Uhlolojikelele
I-AI igcwalisa izikhala phakathi kwezinzwa zokungcola ezingandile futhi iguqule idatha eluhlaza ibe amamephu nezibikezelo zekhwalithi yomoya block-by-block. Lokho kusiza abantu abanesifuba somoya ukuthi bahlele usuku lwabo futhi amadolobha aqonde ezindaweni ezingcolile kakhulu.
I-AI ku-Air Quality Monitoring igxile ekusetshenzisweni okungokoqobo: ukushintsha amandla emodeli ibe ukuhamba komsebenzi okuthembekile kwansuku zonke okuletha inani elilinganisekayo.
I-Deep Dive
Ukunukubezeka komoya kubulala izigidi minyaka yonke, kodwa ama-reference monitor ayabiza futhi awancane, okushiya izindawo eziningi zingakalwa. I-AI ivala lokhu ngokuhlanganisa imithombo eminingi yedatha: amanethiwekhi ezinzwa abiza kancane, izilinganiso zesathelayithi (njenge-TEMPO ye-NASA kanye ne-ESA's Sentinel-5P ye-NO2 nama-aerosols), isimo sezulu, ithrafikhi, nezinzwa zamaselula. Ukufunda ngomshini kulinganisa izinzwa ezishibhile ezinomsindo ngokumelene neziteshi zereferensi, bese kuhlotshaniswa nokungcoliswa kwedolobha lonke ngokulungiswa komgwaqo. I-Project Air View ka-Google ishayele izimoto ezinezinzwa ukuze zakhe amamephu ezinto ezingcolisayo njenge-nitrogen dioxide ne-particle. Amamodeli aphinde abikezele amahora ekhwalithi yomoya nezinsuku ezizayo ngokuhlanganisa ukufundwa kwamanje nesimo sezulu kanye namaphethini wokukhipha umoya, futhi asiza ukukhomba ukungcoliswa kwemithombo, ahlukanise intuthu yomlilo wequbula kuthrafikhi noma izinsimbi zezimboni.
I-Technical Insight
Umsebenzi oyinhloko ukulinganisa: izindleko eziphansi ze-PM2.5 nezinzwa zegesi zikhukhuleka nomswakamo nezinga lokushisa, ngakho amamodeli okuhlehla kwe-ML alungisa ukufundwa kwawo ngokumelene neziqaphi zereferensi ezithenjwayo. Ukuze uthole ukumbozwa kwendawo, ukuhlehla kokusetshenziswa komhlaba kanye namamodeli egrafu noma e-geostatistical afaka ukungcola lapho ingekho inzwa ekhona, kusetshenziswa izibikezelo ezifana nethrafikhi, ukuphakama, namakholomu esethelayithi. Izibikezelo zezendlalelo zesimo sezulu phezulu ukuze umoya nokuguquguquka kufakwe ekuqageleni kokungcola kosuku olulandelayo.
Ukufundisa i-AI Ekuqapheni Ikhwalithi Yomoya
I-AI igcwalisa izikhala phakathi kwezinzwa zokungcola ezingandile futhi iguqule idatha eluhlaza ibe amamephu nezibikezelo zekhwalithi yomoya block-by-block. Lokho kusiza abantu abanesifuba somoya ukuthi bahlele usuku lwabo futhi amadolobha aqonde ezindaweni ezingcolile kakhulu. I-AI ku-Air Quality Monitoring igxile ekusetshenzisweni okungokoqobo: ukushintsha amandla emodeli ibe ukuhamba komsebenzi okuthembekile kwansuku zonke okuletha inani elilinganisekayo. Ukuze wakhe ukuqonda okujulile, phatha i-AI Ekuqapheni Ikhwalithi Yomoya njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa i-AI Ekuqapheni Ikhwalithi Yomoya agxila emiphumeleni yokuhamba komsebenzi, hhayi amademo angamamodeli, futhi achaza izindawo zokuhlola abantu kusenesikhathi. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Idizayini yezinga lohlelo lokusebenza inquma ukuthi i-AI iyathuthukisa yini imiphumela yangempela. Ngesikhathi esifanayo, Ukuzenzakalela inqubo ephukile kungakhulisa izinkinga ezikhona. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Idizayini yezinga lohlelo lokusebenza inquma ukuthi i-AI iyathuthukisa yini imiphumela yangempela.
Idizayini yezinga lohlelo lokusebenza inquma ukuthi i-AI iyathuthukisa yini imiphumela yangempela. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuhlanganiswa okuhle kokuhamba komsebenzi kudala izinzuzo zokukhiqiza abasebenzisi abangazethemba.
Ukuhlanganiswa okuhle kokuhamba komsebenzi kudala izinzuzo zokukhiqiza abasebenzisi abangazethemba. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amacala okusetshenziswa ahlelwe kahle anciphisa ukukhathala okushintshile kanye nengozi yokuqaliswa.
Amacala okusetshenziswa ahlelwe kahle anciphisa ukukhathala okushintshile kanye nengozi yokuqaliswa. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Google I-Project Air View enemephu yeleveli yomgwaqo engu-NO2 kanye nokungcoliswa kwezinhlayiya ngokufaka izinzwa ezimotweni zohlolo.
Isathelayithi ye-TEMPO ye-NASA ihlinzeka ngamamephu wokungcoliswa komoya njalo ngehora eNyakatho Melika, ahlanganiswe nedatha yaphansi yezibikezelo.
Izinhlelo zokusebenza ezifana ne-PurpleAir ne-IQAir zilinganisa amanethiwekhi ezinzwa abiza kancane ukuze anikeze ukufundwa kwezinga lomakhelwane PM2.5 ngesikhathi somlilo wequbula.
Amadolobha asebenzisa amamephu e-AI hotspot ukuze aqondise imikhawulo yethrafikhi, atshale izihlahla, noma izindawo ezinomoya ohlanzekile wesayithi lapho ukungcola kubi kakhulu.
Amaphethini Okusebenzisa
I-AI ku-Air Quality Monitoring isebenza
Google I-Project Air View enemephu yeleveli yomgwaqo engu-NO2 kanye nokungcoliswa kwezinhlayiya ngokufaka izinzwa ezimotweni zohlolo.
Google I-Project Air View yeleveli yomgwaqo efakwe kumephu engu-NO2 kanye nokungcoliswa kwezinhlayiya ngokufaka izinzwa ezimotweni zokuhlola Amathimba ngokuvamile athola imiphumela engcono uma echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI ku-Air Quality Monitoring isebenza
Isathelayithi ye-TEMPO ye-NASA ihlinzeka ngamamephu wokungcoliswa komoya njalo ngehora eNyakatho Melika, ahlanganiswe nedatha yaphansi yezibikezelo.
Isathelayithi ye-TEMPO ye-NASA ihlinzeka ngamamephu wokungcoliswa komoya wanjalo ngehora eNyakatho Melika, ehlanganiswe nedatha yaphansi yezibikezelo Amaqembu ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI ku-Air Quality Monitoring isebenza
Izinhlelo zokusebenza ezifana ne-PurpleAir ne-IQAir zilinganisa amanethiwekhi ezinzwa abiza kancane ukuze anikeze ukufundwa kwezinga lomakhelwane PM2.5 ngesikhathi somlilo wequbula.
Izinhlelo zokusebenza ezifana ne-PurpleAir ne-IQAir zilinganisa amanethiwekhi ezinzwa abiza kancane ukuze anikeze ukufundwa kwezinga lomakhelwane le-PM2.5 ngesikhathi somlilo wequbula Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI ku-Air Quality Monitoring isebenza
Amadolobha asebenzisa amamephu e-AI hotspot ukuze aqondise imikhawulo yethrafikhi, atshale izihlahla, noma izindawo ezinomoya ohlanzekile wesayithi lapho ukungcola kubi kakhulu.
Amadolobha asebenzisa amamephu e-AI hotspot ukuze aqondise imikhawulo yethrafikhi, atshale izihlahla, noma izindawo ezinomoya ohlanzekile wesayithi lapho ukungcola kubi kakhulu Amathimba ngokuvamile athola imiphumela engcono kakhulu lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Ukuzenzakalela inqubo ephukile kungakhulisa izinkinga ezikhona.
Amaqembu angase azenze ngokuzenzakalelayo futhi asuse ukwahlulela komuntu okudingekayo.
Ikhwalithi ingakhukhuleka uma okuphumayo kungahlolwa ngokuqhubekayo.
Ukuqalisa Umhlahlandlela
Imephu yokuhamba komsebenzi kwamanje futhi uhlonze isinyathelo sokungqubuzana okuphezulu kakhulu.
Imephu yokuhamba komsebenzi kwamanje futhi uhlonze isinyathelo sokungqubuzana okuphezulu kakhulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Chaza izindawo zokuhlola abantu ngaphambi kokuzenzakalela okugcwele.
Chaza izindawo zokuhlola abantu ngaphambi kokuzenzakalela okugcwele. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Qeqesha abasebenzisi ngokwaziswa, izindlela zokukhuphuka, namazinga ekhwalithi.
Qeqesha abasebenzisi ngokwaziswa, izindlela zokukhuphuka, namazinga ekhwalithi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landelela imiphumela yezinga lomsebenzi ukuze uqinisekise inani eliqhubekayo.
Landelela imiphumela yezinga lomsebenzi ukuze uqinisekise inani eliqhubekayo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.