Incamake
Kubara ibigega ni uburyo bwihuse bwo guhugura imiyoboro isubiramo: gusiga 'ikigega' kinini, cyahujwe na 'reservoir' ya neuron ikosowe kandi igahugura gusa umurongo woroheje usohoka. Imiyoboro ya leta ya echo ni urugero ruzwi cyane, bigatuma kwiga bikurikirana byihuse kandi bihendutse.
Imiyoboro ya Leta ya Echo na comptabilite ni ikibanza cyubaka tekiniki kigira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Imiyoboro ya Leta ya Echo (ESNs), yatangijwe na Herbert Jaeger ahagana mu 2001, hamwe na Machine ya Leta ya Liquid ya hafi ya Wolfgang Maass bagize umuryango witwa computing computing. Igitekerezo: gihamye, cyatangijwe gutangizwa inshuro nyinshi imiyoboro y'urusobekerane rwinjiza muburyo bukurikiranye. Kuberako uburemere bwisubiramo butigera butozwa, wirinda gusubira inyuma buhoro buhoro, bidasubirwaho-mugihe cyakoreshejwe kuri RNNs na LSTMs. Gusa ibipimo byo gusoma biva mubigega kugeza kubisohoka byizwe, mubisanzwe byoroheje kumurongo ugaruka, byihuta kandi byuzuye. Ikigega kigomba guhaza 'echo leta yumutungo': kwibuka kwinjiza byashize bigenda bishira buhoro buhoro, byemeza ko leta ishingiye kumateka ya vuba aho kuba ibihe byambere. ESNs iruta izindi mugihe cyo guhanura no kwerekana ibimenyetso byerekana akajagari.
Ubushishozi
Ihungabana rishingiye kuri radiyo yerekana (eigenvalue nini nini) ya matrike yuburemere bwikigega, ubusanzwe ikaba iri munsi ya 1.0. Ibi bikomeza umuyoboro 'kuruhande rwakajagari': umutunzi, uramba igihe kirekire nta bitekerezo byahunze. Amahugurwa agabanya gukemura ikibazo cyumurongo muto-kare (akenshi hamwe nogusubiramo imisozi) gushushanya ikigega cyerekana intego, kubwibyo rero nta kumanuka gahoro gahoro kurwego rusubirwamo kandi ntakibazo kibura-buhoro buhoro.
Kumenya imiyoboro ya leta ya echo hamwe no kubara ibigega
Kubara ibigega ni uburyo bwihuse bwo guhugura imiyoboro isubiramo: gusiga 'ikigega' kinini, cyahujwe na 'reservoir' ya neuron ikosowe kandi igahugura gusa umurongo woroheje usohoka. Imiyoboro ya leta ya echo ni urugero ruzwi cyane, bigatuma kwiga bikurikirana byihuse kandi bihendutse. Imiyoboro ya Leta ya Echo na comptabilite ni ikibanza cyubaka tekiniki kigira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata imiyoboro ya leta ya Echo hamwe na comptabilite ya comptabilite nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha imiyoboro ya leta ya Echo hamwe na comptabilite ya comptabilite itezimbere imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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
Guteganya sisitemu y'akajagari nka sisitemu ya Mackey-Glass cyangwa igikurura cya Lorenz hamwe nukuri.
Guteganya igihe gito umutwaro w'amashanyarazi, ibimenyetso byububiko, cyangwa ibihe bijyanye nikirere.
Kumenyekanisha imvugo na foneme ukoresheje Imashini ya Leta ya Liquid nk'ikigega cya spiking-neuron.
Ibigega bya Photonic cyangwa memristor bishingiye kububiko bwibikoresho bikora ibimenyetso bike byerekana ibyiciro kurwego rwa sensor.
Uburyo bwo Gushyira mu bikorwa
Echo Imiyoboro ya Leta hamwe no Kubara Ibigega mubikorwa
Guteganya sisitemu y'akajagari nka sisitemu ya Mackey-Glass cyangwa igikurura cya Lorenz hamwe nukuri.
Guteganya sisitemu yimikorere idahwitse nka seriyeri ya Mackey-Glass cyangwa igikurura cya Lorenz hamwe nukuri gukomeye Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Echo Imiyoboro ya Leta hamwe no Kubara Ibigega mubikorwa
Guteganya igihe gito umutwaro w'amashanyarazi, ibimenyetso byububiko, cyangwa ibihe bijyanye nikirere.
Guteganya igihe gito umutwaro w'amashanyarazi, ibimenyetso byimigabane, cyangwa ibihe bijyanye nigihe cyikirere Amakipe akunze kubona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Echo Imiyoboro ya Leta hamwe no Kubara Ibigega mubikorwa
Kumenyekanisha imvugo na foneme ukoresheje Imashini ya Leta ya Liquid nk'ikigega cya spiking-neuron.
Kumenyekanisha imvugo na foneme ukoresheje Imashini ya Leta ya Liquid nk'ikigega cya spiking-neuron Ikigega gikunze kubona umusaruro ushimishije mugihe gisobanura ibipimo ngenderwaho byimbere, bikomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bigakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Echo Imiyoboro ya Leta hamwe no Kubara Ibigega mubikorwa
Ibigega bya Photonic cyangwa memristor bishingiye kububiko bwibikoresho bikora ibimenyetso bike byerekana ibyiciro kurwego rwa sensor.
Ikigega cya Photonic cyangwa memristor gishingiye kubikoresho bikora ibimenyetso byerekana imbaraga nkeya mubyiciro bya sensor Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.