Uru:
- Ikike iji hichaa ndekọ mkpọpu, lithology na data ọkwa site na nkwado AI wee chọpụta ihe ekwekọghị ekwekọ na mmejọ koodu.
- Ikike idowe AI n'ụzọ ziri ezi dị ka nkewa mbụ na onye na-emepụta hypothesis mgbe ị na-akọwa isi foto na nlebanya ala.
- Ikike ị gafefe nkọwa lithology/ngbanwe nke AI na nleba anya geologist na nyocha ụlọ nyocha.
Ndabere nke oru ngo ọ bụla nke Ngwuputa ihe bụ ihe nlele ndị e si n'okpuru ala. Ihe atụ kachasị mkpa n'ime ihe atụ ndị a bụ ihe nrịbama (ihe atụ na-aga n'ihu nke igwe na-egwupụta ihe na-esi na nkume dị n'ụdị cylindrical). Onye ọkà mmụta ala na-enyocha isi; Ọ na-edekọ ụdị nkume (lithology), nhazi, mgbanwe (mgbanwe nke nkume site na mmiri ọkụ na mmetụta kemịkal) na mineralization, na nyochaa nyocha ụlọ nyocha maka ọkwa. Ihe si na ya pụta bụ nnukwu tebụl e dekọrọ mita site na mita, nke a na-akpọ osisi egwu egwu. Enwere ike inwe ọtụtụ narị mkpọpu ala na iri puku kwuru iri puku ahịrị n'otu ọrụ. Na-ehichapụ data a, ijikọta ya, na-enweta enweghị nkwekọrịta na wepụ nkọwa mbụ; Nke a bụ mpaghara ebe AI na-eme ngwa ngwa n'ezie, mana ọ dị mkpa ka ejiri anya onye ọkà mmụta sayensị nyochaa usoro ọ bụla. N'ime nkeji a, ị ga-amụta otu esi ehichaa data igwu mmiri / geology na AI, otu esi ebu ụzọ kọwaa isi ihe na otu esi eme ka nsonaazụ ya dị mma.
Anatomi nke egwu egwu tebụl data
Otu data nhazi ihe na-enwekarị tebụl anọ, na ijikọta ha nke ọma bụ ọkara ọrụ:
- Olu akwa: Nhazi mmalite (X, Y, Z) na mkpokọta omimi nke olulu mmiri ọ bụla.
- Nnyocha (mgbanwe): Gbanwee na mkpọda (mikpu) na ntụziaka (azimuth) nke mkpọpu n'akụkụ omimi. Ịkụ mmiri anaghị aga nke ọma.
- Lithology: Ụdị okwute na ihe nleba anya na mbara ala n'ogologo omimi (site na-ruo).
- Nyocha: Nsonaazụ ọkwa ụlọ nyocha gafere oke omimi (dịka Au g/t, Cu %).
Tebụl ndị a ga-agbasorịrị iwu dịka site na < ruo, oke agaghị agafe, yana koodu ga-agbanwerịrị. Na ndụ n'ezie, a na-enwe njehie mgbe niile na data ejiri aka tinye: oke efu, oke nchikota, mgbagwoju anya otu (ppm na% mixing), mkpụrụedemede dị iche iche nke koodu lithology (GRN, Grn, granite), Koodu dịka 999 ma ọ bụ -9 kama uru efu. AI dị ike nke ukwuu na nyocha na ịkọwapụta enweghị nkwekọrịta; Mana ị ga-eme mgbazi ahụ site na nkwado nke ọkà mmụta ala.
Nzọụkwụ site na nzọụkwụ: ihicha data na AI
- Webata data. Nye AI aha kọlụm, nkeji, na ahịrị nlele ole na ole (na-akọwapụta aha nhazi n'ezie). Kọwaa nke ọma ihe kwesịrị ime.
- Mee ndepụta nke iwu. Jụọ AI maka ndepụta nke "ihe iwu na-agbanwe agbanwe ka m kwesịrị ịlele maka tebụl a", tinye iwu nke gị n'elu.
- Mee nyocha enweghị nkwekọrịta. Naanị jụọ AI maka ọkọlọtọ, ọ bụghị akpaghị aka. Rịọ maka izi ezi maka akara ọ bụla.
- Laghachi na isi mmalite. Lelee ahịrị akara ọ bụla megide akwụkwọ ndekọ ụlọ nyocha mbụ ma ọ bụ ụlọ nyocha.
- Mee mkpebi iji dozie ya. Onye ọkà mmụta ala na-eme mgbazi; AI na-atụ aro.
NDỤMỌDỤ: Agwala AI "nye m tebụl edoziziri"; Kwuo "ọkọlọtọ ahịrị enyo na ihe kpatara ya". N'ime tebụl na-edozi onwe ya, ọ fọrọ nke nta ka ọ bụrụ ihe na-agaghị ekwe omume ịhụ ahịrị ndị mebiri emebi na nzuzo.
Isi foto na nkọwa anya
N'ime ọrụ ọgbara ọhụrụ, a na-ese foto isi igbe. Ngwá ọrụ AI nke ọtụtụ ihe nlereanya (ụdị ndị nwekwara ike ịhazi ihe oyiyi) nwere ike ịmepụta nkọwa mbụ site na foto ndị a: mgbanwe agba, njupụta nwere ike ịgbaji, ọnụnọ nke veins, mpaghara mgbanwe nwere ike. Nke a bara uru dị ka nyocha mbụ nke na-agwa onye ọkà mmụta ihe gbasara mbara igwe "lee anya nke ọma ebe a." Agbanyeghị, a naghị eme mkpebi lithology na mgbanwe site na foto; Nyocha akwụkwọ ntuziaka nke isi, ule siri ike, mmeghachi omume acid na nyocha ụlọ nyocha achọrọ. Ọ bụ nnukwu ndudue maka AI na-eche "enwere ọla edo" site na agba; A naghị ahụ ọla edo anya na anya gba ọtọ ma enwere ike mata ya naanị site na nyocha.
Obere ikpe atọ
Ikpe 1 - ijide nnyonye anya otu. N'ime oru ngo, enwere ahịrị 12,000 na tebụl nyocha. Onye ọkà mmụta banyere mbara ala na-ewebata tebụl na AI wee sị, "Depụta ahịrị ndị nwere ụkpụrụ n'elu 100 g / t na kọlụm Au; ndị a nwere ike ịbụ ezigbo ọkwa dị elu ma ọ bụ ngwakọta ppm / ppb." AI nwere akara 37 ahịrị. Onye na-ahụ maka mbara ala na-eleba anya na asambodo ụlọ nyocha; Ọ chọpụtara na 34 abanyela n'ezie dị ka ppb (otu kwa ijeri) mana e chere na ha bụ g/t, ebe 3 bụ ezigbo bonanza (ọkwa dị elu). Ọ bụrụ na emezighị ahịrị 34 ndị a, nkezi ọkwa ga-abụ nke a ga-ekupụta nke ọma na ebe nchekwa ahụ ga-abụ ikwubiga okwu ókè.
Ikpe 2 - oke oke. Na tebụl lithology, a na-akọwapụta ụfọdụ site na-na etiti oge: 45.0-52.0 m nke granite na 50.0-58.0 m nke shale n'otu oge. AI depụtara ndakọ ndị a wee gosi mkpokọta ahịrị 19 nke ndakọ. Onye na-ahụ maka mbara ala tụgharịrị gaa n'osisi raw; chọta ma mezie mgbanwe ahịrị na ntinye data. Ọ bụrụ na emezighị nkeji oge na-agafe agafe, ọ ga-anọgide na-edoghị anya ụdị nkume a ga-ekenye n'ụdị ngọngọ ahụ na a ga-agbakọ tonnage na ezighi ezi.
Ikpe 3 - ezighi ezi visual ntụnye (ịdọ aka ná ntị). Onye na-arụ ọrụ na-enye AI foto isi wee jụọ, "Ọ nwere ore ọ bụla na mpaghara a?" AI na-ahụ ọbara ọbara na veins na-ekwu na "ihe ịnweta mineral nwere ike dị elu." Ndị na-arụ ọrụ na-arụ ọrụ a n'ime ndekọ ahụ dị ka "mineralized". Ebe uhie bụ ígwè oxide ntụpọ na enweghị akụ akụ; Nyocha ụlọ nyocha na-achọpụta ọkwa n'ọkwa akara. Ihe nkuzi: enweghị ike ikpebi ọkwa / ore site na onyonyo a; Ihe mmepụta AI bụ naanị akara "nyocha", nke nyochachara.
Ndebiri ozugbo enwere ike iṅomi
DRILL DATA CONSISTENCY SCANNING "Ọrụ: Ị bụ onye na-enyere aka akụ / database geologist. N'okpuru ebe a bụ a [lithology/assay] table spaced from-to. Ogidi: [ndepụta, na nkeji]. Kanye ndị na-esonụ inconsistencies na ROW nọmba na ihe kpatara ya: from>=na, overlapping range, gap, chere na unit nke ikwughachi ihe ọjọọ, dị iche iche code mix-up, dị iche iche code mix-up. (999/-9) AKWỤKWỌ, dị nnọọ kaa Tebụl: [Tapawa]."
LITHOLOGY CODE STANDARDIZATION "Eji aka tinye koodu lithology ndị a ma na-ekwekọghị ekwekọ. Otu ụdị okwu okwu dị iche iche nke otu ụdị nkume (dịka GRN/Grn/granite). Dee otu koodu ọkọlọtọ akwadoro maka otu ọ bụla. Na tebụl: [ koodu mbụ] -> [ụkpụrụ akwadoro]. Mara otu ndị ị na-ejighị n'aka na ọ dị iche iche.
CORE PHOTO PRE-SCANNING "Depụta ihe ndị a na-ahụ anya m kwesịrị ịhụ na foto a bụ isi: mpaghara mgbanwe agba, njupụta nke mgbaji / mgbaji nwere ike ime, akwara a na-ahụ anya, akara mgbanwe nwere ike. Dee ihe ndị a dị ka HYPOTHESIS; ekpebila ụdị nkume ma ọ bụ ọkwa. Maka njirimara ọ bụla, gosi ihe onye ọkà mmụta sayensị kwesịrị ịlele n'ọhịa."
GEOLOGICAL LOG SUMMARY "Ihe odide na-esonụ bụ ndekọ geological nke a na-egwupụta ihe. Tụgharịa ya n'ime nchịkọta ahaziri ahazi na isiokwu ndị a: akara lithologies na omimi dị elu, mpaghara mgbanwe, ihe nhazi nhazi (mmejọ / mgbaji), ihe nchịkọta mineral. Agbakwunyela ihe ọ bụla na-adịghị na ederede; akara ambiguous: okwu 'Louncle's as.
Ngwa ngwa adịghị ike / Ike siri ike
EKWU IKE: "Dezie data mkpọpu a."
IKE KWESỊRỊ: "Ọrụ: Ị bụ onye na-enyere aka nchekwa data geologist. Na tebụl nyocha dị n'okpuru ebe a, ọkọlọtọ naanị ahịrị ndị na-enyo enyo (site na> = ka, ppm /% nke a na-enyo enyo, uru na-adịghị mma, 999 kama nke oghere). Nye nọmba ahịrị + ihe kpatara ọkọlọtọ ọ bụla. Emela onwe ya; M ga-elele mgbazi site na raw: akwụkwọ Holem, Site Colum. Au (g/t).
Ngwa ngwa na-adịghị ike na-agwa AI "ị kpebie ma gbanwee"; Ngwa ngwa dị ike na-amachi AI ka ọ bụrụ akara, na-ahapụ ikike mgbazi n'aka ọkà mmụta ala.
Tebụl atụnyere: Otu esi eji AI na nke azụmahịa
Achọ
Ọrụ AI
onye mkpebi
nkwenye
Akara ekwekọghị ekwekọ
Ihe nchọgharị siri ike
geologist na-edozi
Akwụkwọ ndekọ/akwụkwọ ikike
Koodu Lithology jikọtara ọnụ
Aro
Geologist kwadoro
Akwụkwọ ọkọwa okwu
Nkọwa foto isi
Nleba anya tupu/echiche
Geologist/ụlọ nyocha
Nyocha akwụkwọ ntuziaka + nyocha
Mkpebi ọkwa ọkwa
Ejighi ya
ụlọ nyocha
Nyocha akwadoro
Chịkọta ederede ndekọ
nhazi
ọkà mmụta mbara igwe
Tụnyere ederede izizi
Mmejọ ndị nkịtị
- Inwe AI "dozie" tebụl. Ị nwere ike ọ gaghị achọpụta mgbagha nkịtị; naanị kaa ya akara.
- Mwepụta ọkwa/ọre site na foto bụ isi. Ọlaedo na-adịkarịghị na anya gba ọtọ; Mkpebi bụ nyocha gị.
- Tapawa ezigbo nhazi na-enweghị aha. Ikikere na nhazi bụ data nwere mmetụta.
- Atụleghị nchịkọta AI na ndekọ mbụ. AI nwere ike ịgbakwunye ihe nleba anya na-adịghị na ederede (hallucination).
- Na-eleghara mmekọ otu nkeji anya. Ngwakọta ppm/%/g/t/ppb na-akpaghasị ebe nchekwa ozugbo.
Ntị: Otu njehie unit na mkpọpu data adịghị anọgide na otu ahịrị; Nhazi na-eto ma gbasaa n'ime amụma na idobere. Ịdị uchu na oge nhicha na-ekpebi ntụkwasị obi nke akaụntụ niile na-esote.
Na nchịkọta
Data igwu mmiri/geology nwere okpokoro isi anọ (olu, nyocha, lithology, assay) yana iwu nkwụsi ike dị mkpa. AI bụ enyemaka siri ike na nyocha data enweghị nkwekọrịta, nhazi koodu, nchịkọta ndekọ na nyocha isi foto tupu. Agbanyeghị, mkpebi mgbazi bụ nke ọkà mmụta ala, na mkpebi ọkwa/ọre bụ nke ụlọ nyocha. Enweghi akara AI dezie, nyochaa akara ọ bụla site na isi mmalite, na echekwala ọkwa na onyonyo a.
Ọrụ ngwa
Mechie tebụl nyocha ị nwere (ma ọ bụ ihe nlele) ma nye ya AI site na iji “Drilling data consistency scan” template. Bubata ahịrị ndị akara n'ime tebụl; Tụlee ndetu "a ga-enyocha ya site na isi mmalite" maka nke ọ bụla. Mepụta akwụkwọ ọkọwa okwu koodu na ndebiri “Lithology code standardization” wee rịba ama otu ndị AI na-ejighị n'aka. N'ikpeazụ, buru ụzọ nyochaa isi foto wee dee ihe ị ga-elele n'ọhịa maka echiche ọ bụla na-apụta.
ndetu
- [] Edebere m aha nhazi/ikike ozi tupu ịnye data ahụ na AI.
- [] Ajụrụ m AI maka akara ziri ezi, ọ bụghị mgbazi.
- [ ] A na m enyocha ahịrị ọ bụla akara na akwụkwọ ndekọ akwụkwọ/ụlọ nyocha.
- [] A kwadokwara m ngbanwe olu (g/t, %, ppm, ppb).
- [] Ahụrụ m isi ihe nrụpụta foto dị ka echiche, emeghị m mkpebi ọkwa ọkwa.
- [] Eji m nchịkọta AI tụnyere ederede ndekọ mbụ iji chọpụta na ọ nweghị ozi agbakwunyere.