Incamake
Multi-Agent Reinforcement Learning (MARL) itoza abakozi benshi biga basangiye ibidukikije, buriwese ahuza imyitwarire mugihe abandi nabo bahuza. Nibyingenzi kuko ibibazo byinshi byukuri-isi - traffic, amasoko, amakipe ya robo - arimo abafata ibyemezo benshi, ntabwo arimwe.
Multi-Agent Reinforcement Kwiga yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Mu myigire-imwe yo gushimangira imyigire, umukozi umwe yiga politiki mugukoresha ibihembo byinshi mubidukikije. MARL yongeyeho abakozi benshi, kandi ibyo bihindura byose: duhereye kuri buri mukozi, ibidukikije ntabwo bihagaze kuko abandi bakomeza guhindura politiki yabo. Abakozi barashobora gufatanya (kugabana ibihembo byikipe, nka robo ikina umupira wamaguru), guhatana (zero-sum, nka poker cyangwa gukurikirana-guhunga), cyangwa kuvangwa. Abashakashatsi bakoresha uburyo bwimikino nkimikino ya Markov (imikino idakuka) ihuza ibikorwa byumushinga umwe wa Markov. Ibisubizo bizwi birimo AlphaStar ya DeepMind igera kuri Grandmaster muri StarCraft II na OpenAI Amakipe atanu yatsinze Dota 2 yabigize umwuga, byombi bishingiye kubaturage babakozi batojwe hagati yabo binyuze mukwikinisha.
Ubushishozi
Ikibazo cyibanze ni ukudahagarara: nkuko buri agent avugurura politiki yayo, abandi bahura nintego igenda, kubwibyo kwiga byigenga birashobora kunanirwa guhuza. Gukosora bizwi cyane ni amahugurwa yibanze hamwe no kwegereza ubuyobozi abaturage (CTDE), akoreshwa na algorithms nka MADDPG na QMIX. Mugihe cyamahugurwa, uwinegura abona ibyo abakozi bose bareba hamwe nibikorwa kugirango babare gradients zihamye, ariko mugihe cyoherejwe buri mukozi akora akoresheje ibyo yiboneye gusa - guhuza imyigire ihuriweho nibikorwa bifatika, byigenga.
Kwiga Multi-Agent Gukomeza Kwiga
Multi-Agent Reinforcement Learning (MARL) itoza abakozi benshi biga basangiye ibidukikije, buriwese ahuza imyitwarire mugihe abandi nabo bahuza. Nibyingenzi kuko ibibazo byinshi byukuri-isi - traffic, amasoko, amakipe ya robo - arimo abafata ibyemezo benshi, ntabwo arimwe. Multi-Agent Reinforcement Kwiga yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Kwiga Multi-Agent Reinforcement Learning nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amatsinda akomeye akoresha Multi-Agent Reinforcement Kwiga yubaka icyitegererezo gikomeye cyibitekerezo, hanyuma ushushanye izo ngero kubibuza umusaruro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Igihe kimwe, Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Guhuza amato ya robo yububiko kugirango bayobore paki batagonganye cyangwa ngo bafungire mumihanda
Kugenzura ibinyabiziga-ibimenyetso aho buri masangano ari umukozi wiga kugabanya ubwinshi bwumujyi
Umukino wamahugurwa AI nka OpenAI Batanu (Dota 2) na AlphaStar (StarCraft II) ukoresheje kwikinisha mubakozi benshi
Gucunga amasoko no gusaba igisubizo muri bateri zagabanijwe hamwe ningo mumashanyarazi meza
Uburyo bwo Gushyira mu bikorwa
Kwiga Kwiyongera Kwinshi mubikorwa
Guhuza amato ya robo yububiko kugirango bayobore paki batagonganye cyangwa ngo bafungire mumihanda.
Guhuza amato ya robo yububiko kugirango bereke inzira zipakiye batagonganye cyangwa ngo bafungire mumihanda Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kwiga Kwiyongera Kwinshi mubikorwa
Kugenzura ibinyabiziga-ibimenyetso aho buri masangano ari umukozi wiga kugabanya ubwinshi bwumujyi.
Kugenzura ibinyabiziga byerekana ibimenyetso aho buri masangano ari umukozi wiga kugabanya umuvuduko w’umujyi wose Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kwiga Kwiyongera Kwinshi mubikorwa
Umukino wamahugurwa AI nka OpenAI Batanu (Dota 2) na AlphaStar (StarCraft II) ukoresheje kwikinisha mubakozi benshi.
Umukino wamahugurwa AI nka OpenAI Batanu (Dota 2) na AlphaStar (StarCraft II) binyuze mukwikinisha hagati yabakozi benshi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kwiga Kwiyongera Kwinshi mubikorwa
Gucunga amasoko no gusaba igisubizo muri bateri zagabanijwe hamwe ningo mumashanyarazi meza.
Gucunga amasoko no gusaba igisubizo hagati ya bateri zagabanijwe hamwe ningo mumashanyarazi akoresha amashanyarazi Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingaruka & Kurinda
Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.
Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.
Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.
Igishushanyo mbonera
Tangira nururimi rusobanutse rwibisubizo ukeneye.
Tangira nururimi rusobanutse rwibisubizo ukeneye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Inyandiko aho Multi-Agent Reinforcement Kwiga ifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Multi-Agent Reinforcement Kwiga ifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.