Roboti ya Humanoid AI ni iki?

Roboti y’umuntu (Humanoid Robot AI) ni igitekerezo - ndetse kirushaho kuba igikorwa - cyo gushyira ubwenge bushobora guhinduka mu mashini zigaragaza imiterere yacu y’ibanze. Amaboko abiri, amaguru abiri, sensor aho isura ishobora kuba iri, n'ubwonko bushobora kubona, gufata icyemezo, no gukora. Si chrome ya siyansi ku giti cyayo. Imiterere y'umuntu ni ikintu gifatika: isi yubatswe ku bantu, bityo roboti isangiye ibirenge byacu, imitwaro yacu, urwego, ibikoresho, n'aho gukorera ishobora, mu buryo bw'imitekerereze, gukora byinshi ku munsi wa mbere. Uracyakeneye ibikoresho byiza cyane n'umuvuduko ukomeye wa AI kugira ngo wirinde kubaka ishusho nziza. Ariko ibice birimo gukururana vuba kurusha uko benshi babitekerezaga. 😉

Niba warigeze kumva amagambo nka "incompilated AI", "vision-language-action models", cyangwa "collaboration robot safety" n'ibitekerezo ... amagambo meza, ubu iyi "guide" irayasobanura neza akoresheje "discussion", "receipt", n'imbonerahamwe irimo akajagari gato. 

Ingingo ushobora gukunda gusoma nyuma y'iyi:

🔗 Robot za Elon Musk zizatangira akazi kawe vuba ryari?
Isuzuma igihe, ubushobozi, n'ibyago byo gukora akazi gasanzwe gakozwe n'abantu.

🔗 Gusobanura ibinyuranye n'ikoranabuhanga rya AI mu buryo bworoshye.
Ibisobanuro, amasoko asanzwe, ingero nyazo, n'ingamba zo kugabanya ingaruka.

🔗 Ni iki umutoza w’ubuhanga mu by’ubuhanga bwo gukora imyitozo ngororamubiri akora?
Uruhare, ubuhanga, imikorere, n'inzira z'umwuga mu mahugurwa y'abanyamideli.

🔗 Guhanura AI byasobanuwe ku batangira
Uburyo ingero zihanura ziteganya umusaruro, ikoreshwa, n'aho zitagarukira.

Robot AI ya Humanoid ni iki, neza neza?

Mu by'ukuri, Humanoid Robot AI ivanga ibintu bitatu:

• Imiterere y'umubiri w'umuntu - igishushanyo mbonera cy'umubiri gisa n'icyacu, bityo gishobora kunyura ku madarajya, kugera ku dushashi, kwimura amasanduku, gufungura inzugi, gukoresha ibikoresho.

• Ubwenge bugaragara - AI ntabwo ireremba mu bicu gusa; iri mu kintu gifatika kireba, gitegura, kandi gikorera ku isi.

• Igenzura rusange - robots zigezweho zikoresha cyane models zihuza icyerekezo, ururimi, n'ibikorwa kugira ngo politiki imwe ishobore kwaguka mu mirimo. Google DeepMind's RT-2 ni urugero rw'icyitegererezo cy'icyerekezo -ururimi-ibikorwa (VLA) cyiga ku makuru ya web + robots maze kigahindura ubwo bumenyi mu bikorwa bya robots [1].

Uburyo bworoshye bwo gusobanura: Roboti y’umuntu (Humanoid Robot AI) ni roboti ifite umubiri nk’uw’umuntu n’ubwonko buhuza kureba, gusobanukirwa, no gukora - byaba byiza mu mirimo myinshi, atari imwe gusa.

Ni iki gituma Roboti za Humanoid zigira akamaro🔧🧠

Igisubizo kigufi: si isura, ubushobozi . Igisubizo kirekire:

• Uburyo abantu bagenda mu myanya yabo - ingazi, inzira zo ku muhanda, inzira zifunganye, imiryango, impuzandengo zidasobanutse. Ikirenge cy'umuntu ni imiterere isanzwe y'aho bakorera.

• Gukoresha ubuhanga mu gutunganya ibintu - amaboko abiri ashoboye ashobora, uko igihe kigenda gihita, gukora imirimo myinshi akoresheje uburyo bumwe bwo kurangiza (gukoresha ibikoresho bike byihariye kuri buri kazi).

• Ubwenge bwa Multimodal - VLA models ihuza amashusho + amabwiriza ku mabwiriza ya moteri ashobora gukorwa kandi inoza uburyo rusange bw'imirimo [1].

• Kwitegura ubufatanye - ibitekerezo by'umutekano nko guhagarara bigenzurwa, kugenzura umuvuduko no gutandukanya, no kugabanya ingufu n'ingufu bituruka ku mahame ya roboti akorana (ISO/TS 15066) n'ibisabwa mu by'umutekano bya ISO [2].

• Kuvugurura porogaramu - ibikoresho bimwe bishobora kunguka ubumenyi bushya binyuze mu makuru, simulation, na politiki zivuguruye (nta kuvugurura forklift kugira ngo wigishe ahantu hashya ho guhitamo) [1].

Nta na kimwe muri ibi kirimo "button zoroshye" kugeza ubu. Ariko icyo bihujwe ni cyo gituma inyungu zikomeza kwiyongera.

Igisobanuro cyihuse ushobora kwiba kuri slide 📌

Roboti y’umuntu (Humanoid Robot AI) ni ubwenge bugenzura roboti imeze nk’umuntu kugira ngo imenye, itekereze, kandi ikore imirimo itandukanye mu bidukikije by’abantu, ikoresheje ingero zihuza icyerekezo, ururimi, n’ibikorwa, n’imikorere y’umutekano yemerera gukorana n’abantu [1][2].

Agace: umubiri, ubwonko, imyitwarire

Iyo ushyize mu bwenge ubwoko bw'umuntu mu bice bitatu, ubwo buryo bw'umubiri butuma umuntu adasobanukirwa neza:

1. Umubiri - ibikoresho bikoresha ingufu, ingingo, bateri, sensor. Kugenzura umubiri wose kugira ngo ugire uburinganire + uburyo bwo kuwukoresha, akenshi hakoreshejwe ingingo zikurikiza amabwiriza cyangwa zigenzurwa n'imbaraga.

2. Ubwonko - uburyo bwo kubona + gutegura + kugenzura. Umuraba mushya ni VLA : amakamera + intego z'ururimi rusanzwe → ibikorwa cyangwa gahunda nto (RT-2 ni icyitegererezo) [1].

3. Imyitwarire - imikorere nyayo igizwe n'ubuhanga nko gutondeka, gutanga umurongo, gukoresha ibikoresho, no guhanahana amakuru hakoreshejwe robo z'abantu. Amasano agenda arushaho gupfunyika ibi mu byiciro by'imyitozo bihuzwa na WMS / MES kugira ngo robo ijyane n'akazi, atari ibinyuranye [5].

Tekereza nk'umuntu wiga akazi gashya ku kazi: reba, sobanukirwa, teganya, kora - hanyuma ugakora neza ejo.

Aho Roboti ya Humanoid AI igaragara uyu munsi 🏭📦

Gushyira abantu mu bikorwa biracyari kwibasirwa, ariko si isuzuma rya laboratwari gusa:

• Gubika no gutwara ibintu - gutwara ibintu, kohereza pallets kuva kuri conveyor, imirimo ihoraho ariko ihindagurika; abacuruza bashyira uburyo bwo guhuza ibintu mu bicu nk'inzira yihuse yo kugera ku bapilote no guhuza na WMS [5].

• Inganda z'imodoka - abapilote hamwe na Apollo wa Apptronik muri Mercedes-Benz bashinzwe kugenzura no gucunga ibikoresho; imirimo ya mbere yatangijwe no gukoresha teleoperasiyo hanyuma igakora mu buryo bwigenga aho yari ikomeye [4].

• Ubushakashatsi n'iterambere bigezweho - uburyo bwo kugenda/gukoresha amaraso mu buryo butuma habaho uburyo bwo kwinjirira mu bicuruzwa (n'uburyo bwo kwirinda) uko igihe kigenda gihita.

Imiterere y'isanduku nto (ituruka ku bapilote nyabo): tangira ukoresheje uburyo bwo kohereza ku ruhande rw'umurongo muto cyangwa uburyo bwo kohereza ibintu; koresha teleop/demo zifashijwe mu gukusanya amakuru; menya imbaraga/umuvuduko ugereranije n'ibanga ry'umutekano rihuriweho; hanyuma ushyire mu buryo rusange imyitwarire ku bibuga byegeranye. Ntabwo ari byiza, ariko birakora [2][4].

Uburyo Roboti y'ubuhanga ya Humanoid yiga, mu bikorwa 🧩

Kwiga si ikintu kimwe:

• Kwigana no gukoresha teleoperasiyo - abantu bagaragaza imirimo (VR/kinesthetic/teleop), barema amakuru y’imbuto kugira ngo bigenge. Abapilote benshi bemeza ku mugaragaro ko imyitozo ifashwa na teleoperasiyo ikorwa kuko yihutisha imyitwarire ikomeye [4].

• Kwiga gushimangira no gukoresha uburyo bwa Sim-to-Real - politiki zatojwe mu kwimura ibintu hakoreshejwe uburyo bwa "dome" (itsinda ry'abantu) hamwe no guhindura imiterere y'amakuru; biracyari ibisanzwe mu kugenda no gukoresha uburyo bwa "locomotion".

• Ingero z'Icyerekezo-Ururimi-Ibikorwa - Politiki za RT-2 zihuza amakamera + intego z'inyandiko ku bikorwa, zireka ubumenyi bwo kuri interineti bugatanga amakuru ku byemezo nyabyo [1].

Mu Cyongereza cyumvikana: byerekane, bigishe, ubivuge - hanyuma usubiremo.

Umutekano n'icyizere: ibintu by'ingenzi bitarangwa n'icyubahiro 🛟

Robots zikorera hafi y'abantu zizera umutekano w'abantu ba kera cyane mbere y'uko uyu munsi utangazwa. Ibintu bibiri by'ingenzi bikwiye kumenywa:

• ISO/TS 15066 - ubuyobozi ku bikorwa by'ubufatanye, harimo ubwoko bw'imikoranire (gukurikirana umuvuduko no gutandukanya, kugabanya imbaraga n'ubushobozi) hamwe n'imipaka yo guhuza umubiri n'umuntu [2].

• Uburyo bwo gucunga ibyago bwa NIST AI - igitabo cy'imiyoborere (GOVERN, MAP, PIMA, MANAGE) ushobora gukoresha ku makuru, kuvugurura icyitegererezo, no ku myitwarire yatanzwe iyo ibyemezo bya robo biturutse ku buryo bwizewe [3].

TL; DR - demo nziza ni nziza; imanza zemewe z'umutekano n'ubuyobozi biraryoshye.

Imbonerahamwe yo kugereranya: ni nde wubaka iki, ni nde 🧾

(Gutandukanya ahantu hatangana ku bushake. Umuntu muto, akajagari gato.)

(Yego, ibiciro ntibisobanutse neza. Murakaza neza ku masoko ya mbere.)

Icyo ugomba kwitaho mu gihe usuzuma Roboti ya Humanoid AI 🧭

• Imirimo ijyanye n'uyu munsi ugereranije n'umurongo ngenderwaho - ese ishobora gukora imirimo yawe ibiri ya mbere muri iki gihembwe, atari akazi keza ko kwerekana gusa.

• Ikibazo cy'umutekano - baza uburyo ibitekerezo by'ubufatanye bya ISO (umuvuduko n'itandukaniro, imipaka y'imbaraga n'imbaraga) byinjira mu kawe [2].

• Umutwaro wo guhuza - ese bireba WMS/MES yawe, kandi ni nde ufite imiterere y'igihe cyo gukora no gushushanya uturemangingo; shakisha ibikoresho bifatika byo gutunganya no guhuza abafatanyabikorwa [5].

• Uburyo bwo kwigira - uburyo ubuhanga bushya bufatwa, bwemezwa, kandi bugakwirakwizwa mu ngabo zawe.

• Uburyo bwa serivisi - amabwiriza y'igerageza, MTBF, ibikoresho byo gupima, n'uburyo bwo gusuzuma hakoreshejwe ikoranabuhanga.

• Imicungire y'amakuru - ni nde ufite inyandiko, usuzuma imanza z'inyongera, n'uburyo igenzura rijyanye na RMF rikoreshwa [3].

Imigani isanzwe, idasobanuwe neza 🧵

• “Humanoids ni cosplay gusa ya robots.” Hari igihe robot ifite amapine iratsinda. Ariko iyo habayeho ingazi, ingazi, cyangwa ibikoresho by'intoki, imiterere y'umubiri nk'iy'umuntu iba ari ikintu cy'ingenzi, si imiterere y'ubuhanga.

• "Byose ni ubuhanga bwo gukora imibonano mpuzabitsina kuva ku iherezo kugeza ku iherezo, nta nyigisho yo kugenzura." Sisitemu nyazo zihuza uburyo bwo kugenzura bwa kera, isuzuma rya leta, gutunganya neza, na politiki zizewe; aho bihurira ni igitangaza [1].

• "Umutekano uzikemura nyuma yo kwerekana." Ibinyuranye. Umutekano ucamo icyo ushobora no kugerageza n'abantu. Amahame akurikizwa kubera impamvu [2].

Urugendo rugufi rw'umupaka 🚀

• VLA kuri hardware - hari ubwoko buto kandi buri kuri hardware kugira ngo robots zishobore gukora neza mu gace kazo hamwe n'igihe gito cyo gutinda, mu gihe moderi ziremereye ziguma zivanze/zifite igicu aho bikenewe [1].

• Abapilote b’inganda - uretse laboratwari, abakora imodoka barimo gushakisha aho abafite imiterere y’umubiri babanza gukora ingufu (gukoresha ibikoresho, kugenzura) bakoresheje amahugurwa afashijwe na teleop kugira ngo bihutishe imikorere y’umunsi wa mbere [4].

• Ibipimo ngenderwaho - imirimo isanzwe mu mashuri makuru no mu nganda bifasha mu guhindura iterambere mu matsinda no ku mbuga [1].

Niba ibyo bisa nkaho ari ukwitonda kugira icyizere - kimwe. Iterambere ni rito cyane. Ibyo ni ibisanzwe.

Impamvu interuro "Humanoid Robot AI" ikomeza kugaragara mu makarita 🌍

Ni ikimenyetso cyiza cyo guhuza: robots zikoreshwa muri rusange, mu mwanya w'abantu, zikoreshwa n'amamodeli ashobora gufata amabwiriza nka "shyira agasanduku k'ubururu kuri sitasiyo ya 3, hanyuma ufate urufunguzo rwa torque" hanyuma ukabikora gusa .... Iyo uhuje ibikoresho bikwiranye n'abantu hamwe n'ibitekerezo bya VLA hamwe n'ibikorwa byo gucunga umutekano mu bufatanye, ubuso bw'ibicuruzwa burushaho kwaguka [1][2][5].

Amagambo ya nyuma - cyangwa igihe kirekire cyane, ntasomye 😅

• Roboti y’umuntu (Humanoid Robot AI) = imashini zimeze nk’umuntu zifite ubwenge bugaragara zishobora kubona, gutegura no gukora imirimo itandukanye.

• Inyongera igezweho ituruka kuri za VLA nka RT-2 zifasha robo gukwirakwiza kuva ku rurimi n'amashusho kugeza ku bikorwa by'umubiri [1].

• Harimo gushyirwaho ibikoresho by'ingirakamaro mu bubiko no mu nganda, hamwe n'uburyo bw'umutekano n'ibikoresho byo guhuza ibikoresho bituma cyangwa bigasenya intsinzi [2][4][5].

Ntabwo ari ikintu cy'agaciro. Ariko iyo uhisemo akazi ka mbere gakwiye, ugashushanya neza akagari, kandi ugakomeza gucuranga, akamaro kaboneka vuba kurusha uko wabitekerezaga.

Roboti y’ubumuntu (Humanoid Robot AI) si ubumaji. Ni ubwubatsi, igenamigambi, no gukosora - hamwe n'akanya gato k'ibyishimo iyo roboti ikoze akazi utabanje gukora. Hari n'igihe ikiza ibintu bidasobanutse neza bituma abantu bose bahagarika umutima, hanyuma bagakoma amashyi. Ni iterambere. 🤝🤖

Amareferensi

1. Google DeepMind - RT-2 (icyitegererezo cya VLA) : soma byinshi

2. ISO - Umutekano wa roboti zikorana : soma byinshi

3. NIST - Urwego rw'Imicungire y'Ibibazo bya AI : soma byinshi

4. Reuters - Mercedes-Benz × Abapilote ba Apptronik : soma byinshi

5. Robotike zo mu rwego rwo hejuru - Gutunganya no guhuza : soma byinshi

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