Gufungura Geothermal Potential hamwe na AI ikoreshwa na software ikora na Orchestre

Ingufu z’amashanyarazi ni isoko y’ingufu zisukuye, zishobora kongerwa, kandi zizewe zishobora kugira uruhare runini mu kugabanya ibyuka bihumanya ikirere no kugabanya imihindagurikire y’ikirere. Nyamara, gukoresha ingufu za geothermal bisaba tekinoroji ihanitse hamwe na sisitemu igoye gukuramo ubushyuhe imbere yisi. Muri iki kiganiro, tuzasesengura uburyo software ikoreshwa na AI ikora software hamwe na orchestre ishobora gufungura ubushobozi bwa geothermal ukoresheje ibinyabuzima rusange bya biologiya biologiya hamwe nururimi runini (LLMs) kugirango harebwe uburyo bwo guhanura no gukoresha neza ingufu za geothermal.

Ikibazo cya sisitemu ya ingufu za geothermal

Sisitemu y'ingufu za geothermal ziragoye kandi zifite imbaraga, zirimo impinduka nyinshi nkubushyuhe, umuvuduko, umuvuduko w umuvuduko, hamwe nibigize imiti. Izi mpinduka zikorana muburyo butari umurongo, bigatuma bigorana guhanura no kunoza imikorere ya sisitemu. Uburyo gakondo bushingira kubintu bifatika hamwe na sisitemu ishingiye kumategeko, akenshi usanga bigarukira mubushobozi bwabo bwo gufata ibintu bigoye bya sisitemu ya geothermal.

Gukoresha Generalist Biologiya AI na LLMs

Ibinyabuzima rusange bya AI na LLMs bitanga uburyo butanga ikizere cyo kwerekana imiterere no gutezimbere ingufu za geothermal. Izi moderi za AI zirashobora kwigira kumibare minini no kumenya imiterere nubusabane bitagaragara muburyo gakondo. Mugukoresha ubu buryo bwa AI, turashobora guteza imbere uburyo bwiza kandi bukomeye bwo guhanura bushobora guhindura imikorere ya sisitemu no kugabanya ibyago byo kunanirwa ibikoresho.

LangChain na DSPy: Ibikoresho bya Orchestre kugirango bishyirwe mubikorwa neza

LangChain na DSPy nibikoresho bibiri bizwi cyane bya orchestre bishobora gufasha mugutezimbere iterambere no kohereza sisitemu yingufu za geoterique zikoreshwa na AI. LangChain ni isomero rya Python ritanga uburyo bworoshye kandi bwuburyo bwo kubaka porogaramu za AI, mugihe DSPy ni isomero rya Rust ritanga imikorere-nini kandi nini yo gukemura mudasobwa yatanzwe.

Kode y'intangarugero: Kwerekana icyitegererezo hamwe na LangChain na LLMs

Dore urugero rworoshye kode yerekana uburyo wakoresha LangChain na LLMs muburyo bwo guhanura uburyo bwo gukoresha ingufu za geothermal: `` python gutumiza mu mahanga Kuva kumurongo.llms itumiza LLM

llm = LLM ("davinci: 3-icyiciro")

Sobanura amakuru ya sisitemu ya ingufu za geothermal

amakuru = { "ubushyuhe": [20, 30, 40, 50], "igitutu": [10, 20, 30, 40], "flow_rate": [100, 200, 300, 400] }

Kora umuyoboro wa LangChain

umuyoboro = ururimi.Umuyoboro ( izina = "geothermal_model", imirimo = [ Ururimi.Ibibazo.Ibyanditswe ( kwinjiza_data = amakuru, ibisohoka_data = {"ubushyuhe": Ntayo, "igitutu": Ntayo, "flow_rate": Ntayo}, llm = llm ) ] )

Koresha umuyoboro

ibisohoka = umuyoboro.run ()

Shira ahagaragara ibisohoka

icapiro (ibisohoka) `` ` Iyi kode isobanura umuyoboro woroshye wa LangChain ukoresha LLM mu guhanura ubushyuhe, umuvuduko, nigipimo cya sisitemu yingufu za geothermal zishingiye kumibare yamateka.

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Udukoryo

Dore top 5-10 zikoreshwa cyane / ibisobanuro kuri LangChain na DSPy:

1. langchain. Umuyoboro (): Kurema umuyoboro mushya wa LangChain.
2. Llm = LLM (" davinci: 3-batch "): Irasobanura icyitegererezo cya LLM ukoresheje icyitegererezo cya Davinci.
3. `Imirimo = [langchain.Tasks.Ibyanditswe ()
4. input_data = data: Itanga amakuru yamateka kumuyoboro. 5 ..
5. umuyoboro.run (): Koresha umuyoboro kandi utanga umusaruro.
6. `ururimi.
7. langchain. Umuyoboro (izina =" geothermal_model ", imirimo = [umurimo]): Kurema umuyoboro mushya ufite izina ninshingano byihariye.
8. Llm.predict (input_data = data): Koresha LLM guhanura ibisohoka ukurikije amakuru yinjiye.
9. `umuyoboro.update_ibibazo (imirimo =

Kubona amashusho

Hano hari amashusho yuburyo bwo kwerekana imiterere ukoresheje Chart.js: imbonerahamwe { "ubwoko": "umurongo", "amakuru": { "ibirango": ["Ubushyuhe", "Umuvuduko", "Igipimo cy'Uruzi"], "imibare": [ { "label": "Indangagaciro Ziteganijwe", "amakuru": [20, 30, 40], "backgroundColor": "rgba (255, 99, 132, 0.2)", "umupaka w'amabara": "rgba (255, 99, 132, 1)", "pointBackgroundColor": "rgba (255, 99, 132, 1)", "pointBorderColor": "#fff", "pointHoverBackgroundColor": "#fff", "pointHoverBorderColor": "rgba (255, 99, 132, 1)" }, { "label": "Indangagaciro nyazo", "amakuru": [25, 35, 45], "backgroundColor": "rgba (54, 162, 235, 0.2)", "umupaka Ibara": "rgba (54, 162, 235, 1)", "pointBackgroundColor": "rgba (54, 162, 235, 1)", "pointBorderColor": "#fff", "pointHoverBackgroundColor": "#fff", "pointHoverBorderColor": "rgba (54, 162, 235, 1)" } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Uburyo bwo Guteganya Uburyo bwa Geothermal Energy Systems" }, "umunzani": { "yAxes": [ { "igipimoLabel": { "kwerekana": ukuri, "labelString": "Agaciro" } } ] } } } ` Iyerekwa ryerekana indangagaciro zahanuwe (umurongo utukura) nagaciro nyako (umurongo wubururu) kubushyuhe, umuvuduko, nigipimo cy umuvuduko.

Umwanzuro

Gufungura ubushobozi bwa geothermal bisaba tekinoroji ihanitse hamwe na sisitemu igoye. Mugukoresha ibinyabuzima rusange bya AI na LLMs muburyo bwo guhanura no gutezimbere ingufu za geothermal sisitemu, turashobora guteza imbere uburyo bwiza kandi bukomeye bwo guhanura bushobora guhindura imikorere ya sisitemu no kugabanya ibyago byo kunanirwa ibikoresho. LangChain na DSPy nibikoresho bibiri bizwi cyane bya orchestre bishobora gufasha mugutezimbere iterambere no kohereza sisitemu yingufu za geoterique zikoreshwa na AI. Mugukoresha ibyo bikoresho nubuhanga, turashobora gufungura imbaraga zose zingufu za geothermal kandi tugatanga umusanzu wigihe kirekire kandi gishobora kuvugururwa.