Incamake
AI mu gusuzuma indwara y’ibihingwa igaragaza indwara ziterwa n’amafoto y’ibabi, ifasha abahinzi gukora mbere yuko icyorezo gikwirakwira. Ntacyo bivuze kuko indwara zangiza 20-40% byumusaruro wibihingwa ku isi buri mwaka.
Indwara ya AI mu Gusuzuma Indwara yibanda kubikorwa byoherejwe: guhindura ubushobozi bwicyitegererezo mubikorwa byizewe bya buri munsi bitanga agaciro kagereranijwe.
Kwibira cyane
Kwipimisha indwara yibihingwa ikoresha icyerekezo cya mudasobwa kugirango ishyire ubuzima bwikimera kumashusho yamababi, ibiti, cyangwa imbuto. Umuhinzi afotora ifoto hamwe na terefone, hamwe numuyoboro uhuza imitsi - ukunze gutozwa kuri datasets nka PlantVillage ufite ibihumbi icumi byanditseho amababi arwaye kandi afite ubuzima bwiza - ahanura indwara (urugero, inyanya yatinze kurwara, ingese y'ingano, cyangwa mozayike y'imyumbati). Kurenga porogaramu za terefone, drone hamwe na kamera zishyirwaho na traktor hamwe na sensor ya multispectral na hyperspectral bifata imihangayiko itagaragara mumaso yumuntu, kubera ko ibimera birwaye byerekana urumuri ruri hafi ya infragre mbere yuko ibimenyetso bigaragara. Ibipimo byibimera nka NDVI bigereranya ibi. Intego ni kare, kuvura kwaho: gutera uturere twibasiwe gusa bizigama amafaranga kandi bigabanya ikoreshwa ryica udukoko. Inzitizi ikomeye-nyayo kwisi ni uko moderi yatojwe na laboratoire akenshi isitara kumafoto yumurima urimo akajagari hamwe n'amatara atandukanye, amateka, hamwe nibimenyetso bifatika.
Ubushishozi
Sisitemu nyinshi zikoresha CNN cyangwa icyerekezo cyo guhindura amashusho mugushira mumashusho, kenshi hamwe no kwimura kwimuka - guhera kumurongo wateganijwe kuri ImageNet, hanyuma ugahuza neza kumashusho yindwara yibimera kuburyo ikorana namakuru make yanditseho. Kubaskuti bo mu kirere, kamera zinyuranye zifata imirongo ya infragre; Ibipimo nka NDVI (Ubusanzwe Itandukaniro Ry’ibimera) Ibendera ryashimangiye uturere. Igice gikomeye ni uguhindura indangarugero: icyitegererezo cyahuguwe kumababi ya laboratoire gisukuye kigomba kuba rusange muburyo bwimiterere yumurima, bityo rero kongera amakuru hamwe namakuru yakusanyirijwe hamwe ni ngombwa.
Kumenya AI mugupima indwara
AI mu gusuzuma indwara y’ibihingwa igaragaza indwara ziterwa n’amafoto y’ibabi, ifasha abahinzi gukora mbere yuko icyorezo gikwirakwira. Ntacyo bivuze kuko indwara zangiza 20-40% byumusaruro wibihingwa ku isi buri mwaka. Indwara ya AI mu Gusuzuma Indwara yibanda kubikorwa byoherejwe: guhindura ubushobozi bwicyitegererezo mubikorwa byizewe bya buri munsi bitanga agaciro kagereranijwe. Kugirango wubake byimbitse, fata AI mugupima indwara yindwara nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha AI mugupima indwara yibihingwa yibanda kumusaruro wakazi, ntabwo ari demo yicyitegererezo, kandi asobanura aho abantu bakorera hakiri kare. 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.
Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo. Mugihe kimwe, Gutangiza inzira yamenetse birashobora kongera ibibazo bihari. 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
Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo.
Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhuza ibikorwa byiza bikora umusaruro wunguka abakoresha bashobora kwizera.
Guhuza ibikorwa byiza bikora umusaruro wunguka abakoresha bashobora kwizera. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gukoresha neza ibibazo bigabanya umunaniro wimpinduka hamwe ningaruka zo gushyira mubikorwa.
Gukoresha neza ibibazo bigabanya umunaniro wimpinduka hamwe ningaruka zo gushyira 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
Porogaramu za terefone zigendanwa nka Plantix reka abahinzi bafotora ikibabi bakabona indwara zihita wongeyeho inama zo kuvura.
Indege zitagira abadereva zifite kamera nyinshi zibara ikarita ya NDVI kugirango ibendera ibendera irwaye cyangwa ihangayitse mu murima mbere yuko ibimenyetso bigaragara mu jisho.
Dataset ya PlantVillage ihugura CNNs zerekana indwara nka tomato yatinze kurwara hamwe nibirayi hakiri kare kumashusho yamababi.
Abashakashatsi bohereje AI mu rwego rwo gukurikirana imyumbati y’imyumbati n’ingano muri Afurika no muri Aziya, baburira abahinzi gukora hakiri kare.
Uburyo bwo Gushyira mu bikorwa
AI mu Gusuzuma Indwara Yibihingwa mu myitozo
Porogaramu za terefone zigendanwa nka Plantix reka abahinzi bafotora ikibabi bakabona indwara zihita wongeyeho inama zo kuvura.
Porogaramu za terefone zigendanwa nka Plantix zireka abahinzi bafotora ikibabi bakabona isuzuma ryindwara ako kanya hiyongereyeho inama zokuvura Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI mu Gusuzuma Indwara Yibihingwa mu myitozo
Indege zitagira abadereva zifite kamera nyinshi zibara ikarita ya NDVI kugirango ibendera ibendera irwaye cyangwa ihangayitse mu murima mbere yuko ibimenyetso bigaragara mu jisho.
Indege zitagira abadereva zifite kamera nyinshi zibara ikarita ya NDVI kugirango ibashe kwerekana ibibyimba birwaye cyangwa bitsindagiye mu murima mbere yuko ibimenyetso bigaragara ku jisho Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n’ikosa ryigihe.
AI mu Gusuzuma Indwara Yibihingwa mu myitozo
Dataset ya PlantVillage ihugura CNNs zerekana indwara nka tomato yatinze kurwara hamwe nibirayi hakiri kare kumashusho yamababi.
Dataset ya PlantVillage ihugura CNNs zerekana indwara nka tomato yatinze kurwara hamwe nibirayi hakiri kare kumashusho yamababi Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi bikurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI mu Gusuzuma Indwara Yibihingwa mu myitozo
Abashakashatsi bohereje AI mu rwego rwo gukurikirana imyumbati y’imyumbati n’ingano muri Afurika no muri Aziya, baburira abahinzi gukora hakiri kare.
Abashakashatsi bohereje AI kugira ngo bakurikirane icyorezo cy’imyumbati n’ingano muri Afurika no muri Aziya, bakangurira abahinzi gukora Amakipe hakiri kare bakunze kubona umusaruro ushimishije iyo basobanuye ibipimo ngenderwaho by’imbere, bagakomeza inzira yo kuzamura abantu ku manza, kandi bagakurikirana inyungu z’umusaruro ndetse n’ikosa ryakozwe mu gihe runaka.
Ingaruka & Kurinda
Gutangiza inzira yamenetse birashobora kongera ibibazo bihari.
Amakipe arashobora gukora cyane kandi agakuraho ibitekerezo byabantu bikenewe.
Ubwiza burashobora gutemba niba ibisubizo bidahwema gusuzumwa.
Igishushanyo mbonera
Shushanya ibikorwa byubu hanyuma umenye intambwe-yo guterana hejuru.
Shushanya ibikorwa byubu hanyuma umenye intambwe-yo guterana hejuru. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Sobanura aho abantu bagenzura mbere yo kwikora byuzuye.
Sobanura aho abantu bagenzura mbere yo kwikora byuzuye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Hugura abakoresha ibisobanuro, inzira zo kuzamuka, hamwe nubuziranenge.
Hugura abakoresha ibisobanuro, inzira zo kuzamuka, hamwe nubuziranenge. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana ibisubizo-urwego rwibisubizo kugirango wemeze agaciro karambye.
Kurikirana ibisubizo-urwego rwibisubizo kugirango wemeze agaciro karambye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.