Rudzi uye huwandu hwefaibha dziri mumachira ejira zvinhu zvakakosha zvinokanganisa mhando yemachira, uye ndizvo zvinotariswawo nevatengi pavanenge vachitenga mbatya. Mitemo, mitemo uye magwaro ekuenzanisa ane chekuita nemachira ejira munyika dzese pasi rose zvinoda kuti machira ese ejira aratidze ruzivo rwefaibha. Naizvozvo, huwandu hwefaibha chinhu chakakosha mukuongororwa kwemachira.

Kuona huwandu hwefiber murabhoritari iripo kunogona kukamurwa kuita nzira dzepanyama uye nzira dzemakemikari. Nzira yekuyera fiber microscope cross-sectional inzira inoshandiswa zvakanyanya, inosanganisira matanho matatu: kuyera nzvimbo yefiber cross-sectional, kuyera dhayamita yefiber, uye kuona huwandu hwefibers. Nzira iyi inonyanya kushandiswa pakuona kuburikidza ne microscope, uye ine hunhu hwekutora nguva yakawanda uye mari yakawanda yevashandi. Chinangwa chekushomeka kwenzira dzekuona nemaoko, tekinoroji yekuona otomatiki ye artificial intelligence (AI) yabuda.

Nheyo dzekutanga dzekuongorora otomatiki kweAI

(1) Shandisa kuona zvinhu zviri muchikamu che fiber kuti uone zvinhu zviri muchikamu che fiber munzvimbo yauri kuda kuona.

(2) Shandisa semantic segmentation kupatsanura chikamu chimwe chete chefiber cross kuti ugadzire mask map

(3) Verenga nzvimbo ine chikamu chakasiyana zvichienderana nemepu yemasiki

(4) Verenga avhareji yenzvimbo yepakati pechikamu chefiber yega yega

Muenzaniso wekuyedza

Kuonekwa kwezvishandiso zvakasanganiswa zveshinda yedonje uye mhando dzakasiyana dzeshinda dzecellulose dzakagadziriswazve inzira inowanzo shandiswa pakushandisa nzira iyi. Machira gumi akasanganiswa eshinda yedonje neviscose uye machira akasanganiswa eshinda yedonje nemodal anosarudzwa semienzaniso yekuyedza.

Nzira yekuona

Isa sampuro yechikamu chakagadziriswa pachikuva cheAI ​​cross-section otomatiki tester, gadzirisa kukura kwakakodzera, uye tanga bhatani repurogiramu.

Kuongorora mhedzisiro

(1) Sarudza nzvimbo yakajeka uye inoramba iripo mumufananidzo wechikamu cheshinda kuti udhirowe furemu rectangular.

(2) Isa mafiber akasarudzwa mufuremu yakajeka ye rectangular muAI model, wobva waisa chikamu chimwe nechimwe chefiber muzvikamu.

(3) Mushure mekuronga mafiber zvichienderana nechimiro chefiber cross-section, tekinoroji yekugadzirisa mifananidzo inoshandiswa kubvisa contour yemufananidzo wefiber cross-section yega yega.

(4) Mepu yemufananidzo wefaibha kumufananidzo wekutanga kuti ugadzire mufananidzo wekupedzisira.

(5) Verenga zviri mukati mefayibha yega yega.

Cmhedziso

Kune mienzaniso gumi yakasiyana, mhedzisiro yenzira yekuedza otomatiki yeAI inoenzaniswa neyekushandisa nemaoko. Chikanganiso chikuru chidiki, uye chikanganiso chikuru hachipfuure 3%. Chinoenderana nechiyero uye chine mwero wepamusoro wekuzivikanwa. Pamusoro pezvo, maererano nenguva yekuedza, mukuyedza nemaoko kwechinyakare, zvinotora maminetsi makumi mashanu kuti muongorori apedzise bvunzo yemuenzaniso, uye zvinotora maminetsi mashanu chete kuona muenzaniso uchishandisa nzira yekuedza otomatiki yeAI, izvo zvinovandudza zvakanyanya kushanda kwekuona uye zvinochengetedza mari yevashandi nenguva.

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