Uhlolojikelele
I-AI isiza abajantshi besitimela babikezele ukwehluleka kwemishini, balungiselele amashejuli esitimela, futhi bathuthukise ukuphepha kuwo wonke amanethiwekhi amathrekhi, amasiginali, nesitoko. Embonini lapho ukubambezeleka okukodwa noma ukuphazamiseka kwenzeka ezinkulungwaneni zohambo, ubuhlakani bokubikezela buhumusha ngokuqondile ukwethembeka kanye nezimpilo ezisindisiwe.
I-AI kuRailways isebenzisa i-AI ezindaweni eziqondene nesizinda lapho imithethonqubo, ukusebenza, kanye nokubekezelela ubungozi kubumbe kakhulu ukukhetha kokuklama.
I-Deep Dive
Ojantshi besitimela basebenza ngamathayimithebula aqinile nengqalasizinda yemvelo egugayo, okubenza bafaneleke ngokwemvelo ku-AI. Ukulungiswa kokuqagela kuwukuwina okukhulu kakhulu: izinzwa kuma-ekseli, amasondo, nezinjini zisakaza ukudlidliza nedatha yezinga lokushisa, namamodeli okufunda omshini amabheregi noma amabhuleki okungenzeka angaphumeleli ngaphambi kokuthi abangele ukuwohloka noma ukuma kwesevisi. Ukubona ngekhompyutha kuhlola amathrekhi, izintambo ezihamba phezulu, namahubhu avela ezitimeleni ezifakwe ikhamera, ukubona imifantu noma izixhumo ezilahlekile ngokushesha kunezisebenzi ezingabantu. I-AI iphinde inike amandla amasistimu okuphatha ithrafikhi aqondisa kabusha izitimela ezizungeze ukubambezeleka kanye nokwandisa ukusetshenziswa kwamandla ngokuqeqesha abashayeli ngokusheshisa okushelelayo. Izinkampani ezifana neDeutsche Bahn, SNCF, neNetwork Rail zisebenzisa la mathuluzi ukuze zinciphise isikhathi, zinciphise izikweletu zamandla, futhi ziqhubekele ekusebenzeni kukamasipala ongashayeli emigqeni ezinikele.
I-Technical Insight
Ukunakekela okuqagelayo kuncike ekutholeni okudidayo: imodeli ifunda ukudlidliza okuvamile nesiginesha ye-acoustic yebheringi yesondo enempilo, bese imaka ukuchezuka okwandulela ukwehluleka. Ukuhlola amathrekhi kusebenzisa amanethiwekhi e-convolutional neural aqeqeshwe ezithombeni ezilebulwe zokukhubazeka njengokuqhekeka kwesitimela nothayi oluxekethile. Ukushejula nokuhlela kabusha kufakwe kuhlaka njengezinkinga ezibambekile zokuthuthukisa, kwesinye isikhathi zixazululwa ngokufunda kokuqinisa, lapho i-ejenti ibhalansisa ukugcina isikhathi, amandla, namandla okulandelela ngokumelene nokuphazamiseka kwesikhathi sangempela.
Ukufundisa i-AI kuRailways
I-AI isiza abajantshi besitimela babikezele ukwehluleka kwemishini, balungiselele amashejuli esitimela, futhi bathuthukise ukuphepha kuwo wonke amanethiwekhi amathrekhi, amasiginali, nesitoko. Embonini lapho ukubambezeleka okukodwa noma ukuphazamiseka kwenzeka ezinkulungwaneni zohambo, ubuhlakani bokubikezela buhumusha ngokuqondile ukwethembeka kanye nezimpilo ezisindisiwe. I-AI kuRailways isebenzisa i-AI ezindaweni eziqondene nesizinda lapho imithethonqubo, ukusebenza, kanye nokubekezelela ubungozi kubumbe kakhulu ukukhetha kokuklama. Ukuze wakhe ukuqonda okujulile, phatha i-AI kuRailways njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho uhlelo olungakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa i-AI kuRailways aqondanisa amandla obuchwepheshe nenqubomgomo yesizinda, ukucwaningwa kwamabhuku, kanye nokuthatha izinqumo okuphambili. 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.
Umongo womkhakha unquma ukuthi imibono ye-AI iyasinda yini ekuxhumaneni neqiniso. Ngesikhathi esifanayo, izimfuneko Zokulawula zingenza ama-prototypes aqine ngenye indlela. 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
Umongo womkhakha unquma ukuthi imibono ye-AI iyasinda yini ekuxhumaneni neqiniso.
Umongo womkhakha unquma ukuthi imibono ye-AI iyasinda yini ekuxhumaneni neqiniso. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Imikhawulo yesizinda ithonya izilinganiso zamaphutha ezamukelekayo namamodeli wokugada.
Imikhawulo yesizinda ithonya izilinganiso zamaphutha ezamukelekayo namamodeli wokugada. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuthunyelwa okuphumelelayo kuqondanisa amandla obuchwepheshe nokugeleza komsebenzi okuphambili.
Ukuthunyelwa okuphumelelayo kuqondanisa amandla obuchwepheshe nokugeleza komsebenzi okuphambili. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
I-Deutsche Bahn isebenzisa idatha yenzwa nokufunda komshini ukubikezela ukwehluleka ekushintsheni nasezitimeleni, ukunciphisa ukubambezeleka okubangelwa amaphutha obuchwepheshe.
Izitimela zokuhlola ezifakwe ikhamera zisebenzisa ukubona kwekhompuyutha ukuskena izinkulungwane zamakhilomitha ethrekhi ukuze kubonakale imifantu, uhlaza, kanye nemigqa engaphezulu eyonakele.
Imigqa ye-metro ezenzakalelayo engashayeli emadolobheni afana ne-Paris (Ulayini 14) kanye ne-Copenhagen igijima emsebenzini wesitimela olawulwa yi-AI ngaphandle komshayeli ogibele.
Amasistimu okweluleka abashayeli asuselwa ku-AI aqeqesha opharetha ngesivinini esifanelekile nogu, anciphisa ukusetshenziswa kwamandla okudonsa ngamamajini abalulekile.
Amaphethini Okusebenzisa
I-AI kuRailways isebenza
I-Deutsche Bahn isebenzisa idatha yenzwa nokufunda komshini ukubikezela ukwehluleka ekushintsheni nasezitimeleni, ukunciphisa ukubambezeleka okubangelwa amaphutha obuchwepheshe.
I-Deutsche Bahn isebenzisa idatha yezinzwa nokufunda komshini ukuze ibikezele ukwehluleka ekushintsheni nasezitimeleni, ukunciphisa ukubambezeleka okubangelwa amaphutha obuchwepheshe Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI kuRailways isebenza
Izitimela zokuhlola ezifakwe ikhamera zisebenzisa ukubona kwekhompuyutha ukuskena izinkulungwane zamakhilomitha ethrekhi ukuze kubonakale imifantu, uhlaza, kanye nemigqa engaphezulu eyonakele.
Izitimela zokuhlola ezinekhamera zisebenzisa umbono wekhompuyutha ukuskena izinkulungwane zamakhilomitha zethrekhi ukuze kutholwe imifantu, izitshalo, kanye nemigqa engaphezulu ecekeleke phansi Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI kuRailways isebenza
Imigqa ye-metro ezenzakalelayo engashayeli emadolobheni afana ne-Paris (Ulayini 14) kanye ne-Copenhagen igijima emsebenzini wesitimela olawulwa yi-AI ngaphandle komshayeli ogibele.
Imigqa kamasipala ezenzakalelayo engashayeki emadolobheni afana neParis (Ulayini 14) kanye ne-Copenhagen isebenza ngokusebenza kwesitimela esilawulwa yi-AI ngaphandle komshayeli ogibele Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI kuRailways isebenza
Amasistimu okweluleka abashayeli asuselwa ku-AI aqeqesha opharetha ngesivinini esifanelekile nogu, anciphisa ukusetshenziswa kwamandla okudonsa ngamamajini abalulekile.
Izinhlelo zokweluleka abashayeli ezisekelwe ku-AI ziqeqesha o-opharetha ngesivinini esiphezulu nogu, ukunciphisa ukusetshenziswa kwamandla okudonsa ngama-margin abalulekile Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Izidingo zokulawula zingenza ama-prototypes aqine ngenye indlela.
Idatha yomlando ingase ihlanganise ukuchema okulimaza imiphakathi ethile.
Izinhlelo zefa zingakha izithiyo zokuhlanganisa kanye nezindleko ezifihliwe.
Ukuqalisa Umhlahlandlela
Bandakanya ochwepheshe besizinda kusukela ekufakeni inkinga kuye ekuhlolweni.
Bandakanya ochwepheshe besizinda kusukela ekufakeni inkinga kuye ekuhlolweni. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Dizayina izindlela zokuhlola kanye nemibhalo ngaphambi kokwethulwa.
Dizayina izindlela zokuhlola kanye nemibhalo ngaphambi kokwethulwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Qinisekisa ukuthobela imithetho nokuphepha kusenesikhathi.
Qinisekisa ukuthobela imithetho nokuphepha kusenesikhathi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Khipha ngezigaba ngemibandela yokumisa ecacile neyokubuyisela emuva.
Khipha ngezigaba ngemibandela yokumisa ecacile neyokubuyisela emuva. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.