Method, system and equipment for predicting movable oil quantity of oil-containing shale and storage medium

The invention provides a method, system and equipment for predicting movable oil quantity of oil-containing shale and a storage medium. The method comprises the steps: building a movable oil mass prediction model based on a random forest based on the logging data of a to-be-predicted oil-containing...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: HUA ZUXIAN, LIU TIAN, SUN BIAO, XU WEN, LIU GUOYONG, MENG LINGJIAN, GAO YONGLIANG, LIU JIE, WANG JIANWEI, LIU XIAOPING, ZHUANG DONGZHI, YE WENHUI
Format: Patent
Sprache:chi ; eng
Schlagworte:
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page
container_issue
container_start_page
container_title
container_volume
creator HUA ZUXIAN
LIU TIAN
SUN BIAO
XU WEN
LIU GUOYONG
MENG LINGJIAN
GAO YONGLIANG
LIU JIE
WANG JIANWEI
LIU XIAOPING
ZHUANG DONGZHI
YE WENHUI
description The invention provides a method, system and equipment for predicting movable oil quantity of oil-containing shale and a storage medium. The method comprises the steps: building a movable oil mass prediction model based on a random forest based on the logging data of a to-be-predicted oil-containing shale reservoir single well; taking the logging data of the oil shale reservoir corresponding to the experimental movable oil mass data obtained in advance as key logging data, and obtaining a movable oil mass prediction threshold value through calculation on the basis of the key logging data and the experimental movable oil mass data; inputting the key logging data into the movable oil mass prediction model to obtain a movable oil mass prediction value, and adjusting the established movable oil mass prediction model based on the random forest based on a comparison result of a movable oil mass prediction threshold value and the movable oil mass prediction value to obtain a final movable oil mass prediction model; a
format Patent
fullrecord <record><control><sourceid>epo_EVB</sourceid><recordid>TN_cdi_epo_espacenet_CN113738353A</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>CN113738353A</sourcerecordid><originalsourceid>FETCH-epo_espacenet_CN113738353A3</originalsourceid><addsrcrecordid>eNqNzMEKgkAQxnEvHaJ6h-meB1miriJFlzp1l0lHXXJn1t0x8O1T6AE6fXzw479O3nfSTuoDxCkqOUCugYbRekes0EgAH6i2lVpuwckHXz2B2B6GEVmtTiDN8tNKWNHywmKHM1pKUSVgS-DmxOi2yarBPtLut5tkf708i1tKXkqKHiti0rJ4ZJk5mbM5mtz8Y77pkkGS</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>patent</recordtype></control><display><type>patent</type><title>Method, system and equipment for predicting movable oil quantity of oil-containing shale and storage medium</title><source>esp@cenet</source><creator>HUA ZUXIAN ; LIU TIAN ; SUN BIAO ; XU WEN ; LIU GUOYONG ; MENG LINGJIAN ; GAO YONGLIANG ; LIU JIE ; WANG JIANWEI ; LIU XIAOPING ; ZHUANG DONGZHI ; YE WENHUI</creator><creatorcontrib>HUA ZUXIAN ; LIU TIAN ; SUN BIAO ; XU WEN ; LIU GUOYONG ; MENG LINGJIAN ; GAO YONGLIANG ; LIU JIE ; WANG JIANWEI ; LIU XIAOPING ; ZHUANG DONGZHI ; YE WENHUI</creatorcontrib><description>The invention provides a method, system and equipment for predicting movable oil quantity of oil-containing shale and a storage medium. The method comprises the steps: building a movable oil mass prediction model based on a random forest based on the logging data of a to-be-predicted oil-containing shale reservoir single well; taking the logging data of the oil shale reservoir corresponding to the experimental movable oil mass data obtained in advance as key logging data, and obtaining a movable oil mass prediction threshold value through calculation on the basis of the key logging data and the experimental movable oil mass data; inputting the key logging data into the movable oil mass prediction model to obtain a movable oil mass prediction value, and adjusting the established movable oil mass prediction model based on the random forest based on a comparison result of a movable oil mass prediction threshold value and the movable oil mass prediction value to obtain a final movable oil mass prediction model; a</description><language>chi ; eng</language><subject>EARTH DRILLING ; EARTH DRILLING, e.g. DEEP DRILLING ; FIXED CONSTRUCTIONS ; MINING ; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR ASLURRY OF MINERALS FROM WELLS</subject><creationdate>2021</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&amp;date=20211203&amp;DB=EPODOC&amp;CC=CN&amp;NR=113738353A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25563,76318</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&amp;date=20211203&amp;DB=EPODOC&amp;CC=CN&amp;NR=113738353A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>HUA ZUXIAN</creatorcontrib><creatorcontrib>LIU TIAN</creatorcontrib><creatorcontrib>SUN BIAO</creatorcontrib><creatorcontrib>XU WEN</creatorcontrib><creatorcontrib>LIU GUOYONG</creatorcontrib><creatorcontrib>MENG LINGJIAN</creatorcontrib><creatorcontrib>GAO YONGLIANG</creatorcontrib><creatorcontrib>LIU JIE</creatorcontrib><creatorcontrib>WANG JIANWEI</creatorcontrib><creatorcontrib>LIU XIAOPING</creatorcontrib><creatorcontrib>ZHUANG DONGZHI</creatorcontrib><creatorcontrib>YE WENHUI</creatorcontrib><title>Method, system and equipment for predicting movable oil quantity of oil-containing shale and storage medium</title><description>The invention provides a method, system and equipment for predicting movable oil quantity of oil-containing shale and a storage medium. The method comprises the steps: building a movable oil mass prediction model based on a random forest based on the logging data of a to-be-predicted oil-containing shale reservoir single well; taking the logging data of the oil shale reservoir corresponding to the experimental movable oil mass data obtained in advance as key logging data, and obtaining a movable oil mass prediction threshold value through calculation on the basis of the key logging data and the experimental movable oil mass data; inputting the key logging data into the movable oil mass prediction model to obtain a movable oil mass prediction value, and adjusting the established movable oil mass prediction model based on the random forest based on a comparison result of a movable oil mass prediction threshold value and the movable oil mass prediction value to obtain a final movable oil mass prediction model; a</description><subject>EARTH DRILLING</subject><subject>EARTH DRILLING, e.g. DEEP DRILLING</subject><subject>FIXED CONSTRUCTIONS</subject><subject>MINING</subject><subject>OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR ASLURRY OF MINERALS FROM WELLS</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2021</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNzMEKgkAQxnEvHaJ6h-meB1miriJFlzp1l0lHXXJn1t0x8O1T6AE6fXzw479O3nfSTuoDxCkqOUCugYbRekes0EgAH6i2lVpuwckHXz2B2B6GEVmtTiDN8tNKWNHywmKHM1pKUSVgS-DmxOi2yarBPtLut5tkf708i1tKXkqKHiti0rJ4ZJk5mbM5mtz8Y77pkkGS</recordid><startdate>20211203</startdate><enddate>20211203</enddate><creator>HUA ZUXIAN</creator><creator>LIU TIAN</creator><creator>SUN BIAO</creator><creator>XU WEN</creator><creator>LIU GUOYONG</creator><creator>MENG LINGJIAN</creator><creator>GAO YONGLIANG</creator><creator>LIU JIE</creator><creator>WANG JIANWEI</creator><creator>LIU XIAOPING</creator><creator>ZHUANG DONGZHI</creator><creator>YE WENHUI</creator><scope>EVB</scope></search><sort><creationdate>20211203</creationdate><title>Method, system and equipment for predicting movable oil quantity of oil-containing shale and storage medium</title><author>HUA ZUXIAN ; LIU TIAN ; SUN BIAO ; XU WEN ; LIU GUOYONG ; MENG LINGJIAN ; GAO YONGLIANG ; LIU JIE ; WANG JIANWEI ; LIU XIAOPING ; ZHUANG DONGZHI ; YE WENHUI</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_CN113738353A3</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>chi ; eng</language><creationdate>2021</creationdate><topic>EARTH DRILLING</topic><topic>EARTH DRILLING, e.g. DEEP DRILLING</topic><topic>FIXED CONSTRUCTIONS</topic><topic>MINING</topic><topic>OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR ASLURRY OF MINERALS FROM WELLS</topic><toplevel>online_resources</toplevel><creatorcontrib>HUA ZUXIAN</creatorcontrib><creatorcontrib>LIU TIAN</creatorcontrib><creatorcontrib>SUN BIAO</creatorcontrib><creatorcontrib>XU WEN</creatorcontrib><creatorcontrib>LIU GUOYONG</creatorcontrib><creatorcontrib>MENG LINGJIAN</creatorcontrib><creatorcontrib>GAO YONGLIANG</creatorcontrib><creatorcontrib>LIU JIE</creatorcontrib><creatorcontrib>WANG JIANWEI</creatorcontrib><creatorcontrib>LIU XIAOPING</creatorcontrib><creatorcontrib>ZHUANG DONGZHI</creatorcontrib><creatorcontrib>YE WENHUI</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>HUA ZUXIAN</au><au>LIU TIAN</au><au>SUN BIAO</au><au>XU WEN</au><au>LIU GUOYONG</au><au>MENG LINGJIAN</au><au>GAO YONGLIANG</au><au>LIU JIE</au><au>WANG JIANWEI</au><au>LIU XIAOPING</au><au>ZHUANG DONGZHI</au><au>YE WENHUI</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>Method, system and equipment for predicting movable oil quantity of oil-containing shale and storage medium</title><date>2021-12-03</date><risdate>2021</risdate><abstract>The invention provides a method, system and equipment for predicting movable oil quantity of oil-containing shale and a storage medium. The method comprises the steps: building a movable oil mass prediction model based on a random forest based on the logging data of a to-be-predicted oil-containing shale reservoir single well; taking the logging data of the oil shale reservoir corresponding to the experimental movable oil mass data obtained in advance as key logging data, and obtaining a movable oil mass prediction threshold value through calculation on the basis of the key logging data and the experimental movable oil mass data; inputting the key logging data into the movable oil mass prediction model to obtain a movable oil mass prediction value, and adjusting the established movable oil mass prediction model based on the random forest based on a comparison result of a movable oil mass prediction threshold value and the movable oil mass prediction value to obtain a final movable oil mass prediction model; a</abstract><oa>free_for_read</oa></addata></record>
fulltext fulltext_linktorsrc
identifier
ispartof
issn
language chi ; eng
recordid cdi_epo_espacenet_CN113738353A
source esp@cenet
subjects EARTH DRILLING
EARTH DRILLING, e.g. DEEP DRILLING
FIXED CONSTRUCTIONS
MINING
OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR ASLURRY OF MINERALS FROM WELLS
title Method, system and equipment for predicting movable oil quantity of oil-containing shale and storage medium
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-13T08%3A54%3A10IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-epo_EVB&rft_val_fmt=info:ofi/fmt:kev:mtx:patent&rft.genre=patent&rft.au=HUA%20ZUXIAN&rft.date=2021-12-03&rft_id=info:doi/&rft_dat=%3Cepo_EVB%3ECN113738353A%3C/epo_EVB%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true