I-Industries GUIDE

I-AI ku-Precision Agriculture

I-AI ekulimeni okunembayo isebenzisa izinzwa, amasathelayithi, ama-drones, nokufunda komshini ukuze ilawule izitshalo ezingeni lezitshalo ngazinye kunezinkambu eziphelele.

Uhlolojikelele

I-AI ekulimeni okunembayo isebenzisa izinzwa, amasathelayithi, ama-drones, nokufunda komshini ukuze ilawule izitshalo ezingeni lezitshalo ngazinye kunezinkambu eziphelele. Ibalulekile ngoba ikhulisa isivuno ngenkathi isika amanzi, umanyolo, kanye nemfucuza yezibulala-zinambuzane, isiza ukondla inani labantu elikhulayo ngezinto ezifakwayo ezimbalwa.

I-AI ku-Precision Agriculture isebenzisa i-AI ezindaweni eziqondene nesizinda lapho imithethonqubo, ukusebenza, kanye nokubekezelela ubungozi kukulolonga ngokuqinile ukukhetha kokuklama.

I-Deep Dive

I-Precision Agriculture ihlanganisa idatha evela emithonjeni eminingi: isithombe sesathelayithi ne-drone, izinzwa zomswakama womhlabathi nesimo sezulu, nemishini eqondiswa i-GPS. Amamodeli abona ngekhompyutha ahlaziya izithombe ukuze athole ukucindezelwa kwezitshalo, izifo, nokhula kusenesikhathi, ngokuvamile esebenzisa izinkomba zezitshalo ezifana ne-NDVI ukuze abone inkinga ngaphambi kokuba ibonakale ngeso. Izinkampani ezifana no-John Deere (nobuchwepheshe bayo be-See & Spray), i-Climate Corporation, ne-Blue River zisebenzisa i-AI ukuze izifutho zibhekise ukhula kuphela, zisika ukusetshenziswa kwezibulala-khula ngendlela emangalisayo. Amamodeli wokubikezela isivuno ahlanganisa isimo sezulu, inhlabathi, nedatha yomlando ukuze iqondise ukuminyana kokutshala nesikhathi sokuvuna. Ubuchwepheshe bezinga eliguquguqukayo bese butshela okokusebenza ukuthi kufake inani elifanele lembewu, amanzi, noma umanyolo endaweni ngayinye. Umphumela uwukulima 'okuqondene nendawo ethile' okunciphisa izindleko nomthelela emvelweni kuyilapho kuthuthukisa umkhiqizo.

I-Technical Insight

Isakhiwo esiyinhloko inkomba yezitshalo: amakhamera athwebula ukukhanya okuseduze kwe-infrared nokubomvu, futhi i-NDVI (umehluko ojwayelekile walawo mabhendi) iveza impilo yezitshalo ngoba i-chlorophyll enempilo ikhombisa ngokuqinile ku-infrared eseduze. Amanethiwekhi e-Convolutional neural abe esehlukanisa izithombe ukuze ahlukanise isitshalo kusukela kukhula ngesikhathi sangempela, okwenza i-Sea & Spray isebenze imibhobho ngayinye phakathi kwama-millisecond njengoba umshini uhamba. Ukuhlehla kokuphakelayo kwedatha yenzwa nesimo sezulu kanye namamodeli ochungechunge lwesikhathi abikezela isivuno nezidingo zokunisela.

Ukufundisa i-AI ku-Precision Agriculture

I-AI ekulimeni okunembayo isebenzisa izinzwa, amasathelayithi, ama-drones, nokufunda komshini ukuze ilawule izitshalo ezingeni lezitshalo ngazinye kunezinkambu eziphelele. Ibalulekile ngoba ikhulisa isivuno ngenkathi isika amanzi, umanyolo, kanye nemfucuza yezibulala-zinambuzane, isiza ukondla inani labantu elikhulayo ngezinto ezifakwayo ezimbalwa. I-AI ku-Precision Agriculture isebenzisa i-AI ezindaweni eziqondene nesizinda lapho imithethonqubo, ukusebenza, kanye nokubekezelela ubungozi kukulolonga ngokuqinile ukukhetha kokuklama. Ukuze wakhe ukuqonda okujulile, phatha i-AI ku-Precision Agriculture 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-Precision Agriculture aqondisa 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.

Ikusasa le-AI ku-Precision Agriculture

Inkambu ibhekela ekuzilawuleni okukhulu: ogandaganda abazishayelayo, abavuna amarobhothi, noxhaxha lwamarobhothi amancane ahlola futhi aphathe izitshalo ngazinye. I-Edge AI izovumela imishini ukuthi yenze izinqumo emkhakheni ngaphandle kokuxhumana namafu, okubalulekile ezindaweni zasemakhaya. Ihlanganiswe nokumodela okuvumelana nesimo sezulu, i-AI izosiza abalimi ukuthi baphendule esimweni sezulu esibi kakhulu kanye nezinkathi zokukhula ezishintshayo. Lindela ukuhlanganiswa okuqinile kwedatha yesathelayithi, izinzwa zasepulazini, namamodeli aqagelayo abe yinkundla eyodwa encoma izenzo ngokuzenzakalelayo futhi iqinisekise imiphumela.

Ukuqaliswa Komhlaba Wangempela

I-See & Spray ka-John Deere isebenzisa umbono wekhompyutha ukuhlonza ukhula bese ishisa kuphela umlomo wombhobho ofanele, inqamula ukusetshenziswa kwemichiza yokubulala ukhula ngesilinganiso esikhulu.

Umlimi uhlaziya amamephu e-NDVI athathwe yi-drone ukuze athole isiqeshana sombila esigxilile futhi aphenye ngezinkinga zokunisela noma zezinambuzane ngaphambi kokulahleka kwesivuno.

Abatshali bezinga eliguquguqukayo balungisa ukuminyana kwembewu indawo ngezoni kuyo yonke insimu ngokusekelwe enhlabathini kanye nedatha yesivuno somlando.

Izinzwa zomswakama womhlabathi ziphakela imodeli ye-AI ehlela ukunisela ngokunembile, inisele lapho izitshalo zikudinga khona kuphela futhi nini.

Amaphethini Okusebenzisa

I-AI ku-Precision Agriculture isebenza

I-See & Spray ka-John Deere isebenzisa umbono wekhompyutha ukuhlonza ukhula bese ishisa kuphela umlomo wombhobho ofanele, inqamula ukusetshenziswa kwemichiza yokubulala ukhula ngesilinganiso esikhulu.

I-John Deere's See & Spray isebenzisa umbono wekhompuyutha ukukhomba ukhula bese ishisa kuphela umlomo wombhobho ofanele, ukusika ukusetshenziswa kwesibulala-khula ngesilinganiso esikhulu Amathimba 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-Precision Agriculture isebenza

Umlimi uhlaziya amamephu e-NDVI athathwe yi-drone ukuze athole isiqeshana sombila esigxilile futhi aphenye ngezinkinga zokunisela noma zezinambuzane ngaphambi kokulahleka kwesivuno.

Umlimi uhlaziya amamephu e-NDVI athathwe yi-drone ukuze athole ingxenye egxilile yommbila futhi aphenye ngezinkinga zokunisela noma zezinambuzane ngaphambi kokulahleka kwesivuno Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, agcine indlela yokukhuphuka komuntu emacaleni asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-AI ku-Precision Agriculture isebenza

Abatshali bezinga eliguquguqukayo balungisa ukuminyana kwembewu indawo ngezoni kuyo yonke insimu ngokusekelwe enhlabathini kanye nedatha yesivuno somlando.

Abatshali bezinga eliguquguqukayo balungisa indawo yokuminyana kwembewu ngezoni yonkana insimu ngokusekelwe enhlabathini nedatha yesivuno esingokomlando Amaqembu ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-AI ku-Precision Agriculture isebenza

Izinzwa zomswakama womhlabathi ziphakela imodeli ye-AI ehlela ukunisela ngokunembile, inisele lapho izitshalo zikudinga khona kuphela futhi nini.

Izinzwa zomswakama womhlabathi ziphakela imodeli ye-AI ehlela ukunisela ngokunembile, ukunisela kuphela lapho futhi nini izitshalo ezikudingayo Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, agcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

Izingozi & Guardrails

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Izidingo zokulawula zingenza ama-prototypes aqine ngenye indlela.

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Idatha yomlando ingase ihlanganise ukuchema okulimaza imiphakathi ethile.

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Izinhlelo zefa zingakha izithiyo zokuhlanganisa kanye nezindleko ezifihliwe.

Ukuqalisa Umhlahlandlela

1

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.

2

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.

3

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.

4

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.

Qhubeka Uhlole