Riba:
- Ikon tsabtace log log, lithology da bayanan daraja tare da tallafin AI da gano rashin daidaituwa da kurakuran coding
- Ikon sanya AI daidai a matsayin pre-rarrabuwa da janareta hasashe lokacin fassara ainihin ɗaukar hoto da lura da yanayin ƙasa.
- Ikon haɓaka ingantaccen fassarar lithology / canji na AI tare da lura da ilimin geologist da binciken dakin gwaje-gwaje
Tushen kowane aikin hakar ma'adinai shine samfuran da aka ɗauka daga ƙarƙashin ƙasa. Mafi mahimmancin waɗannan misalan shine ɗigon ƙwanƙwasa (samfurin ci gaba da na'urar hakowa ke fitar da dutsen a cikin siffa ta siliki). Masanin ilimin ƙasa yana nazarin ainihin; Yana yin rikodin nau'in dutsen (lithology), tsari, canji (canjin dutsen ta hanyar ruwan zafi da tasirin sinadarai) da ma'adinai, da kuma nazarin samfuran dakin gwaje-gwaje don daraja. Sakamakon shine babban tebur da aka yi rikodin mita ta mita, wanda ake kira gunkin hakowa. Ana iya samun ɗaruruwan hakowa da dubun dubatar layi a cikin aiki ɗaya. Tsaftace wannan bayanan, haɗa shi, kama rashin daidaituwa da fitar da fassarar farko; Wannan yanki ne da AI ke haɓaka da gaske, amma kowane mataki yana buƙatar tantancewa da idon masanin ilimin ƙasa. A cikin wannan rukunin za ku koyi yadda ake tsaftace bayanan hakowa/geology tare da AI, yadda ake pre-fassarar ainihin hoton da yadda ake tabbatar da sakamakon.
Anatomy na hakowa bayanai tebur
Saitin bayanan hakowa yawanci ya ƙunshi teburi huɗu, kuma haɗa su daidai shine rabin aikin:
- Collar: Haɗin farawa (X, Y, Z) da jimlar zurfin kowace rijiyar burtsatse.
- Binciken (raɓawa): Canji a gangare (tsoma) da shugabanci (azimuth) na hakowa tare da zurfin. Yin hakowa baya tafiya daidai.
- Lithology: Nau'in dutse da abubuwan lura da yanayin ƙasa a cikin zurfin kewayon (daga-zuwa).
- Gwaje-gwaje: Sakamakon darajar dakin gwaje-gwaje a cikin kewayon zurfin (misali Au g/t, Cu%).
Dole ne waɗannan tebur ɗin su bi ƙa'idodi kamar daga <zuwa, dole ne jeri ba su zoba, kuma dole ne lambobin su kasance daidai. A cikin rayuwa ta ainihi, koyaushe akwai kurakurai a cikin wannan bayanan da aka shigar da hannu: kewayon ɓacewa, kewayon overlapping, ruɗani naúrar (ppm da% hadawa), haruffa daban-daban na lambar lithology (GRN, Grn, granite), lambobin kamar 999 ko -9 maimakon ƙima mara kyau. AI yana da ƙarfi sosai a dubawa da kuma nuna irin wannan rashin daidaituwa; Amma dole ne ku yi gyara tare da amincewar masanin ilimin ƙasa.
Mataki-mataki: tsaftace bayanan hakowa tare da AI
- Gabatar da bayanan. Ba AI ginshiƙi sunaye, raka'a, da ƴan samfurin layuka (ba tare da sanin ainihin haɗin kai ba). Bayyana abin da ya kamata ya faru a fili.
- Yi jerin dokoki. Tambayi AI don jerin "waɗanne ƙa'idodin daidaito ya kamata in bincika wannan tebur", ƙara ƙa'idodin ku a saman.
- A yi gwajin rashin daidaituwa. Kawai tambayi AI don yin tuta, ba daidai ba. Nemi hujja ga kowace alamar.
- Koma zuwa tushen tushe. Bincika kowane layi mai alama akan asalin log ɗin rijiyar burtsatse ko takardar shaidar dakin gwaje-gwaje.
- Yi shawarar gyara shi. Masanin ilimin kasa yayi gyara; AI kawai yana ba da shawara.
Tukwici: Kada ku gaya wa AI "ba ni teburin da aka gyara"; Ka ce "tuta layukan tuhuma da dalili". A cikin tebur mai gyarawa, yana da wuya a iya lura da layuka waɗanda suka lalace cikin shiru.
Hoto mai mahimmanci da fassarar gani
A cikin ayyukan zamani, ana daukar hotuna masu mahimmanci. Multi-model AI kayan aikin (samfuran da kuma za su iya aiwatar da hotuna) na iya samar da fassarar farko daga waɗannan hotuna: canjin launi, yuwuwar rarrabuwa, kasancewar veins, yiwuwar canje-canje. Wannan yana da mahimmanci a matsayin gwajin farko wanda ya gaya wa masanin ilimin ƙasa "duba a hankali a nan." Koyaya, ba a taɓa yanke shawarar lithology da sauye-sauye daga hotuna ba; Ana buƙatar gwajin hannu na ainihin, gwajin taurin, amsa acid da binciken dakin gwaje-gwaje. Kuskure ne mai tsanani ga AI don fahimtar "akwai zinariya" daga launi; Zinariya sau da yawa ba a iya gani a ido tsirara kuma ana iya gano shi ta hanyar bincike kawai.
uku mini lokuta
Harka 1 - Kama tsangwama na naúra. A cikin aikin, akwai layuka 12,000 a cikin tebur na tantancewa. Masanin ilimin geologist ya gabatar da tebur ga AI kuma ya ce, "Jera layuka tare da ƙima sama da 100 g/t a cikin ginshiƙi na Au; waɗannan na iya zama ko dai babban darajar gaske ko haɗin ppm/ppb." AI alama ce ta layi 37. Masanin ilimin kasa ya dubi takaddun shaida na dakin gwaje-gwaje; Ya gano cewa an shigar da 34 a zahiri a matsayin ppb (ɗaya a cikin biliyan) amma an yi kuskuren tunanin g/t ne, yayin da 3 sune ainihin bonanza (mafi girma). Idan ba a gyara waɗannan layukan 34 ba, matsakaita darajar za ta zama ta hanyar wucin gadi kuma za a wuce gona da iri.
Case na 2 - Kewayo mai ruɓani. A cikin tebur na lithology, wasu daga-zuwa tazara sun mamaye: 45.0-52.0 m na granite da 50.0-58.0 m na shale an bayyana su lokaci guda. AI ya lissafa waɗannan ruɓanya kuma yana nuna jimillar layukan 19. Masanin ilimin kasa ya juya zuwa ga danyen log; nemo kuma ya gyara canjin layi a shigar da bayanai. Idan ba a gyara tazarar da suka mamaye tazara ba, ba za a san irin nau'in dutsen da za a sanya wa tsarin toshe ba kuma za a lissafta tonnage ba daidai ba.
Case 3 - Ba daidai ba gani na gani (gargadi). Wani ƙwararren yana ba da ainihin hoto ga AI kuma yana tambaya, "Akwai wani ma'adinai a wannan yanki?" AI yana ganin ja da jijiya kuma ya ce "mai yiwuwa ma'adinai yana da girma." Mai horarwa yana aiwatar da wannan a cikin log ɗin azaman "ma'adinai". Ganin cewa jajayen shine baƙin ƙarfe oxide tabo kuma ba ya ƙunshi ma'adinan tattalin arziki; Binciken dakin gwaje-gwaje yana gano maki a matakan ganowa. Darasi: Ba za a iya tantance maki/ma daga hoton ba; Fitowar AI alama ce kawai "bincike", wanda aka tabbatar ta hanyar bincike.
Samfuran gaggawar da za a iya kwafi
Scanning DATA DATA "Rikima: Kai mataimaki ne mai albarkatu/database geologist. A ƙasa akwai tebur [lithology/assay] da aka ware daga-zuwa. Rukunin: [jeri, tare da raka'a]. Alama wannan rashin daidaituwa tare da lambar ROW da dalili: daga>=zuwa, kewayon ruɓa, rata, da ake zargin naúrar ɓarna maimaituwa, daban-daban lambar ƙira. (999/-9).
LITHOLOGY CODE STANDARDIZATION "An shigar da lambobin lithology masu zuwa da hannu kuma ba su da daidaito. Rukunin haruffa daban-daban na nau'in dutse iri ɗaya (misali GRN/Grn/granite). Rubuta ma'auni guda ɗaya da aka ba da shawarar ga kowane rukuni.
CORE PHOTO PRE-SCANNING "Lissafo abubuwan gani da ya kamata in lura a cikin wannan ainihin hoton: yankunan canza launi, yuwuwar karyewa / karaya mai yawa, jijiya mai iya gani, alamar canji mai yiwuwa. Rubuta waɗannan a matsayin HYPOTHESIS; KADA ku yanke shawara akan nau'in dutse ko daraja. Ga kowane fasalin, nuna abin da masanin ilimin halittu ya kamata ya duba a filin."
GEOLOGICAL LOG SUMMARY "Rubutun da ke biyowa shine lissafin geological log na hakowa. Juya shi a cikin taƙaitaccen tsari tare da batutuwa masu zuwa: rinjaye lithologies da zurfin jeri, canje-canjen yankuna, bayanin tsarin (laifi / karaya), abubuwan lura da ma'adinai. Kada ku ƙara wani abu da ba a cikin rubutu ba; alamar m: Louncles '.
Rauni mai ƙarfi / Ƙarfi mai ƙarfi
RAUNI GASKIYA: "Gyara wannan bayanan hakowa."
KARFIN GASKIYAR: "Rawar: Kai mataimaki ne masanin ilimin geologist. A cikin teburin tantancewa da ke ƙasa, tuta KAWAI layuka masu tuhuma (daga> = zuwa, ppm /% wanda ake zargi da zina, ƙimar mara kyau, 999 maimakon blank). Ba da lambar layi + dalilin kowane tuta. KADA KA gyara kai tsaye; Zan duba gyara daga raw: takardar shaidar Holem, Daga Column (Column). Au (g/t).
Mai rauni mai sauri yana gaya wa AI "ku yanke shawara kuma ku canza"; Ƙarfin faɗakarwa yana iyakance AI don yin alama, yana barin ikon gyarawa ga masanin ilimin ƙasa.
Teburin kwatanta: Yadda ake amfani da AI a cikin wane kasuwanci
nema
Matsayin AI
wanda hukuncin
tabbatarwa
Alamar rashin daidaituwa
Mai bincike mai ƙarfi
geologist yana gyarawa
Raw log/certificate
Haɗin code na lithology
Shawara
Geologist ya tabbatar
Kamus na lamba
Sharhin hoto mai mahimmanci
Pre-screening / hasashe
Masanin ilimin kasa / dakin gwaje-gwaje
Binciken hannu + bincike
Shawarar daraja/kore
Ba a yi amfani da shi ba
dakin gwaje-gwaje
Binciken da aka amince da shi
Takaita rubutun log
mai daidaitawa
masanin ilimin kasa
Kwatanta da rubutu na asali
Kuskuren gama gari
- Samun AI "gyara kai tsaye" tebur. Wataƙila ba za ku lura da murdiya ba; alamar shi kawai.
- Cirar daraja/kore daga ainihin hoto. Zinariya sau da yawa ba a iya gani da ido; Shawarar ita ce binciken ku.
- Manna haɗin kai na gaske ba tare da ɓoye suna ba. Lasisi da daidaitawa bayanai ne masu mahimmanci.
- Ba kwatanta taƙaitawar AI tare da ainihin log ɗin ba. AI na iya ƙara abin lura wanda baya cikin rubutu (hallucination).
- Yin watsi da rashin daidaituwar naúrar. ppm/%/g/t/ppb hadawa kai tsaye yana rushe ajiyar.
Hankali: Kuskuren naúrar a cikin bayanan hakowa baya zama cikin layi ɗaya; Haɗawa yana girma da yaɗuwa cikin hasashen da tanadi. Yin aiki a cikin lokacin tsaftacewa yana ƙayyade amincin duk asusun da ke gaba.
a takaice
Bayanan hakowa/geology ya ƙunshi manyan teburi huɗu (abin wuya, bincike, lithology, tantancewa) da ƙa'idodin daidaito suna da mahimmanci. AI babban taimako ne a cikin wannan bayanan rashin daidaituwar sikanin, daidaita lambobin, taƙaitaccen log ɗin da ainihin hoton pre-scan. Duk da haka, shawarar gyara na masanin ilimin ƙasa ne, kuma matakin daraja/kore na dakin gwaje-gwaje ne. Ka sa alamar AI ba ta gyara ba, tabbatar da kowace alama daga tushen tushe, kuma kar a taɓa yin ƙima daga hoton.
Aikin aikace-aikace
Saka sunan tebur ɗin da kuke da shi (ko samfurin) kuma ku ba shi ga AI tare da samfurin "Sanin daidaiton bayanan hakowa". Shigo da layuka masu alama cikin tebur; Yi la'akari da bayanin "da za a bincika daga tushen tushe" ga kowane. Sannan ƙirƙirar ƙamus ɗin lambar tare da samfurin "Lithology code standardization" kuma lura daban-daban ƙungiyoyi waɗanda AI ba ta da tabbas. A ƙarshe, kafin fara bincika ainihin hoto kuma rubuta abin da za ku bincika a cikin filin don kowane hasashe da ya fito.
jerin abubuwan dubawa
- [ ] Na ɓoye ainihin bayanan haɗin kai/lasisi kafin in ba da bayanan ga AI.
- [ ] Na tambayi AI don alamar ingantacciyar alama, ba gyara ba.
- [ ] Na duba kowane layi da aka yiwa alama akan ɗanyen log/lab takardar shaidar.
- [ ] Na kuma tabbatar da daidaiton girma (g/t, %, ppm, ppb).
- [ ] Na ɗauki ainihin fitowar hoto a matsayin hasashe, ban yanke shawarar daraja ba.
- [ ] Na kwatanta taƙaitawar AI da ainihin rubutun log don tabbatar da cewa babu wani bayani da aka ƙara.