Uhlolojikelele
I-AI ekuthuthukiseni i-supply chain isebenzisa ukufundwa komshini ukubikezela isidingo, ukuthunyelwa komzila, kanye nebhalansi yokusungula kuwo wonke amanethiwekhi omhlaba ayinkimbinkimbi. Kubalulekile ngoba ngisho nenzuzo encane yokusebenza kahle ihlanganiswa ibe izigidigidi ekongeni kanye nokuphela kwesitoko nokubambezeleka okumbalwa kakhulu.
I-AI ku-Supply Chain Optimization isebenzisa i-AI ezindaweni eziqondene nesizinda lapho imithetho, ukusebenza, kanye nokubekezelela ubungozi kukulolonga ngokuqinile ukukhetha kwedizayini.
I-Deep Dive
Amaketango okunikezwayo amanethiwekhi asabalele abahlinzeki, izimboni, izindawo zokugcina izimpahla, imikhumbi, amaloli, nezitolo, ngayinye ikhiqiza idatha. I-AI idla le firehose ukuze yenze izinqumo abantu abangakwazi ukuzibala ngokushesha ngokwanele. Amamodeli abikezela isidingo ahlanganisa ukuthengisa okungokomlando nesimo sezulu, amaphromoshini, amaholide, kanye namasiginali wenkundla yezokuxhumana ukuze abikezele ukuthi izothengiswa kuphi. Ama-algorithms okuthuthukisa abe esenquma ukuthi kwenziwa malini, izogcinwa kuphi, nokuthi iloli ngalinye kufanele liwuthathe muphi umzila. Ngesikhathi sokuphazamiseka kuka-2020-2022, izinkampani ezinokuhlela okuqhutshwa yi-AI zalulama ngokushesha ngoba zazikwazi ukuhlela kabusha ngamahora, hhayi amasonto. Amathuluzi afana ne-Blue Yonder, i-o9 Solutions, kanye nezinhlelo zangaphakathi ze-Amazon zixhumanisa izigidi zama-SKU, ziguqule izicishamlilo ezisebenzayo zibe ukuhlela okusebenzayo, okuqhutshwa idatha.
I-Technical Insight
Ngaphansi kwe-hood, ukubikezela kwesidingo kuvame ukusebenzisa izihlahla ezithuthukisiwe (njenge-XGBoost) noma amamodeli alandelanayo (ama-LSTM, ama-transformer) aqeqeshwe kudatha yochungechunge lwesikhathi. Izinqumo zomzila kanye ne-inventory zifakwe njengezinkinga zokuthuthukisa izibalo, izinhlelo zomugqa ezixubile, ezixazululwa izinjini ezifana ne-Gurobi noma i-CPLEX, ngezinye izikhathi ziqondiswa ukufunda okuqiniswayo. Ukhiye yi-loop yempendulo: izibikezelo zondla isilungiseleli, imiphumela yomhlaba wangempela ibuya njengedatha entsha yokuqeqeshwa, futhi isistimu ilola ngokuqhubekayo kokubili izibikezelo zayo nezinqumo zayo.
Ukufundisa I-AI Ekuthuthukiseni Uchungechunge Lokuhlinzeka
I-AI ekuthuthukiseni i-supply chain isebenzisa ukufundwa komshini ukubikezela isidingo, ukuthunyelwa komzila, kanye nebhalansi yokusungula kuwo wonke amanethiwekhi omhlaba ayinkimbinkimbi. Kubalulekile ngoba ngisho nenzuzo encane yokusebenza kahle ihlanganiswa ibe izigidigidi ekongeni kanye nokuphela kwesitoko nokubambezeleka okumbalwa kakhulu. I-AI ku-Supply Chain Optimization isebenzisa i-AI ezindaweni eziqondene nesizinda lapho imithetho, ukusebenza, kanye nokubekezelela ubungozi kukulolonga ngokuqinile ukukhetha kwedizayini. Ukuze wakhe ukuqonda okujulile, phatha i-AI ku-Supply Chain Optimization 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 ku-Supply Chain Optimization 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-Walmart isebenzisa i-AI ukubikezela isidingo sezigidi zezinto esitolo ngasinye, inqamule esitokweni futhi yehlise udoti wokudla emikhiqizweni emisha.
Amamodeli okuthutha alindelekile e-Amazon abeka uhlu lwezindawo ezikhungweni zokugcwalisa eduze nalapho ibikezela khona ukuthi ama-oda azofika, ngokuncipha izikhathi zokulethwa.
I-Maersk isebenzisa i-AI ukuze ithuthukise umzila womkhumbi weziqukathi kanye nokuhlela ichweba, ukonga uphethiloli nokusika ukukhishwa kwe-CO2.
I-Procter & Gamble isebenzisa ukuhlelwa okuqhutshwa yi-AI ukuze ixhumanise izinkulungwane zabahlinzeki futhi ibhalansise yokusungula kuzo zonke izikhungo zokusabalalisa zomhlaba wonke.
Amaphethini Okusebenzisa
I-AI ku-Supply Chain Optimization isebenza
I-Walmart isebenzisa i-AI ukubikezela isidingo sezigidi zezinto esitolo ngasinye, inqamule esitokweni futhi yehlise udoti wokudla emikhiqizweni emisha.
I-Walmart isebenzisa i-AI ukubikezela isidingo sezigidi zezinto esitolo ngasinye, ukusika ezitokisini kanye nokunciphisa imfucumfucu yokudla emikhiqizweni emisha Amathimba ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI ku-Supply Chain Optimization isebenza
Amamodeli okuthutha alindelekile e-Amazon abeka uhlu lwezindawo ezikhungweni zokugcwalisa eduze nalapho ibikezela khona ukuthi ama-oda azofika, ngokuncipha izikhathi zokulethwa.
Amamodeli okuthutha alindelekile e-Amazon abeka uhlu lwezikhundla ezikhungweni zokugcwalisa eduze nalapho ebikezela khona ukuthi ama-oda azofika, izikhathi zokulethwa ezinciphayo Amathimba ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, agcina indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI ku-Supply Chain Optimization isebenza
I-Maersk isebenzisa i-AI ukuze ithuthukise umzila womkhumbi weziqukathi kanye nokuhlela ichweba, ukonga uphethiloli nokusika ukukhishwa kwe-CO2.
I-Maersk isebenzisa i-AI ukuze ithuthukise umzila womkhumbi weziqukathi kanye nokuhlela ichweba, ukonga uphethiloli nokusika ukukhishwa kwe-CO2 Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, agcine indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-AI ku-Supply Chain Optimization isebenza
I-Procter & Gamble isebenzisa ukuhlelwa okuqhutshwa yi-AI ukuze ixhumanise izinkulungwane zabahlinzeki futhi ibhalansise yokusungula kuzo zonke izikhungo zokusabalalisa zomhlaba wonke.
I-Procter & Gamble isebenzisa ukuhlela okuqhutshwa yi-AI ukuze ixhumanise izinkulungwane zabahlinzeki kanye nempahla yebhalansi kuzo zonke izikhungo zokusabalalisa zomhlaba wonke Amaqembu ngokuvamile athola imiphumela engcono lapho echaza izilinganiso zekhwalithi ngaphambili, agcine indlela yokukhuphuka komuntu yamakesi 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.