guhindura ibidukikije

Bitandukanye n'ibidukikije bya AGV byubatswe, inganda nyinshi nububiko ntibiteganijwe:

  • Inzitizi zikomeye nk'abantu cyangwa forklifts

  • Amatara mabi, amagorofa ataringaniye, cyangwa kwivanga kw'ibimenyetso

  • Ubushyuhe n'umukungugu bikabije bigira ingaruka kumikorere

Ibi bidukikije birashobora kugabanya imikorere ya AMR no gusaba ibishushanyo byabigenewe.


4. Abakozi biteguye n'amahugurwa

Kumenyekanisha AMR bisaba guhindura imitekerereze y'abakozi:

  • Abakoresha n'abakozi bashinzwe kubungabunga

  • Gukemura ibibazo bijyanye kwimura akazi

  • Kurinda umutekano ubufatanye bwa robo ahakorerwa imirimo

Gutsinda ibyo bibazo bisaba guhuza igenamigambi, ubufatanye bw'abacuruzi, na gusezerana kw'abakozi. Hamwe nuburyo bwiza, ubucuruzi burashobora gufungura agaciro kuzuye ka robotics yubwenge mugihe ugabanya ingaruka zo kohereza.


    IX. Guhitamo AMR ibereye kubucuruzi bwawe

    Guhitamo icyifuzo Imashini yigenga ya mobile (AMR) kubikorwa byawe ntabwo arimwe-gihuza-ibyemezo byose. Birasaba guhuza ibisobanuro bya tekiniki yawe ibisabwa byo gukora, Imiterere yikigo, na ubushobozi bwo kwishyira hamwe. Guhitamo AMR itari yo irashobora kuganisha kubibazo byimikorere, ROI mbi, hamwe nubunini buke. Dore ibyo ugomba gusuzuma:



    1. Kwishyura no kwerekana imiterere

    AMR zitandukanye zagenewe gutandukana ubushobozi bwo kwishura, kuva mubintu bito bitwara kugeza pallet iremereye. Suzuma:

    • Inkunga ntarengwa (urugero, 100 kg vs 1000 kg)

    • Ingano y'ibirenge kugendagenda munzira zifunganye cyangwa kuzamura

    • Guhuza na igare, amasahani, cyangwa kuzamura pallet



    2. Kugenda n'ibidukikije

    Ikigo cyawe kigoye gifite uruhare runini muguhitamo AMR:

    • Imbere vs. kugendagenda mu nzu / hanze

    • Ububiko vs isuku kubahiriza

    • Ubushobozi bwo kubyitwaramo inzitizi, inzitizi, cyangwa Inguni

    Kubidukikije bigenda neza, shyira imbere robot hamwe Kugenda kwa SLAM, lidar, na 360 ° sensor.



    3. Guhuza porogaramu no guhuza sisitemu

    Menya neza ko AMR ishyigikiye kwishyira hamwe hamwe n'ibiriho:

    • Sisitemu yo gucunga ububiko (WMS)

    • Sisitemu yo Gukora Ibikorwa (MES)

    • Igenamigambi ryibikoresho bya Enterprises (ERP) urubuga

    Shakisha abadandaza fungura API, ibicu, na sisitemu yo gucunga amato.



    4. Ubunini nubufasha bwabacuruzi

    Hitamo igisubizo gikura hamwe nubucuruzi bwawe:

    • Kuzamura software

    • Inkunga ya Multi-AMR

    • Isi yose cyangwa yaho serivisi ya tekiniki



    • Mudasobwa Zinganda zikoreshwa muri sisitemu ya AMR


      Ku mutima wa buri wese Imashini yigenga ya mobile (AMR) ni ikomeye kandi yizewe mudasobwa y'inganda. Sisitemu ikora nka igice cyo gutunganya hagati, gutunganya igihe-nyacyo cyamakuru, kugendana algorithms, no gutumanaho hamwe na sisitemu yo hanze nka WMS, TWE, cyangwa Ibicu. Bitandukanye na PC gakondo, mudasobwa zo mu rwego rwo hejuru ni intego-yubatswe kugirango ihuze ibidukikije nibikorwa bikenewe robotics igendanwa.





      Ibisabwa byingenzi bya mudasobwa zinganda muri AMR:

      • Igishushanyo mbonera, kidafite abafana kubirwanya kunyeganyega no gukora neza umwanya

      • Kwihanganira ubushyuhe bwagutse (akenshi -20 ° C kugeza + 70 ° C) kubidukikije bihinduka

      • CPU ikora cyane (Intel® Core ™, ARM, cyangwa NVIDIA Jetson) kubitekerezo bya AI na SLAM

      • Ibyambu byinshi I / O. (USB, RS-232/485, CAN, GPIO, Ethernet) kugirango sensor hamwe no guhuza ibikorwa

      • Gukoresha ingufu nke kubungabunga ubuzima bwa bateri

      • Inkunga idafite insinga (Wi-Fi 6, 5G, Bluetooth) kugirango uhuze amato


        Ibirango biyobora nka SINSMART, Neousys, na Advantech tanga AMR-yiteguye mudasobwa yashyizwemo hamwe na inkunga ndende yo kubaho, ubugari-bwinjiza, na impamyabumenyi-yinganda (urugero, CE, FCC, MIL-STD-810G). Izi porogaramu zituma AMR itunganya SLAM algorithms, gucunga guhuza byinshi, no kubungabunga guhuza neza mubikorwa byinganda.


      Byatoranijwe neza inganda mini pcni ngombwa mu kwemeza imikorere, umutekano, no kwizerwa byoherejwe na AMR bigezweho - haba mu bubiko no mu ruganda.



      SINSMART ku isoko rya AMR

      Mugihe abayobozi binganda bakunda Imashini za Amazone, Njye, Geek +, Ikoranabuhanga rya Zebra, na Omron gutwara ibinini binini byoherejwe na AMR, Nkuyobora yashyizwemo pc,SINSMART ifite umwanya wihariye ariko wingenzi mubidukikije. SINSMART yashinzwe muri 2008 kandi ifite icyicaro i Hangzhou, itanga ibyiringiro bya inganda zikora inganda PC na mudasobwa yashizwemo- ibice bikoreshwa cyane mububasha Sisitemu ya AMR na AGVs.



      Umusanzu w'ingenzi muri tekinoroji ya AMR


      • Mudasobwa zinganda za robo        : SINSMART kabuhariwe mubyuma bidafite umuyaga, ibyuma bigenewe guhangana ningutu zangiza ibidukikije nkinganda nka kunyeganyega, umukungugu, na ubushyuhe bukabije. Ibi bikunze kwemezwa kubipimo nka MIL - STD - 810G, kubikora byizewe kubutumwa bwa AMR.


      • Edge AI hamwe nigihe cyo gutunganya        : Iwacu PC zo mu nganda shyigikira CPU igezweho (Intel Core 12/13 gen, ARM, NVIDIA Jetson) hamwe na I / O nyinshi (USB, CAN, Ethernet), bishoboza igihe nyacyo SLAM, gutahura inzitizi, na kugendesha algorithms ibyingenzi mubikorwa bya AMR.


      • Guhindura I / O hamwe n'ubunini        : Yashizweho kugirango ihuze hamwe na sensor nka lidar, kamera yimbitse, ibice bya IMU, hamwe no guhuza sisitemu yo gucunga amato, ibyuma bya SINSMART bifasha imbaraga sensor fusion, guhuza amato, na guhuza ibicu muri AMR


      Muri make, SINSMART ifite uruhare runini rwo gufasha muri ecosystem ya AMR-itanga comptabilite yinganda ituma sisitemu ya AMR ikora neza, umutekano, nubwenge mubidukikije bigoye.


      Saba gusoma:

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