NO20031121L - Forutsigelse av form på seismisk streamer ved nevralt nettverk - Google Patents
Forutsigelse av form på seismisk streamer ved nevralt nettverkInfo
- Publication number
- NO20031121L NO20031121L NO20031121A NO20031121A NO20031121L NO 20031121 L NO20031121 L NO 20031121L NO 20031121 A NO20031121 A NO 20031121A NO 20031121 A NO20031121 A NO 20031121A NO 20031121 L NO20031121 L NO 20031121L
- Authority
- NO
- Norway
- Prior art keywords
- neural network
- layer
- node
- cable shape
- training
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
- G01V1/00—Seismology; Seismic or acoustic prospecting or detecting
- G01V1/38—Seismology; Seismic or acoustic prospecting or detecting specially adapted for water-covered areas
- G01V1/3808—Seismic data acquisition, e.g. survey design
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
- G01V1/00—Seismology; Seismic or acoustic prospecting or detecting
- G01V1/38—Seismology; Seismic or acoustic prospecting or detecting specially adapted for water-covered areas
- G01V1/3817—Positioning of seismic devices
- G01V1/3835—Positioning of seismic devices measuring position, e.g. by GPS or acoustically
Landscapes
- Life Sciences & Earth Sciences (AREA)
- Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Remote Sensing (AREA)
- Acoustics & Sound (AREA)
- Oceanography (AREA)
- Environmental & Geological Engineering (AREA)
- Geology (AREA)
- General Life Sciences & Earth Sciences (AREA)
- General Physics & Mathematics (AREA)
- Geophysics (AREA)
- Radar, Positioning & Navigation (AREA)
- Feedback Control In General (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Geophysics And Detection Of Objects (AREA)
Abstract
Et neuralt nettverk for å predikere seismisk streamerform gjennom seismiske operasjoner har et inngangslag, et valgfritt skjult lag og et utgangslag, hvor hvert lag har én eller flere noder. Det første laget omfatter inngangsnoder knyttet til seismiske datainnsamlingsoperasjonsparametere som følgende: fartøykoordinater, mottakerkoordinater, tid, fartøyhastighet, strømhastighet, vindhastighet, vanntemperatur, saltholdighet, tidevannsinformasjon, vanndybde, streamertetthet og streamerdimensjoner. Hver node i inngangslaget er forbundet til hver node i det skjulte laget og hver node i det skjulte laget er forbundet til hver node i utgangslaget, idet utgangslaget gir ut en predikert kabelform. Det skjulte laget kan utelates. Når det skjulte laget er utelatt, er hver node i inngangslaget knyttet til hver node i utgangslaget. Hver forbindelse mellom noder har en tilknyttet vekt og en opplæringsprosess for å bestemme vektene for hver av forbindelsene i det neurale nettverket. Det opplærte neurale nettverket gir respons på innganger og utganger for å generere en predikert kabelform. Opplæringsprosessen anvender et flertall opplæringssett på det neurale nettverket. Hvert opplæringssett omfatter et sett av innganger og en ønsket kabelform. Med hvert opplæringsdatasett, bestemmer opplæringsprosessen forskjellen mellom kabelformen predikert av det neurale nettverket og den ønskede eller kjente kabelform en. Opplæringsprosessen justerer så vektene til de neurale jo nettverksnodene basert på forskjellen mellom den utgitte predikerte kabelformen og den ønskede kabelformen. Feilen knyttet til hver node i det neurale nettverket kan knyttes av opplæringsprosessen via bruk av tilbakeforplantning eller en annen opplæringsteknikk.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US09/658,846 US6418378B1 (en) | 2000-06-26 | 2000-09-11 | Neural net prediction of seismic streamer shape |
PCT/US2001/027710 WO2002023224A2 (en) | 2000-09-11 | 2001-09-07 | Neural net prediction of seismic streamer shape |
Publications (2)
Publication Number | Publication Date |
---|---|
NO20031121D0 NO20031121D0 (no) | 2003-03-11 |
NO20031121L true NO20031121L (no) | 2003-05-12 |
Family
ID=24642952
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
NO20031121A NO20031121L (no) | 2000-09-11 | 2003-03-11 | Forutsigelse av form på seismisk streamer ved nevralt nettverk |
Country Status (10)
Country | Link |
---|---|
US (2) | US6418378B1 (no) |
CN (1) | CN1239919C (no) |
AU (2) | AU2001288849B2 (no) |
BR (1) | BR0114125A (no) |
CA (1) | CA2421981A1 (no) |
EA (1) | EA004907B1 (no) |
GB (1) | GB2384558B (no) |
MX (1) | MXPA03002084A (no) |
NO (1) | NO20031121L (no) |
WO (1) | WO2002023224A2 (no) |
Families Citing this family (43)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6418378B1 (en) * | 2000-06-26 | 2002-07-09 | Westerngeco, L.L.C. | Neural net prediction of seismic streamer shape |
US6691038B2 (en) * | 2001-06-15 | 2004-02-10 | Westerngeco L.L.C. | Active separation tracking and positioning system for towed seismic arrays |
US6814743B2 (en) | 2001-12-26 | 2004-11-09 | Origin Medsystems, Inc. | Temporary seal and method for facilitating anastomosis |
EP1576580B1 (en) * | 2002-12-23 | 2012-02-08 | LOQUENDO SpA | Method of optimising the execution of a neural network in a speech recognition system through conditionally skipping a variable number of frames |
WO2005096018A1 (en) * | 2004-03-17 | 2005-10-13 | Westerngeco Seismic Holdings Ltd. | Marine seismic survey method and system |
GB2429278B (en) * | 2005-08-15 | 2010-08-11 | Statoil Asa | Seismic exploration |
US7778109B2 (en) * | 2005-12-02 | 2010-08-17 | Westerngeco L.L.C. | Current prediction in seismic surveys |
US7400552B2 (en) | 2006-01-19 | 2008-07-15 | Westerngeco L.L.C. | Methods and systems for efficiently acquiring towed streamer seismic surveys |
US7203130B1 (en) * | 2006-03-21 | 2007-04-10 | Westerngeco, L.L.C. | Methods for deriving shape of seismic data acquisition cables and streamers employing a force model |
US8488409B2 (en) | 2007-05-17 | 2013-07-16 | Westerngeco L.L.C. | Acquiring azimuth rich seismic data in the marine environment using a regular sparse pattern of continuously curved sail lines |
US20080310298A1 (en) * | 2007-06-15 | 2008-12-18 | Geir Andre Motzfeldt Drange | Providing Bypass Switches to Bypass Faulty Nodes |
US8681580B2 (en) | 2008-05-15 | 2014-03-25 | Westerngeco L.L.C. | Multi-vessel coil shooting acquisition |
US9857491B2 (en) | 2008-05-15 | 2018-01-02 | Westerngeco L.L.C. | Multi-vessel coil shooting acquisition |
US9052411B2 (en) * | 2008-06-13 | 2015-06-09 | Westerngeco L.L.C. | Method to determine the deviation of seismic equipment from a planned curved path |
US9594181B2 (en) * | 2008-06-13 | 2017-03-14 | Westerngeco L.L.C. | Filtering and presentation of heading observations for coil shooting |
US8077542B2 (en) * | 2009-01-07 | 2011-12-13 | Westerngeco L.L.C. | Determining the inline relationship of network nodes in a subterranean survey data acquistion network |
WO2011059896A1 (en) | 2009-11-11 | 2011-05-19 | Conocophillips Company | Seismic acquisition in marine environments using survey paths following a series of linked deviated paths and methods of use |
US8374053B2 (en) | 2010-05-19 | 2013-02-12 | Ion Geophysical Corporation | Seismic streamer shape estimation |
US8792297B2 (en) | 2010-07-02 | 2014-07-29 | Pgs Geophysical As | Methods for gathering marine geophysical data |
US9103942B2 (en) | 2011-10-28 | 2015-08-11 | Westerngeco L.L.C. | Methods and systems for survey designs |
CN103424773B (zh) * | 2012-05-25 | 2016-02-03 | 中国石油化工股份有限公司 | 一种基于层位拉平法的古地貌恢复方法 |
US9159020B2 (en) * | 2012-09-14 | 2015-10-13 | International Business Machines Corporation | Multiplexing physical neurons to optimize power and area |
US9423519B2 (en) | 2013-03-14 | 2016-08-23 | Pgs Geophysical As | Automated lateral control of seismic streamers |
CN104618137B (zh) * | 2014-12-25 | 2018-03-23 | 中国海洋石油总公司 | 一种拖缆勘探控制网络的实现方法及设备 |
EP3483795B1 (en) | 2015-01-28 | 2021-03-10 | Google LLC | Batch normalization layers |
CN104597503B (zh) * | 2015-02-04 | 2017-06-30 | 中国海洋石油总公司 | 一种用于海上拖缆勘探收放缆的网络解算方法和装置 |
CN105469141A (zh) * | 2015-11-20 | 2016-04-06 | 北京大学深圳研究生院 | 基于神经网络的预测方法及系统 |
US10372976B2 (en) * | 2016-05-05 | 2019-08-06 | Brunswick Corporation | Person detection in a marine environment |
CN107392305A (zh) * | 2016-05-13 | 2017-11-24 | 三星电子株式会社 | 实现和执行神经网络的方法及计算机可读介质 |
US10546242B2 (en) | 2017-03-03 | 2020-01-28 | General Electric Company | Image analysis neural network systems |
JP7187099B2 (ja) | 2017-09-15 | 2022-12-12 | サウジ アラビアン オイル カンパニー | ニューラルネットワークを用いて炭化水素貯留層の石油物理特性を推測すること |
US10417556B1 (en) * | 2017-12-07 | 2019-09-17 | HatchB Labs, Inc. | Simulation-based controls optimization using time series data forecast |
CN108376298B (zh) * | 2018-02-12 | 2023-11-10 | 湘潭大学 | 一种风电机组发动机温度故障预警诊断方法 |
US10983237B2 (en) | 2018-04-13 | 2021-04-20 | Saudi Arabian Oil Company | Enhancing seismic images |
US10891462B2 (en) | 2018-06-29 | 2021-01-12 | Saudi Arabian Oil Company | Identifying geometrical properties of rock structure through digital imaging |
KR20200004700A (ko) * | 2018-07-04 | 2020-01-14 | 삼성전자주식회사 | 뉴럴 네트워크에서 파라미터를 처리하는 방법 및 장치 |
CN112132372B (zh) * | 2019-06-25 | 2024-02-27 | 中国石油化工股份有限公司 | 用于神经网络的层测井信息无损处理方法和装置 |
CN111175818B (zh) * | 2020-01-07 | 2020-11-27 | 中国矿业大学(北京) | Co2气驱前缘位置的判断方法及其模型训练方法、装置 |
CN111239802B (zh) * | 2020-01-19 | 2021-05-28 | 中国海洋大学 | 基于地震反射波形和速度谱的深度学习速度建模方法 |
US20220041259A1 (en) * | 2020-08-07 | 2022-02-10 | Ion Geophysical Corporation | Control system for steerable towed marine equipment |
CN112052984A (zh) * | 2020-08-07 | 2020-12-08 | 智慧航海(青岛)科技有限公司 | 一种智能船舶避碰方法及系统 |
US11668847B2 (en) | 2021-01-04 | 2023-06-06 | Saudi Arabian Oil Company | Generating synthetic geological formation images based on rock fragment images |
CN113568043B (zh) * | 2021-07-23 | 2022-05-24 | 哈尔滨工业大学 | 基于深度卷积神经网络的三阶段震相拾取方法 |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
NO301950B1 (no) * | 1993-02-23 | 1997-12-29 | Geco As | Anordning til styring av seismisk utstyr som blir slept av et seismisk fartöy under vannoverflaten og fremgangsmåte for posisjonering av slikt utstyr |
US5461699A (en) | 1993-10-25 | 1995-10-24 | International Business Machines Corporation | Forecasting using a neural network and a statistical forecast |
US6473747B1 (en) | 1998-01-09 | 2002-10-29 | Raytheon Company | Neural network trajectory command controller |
US6418378B1 (en) * | 2000-06-26 | 2002-07-09 | Westerngeco, L.L.C. | Neural net prediction of seismic streamer shape |
US6629037B1 (en) * | 2000-06-26 | 2003-09-30 | Westerngeco, L.L.C. | Optimal paths for marine data collection |
-
2000
- 2000-09-11 US US09/658,846 patent/US6418378B1/en not_active Expired - Lifetime
-
2001
- 2001-09-07 WO PCT/US2001/027710 patent/WO2002023224A2/en active IP Right Grant
- 2001-09-07 GB GB0305365A patent/GB2384558B/en not_active Expired - Fee Related
- 2001-09-07 EA EA200300355A patent/EA004907B1/ru not_active IP Right Cessation
- 2001-09-07 AU AU2001288849A patent/AU2001288849B2/en not_active Ceased
- 2001-09-07 BR BR0114125-2A patent/BR0114125A/pt not_active Application Discontinuation
- 2001-09-07 CA CA002421981A patent/CA2421981A1/en not_active Abandoned
- 2001-09-07 MX MXPA03002084A patent/MXPA03002084A/es unknown
- 2001-09-07 AU AU8884901A patent/AU8884901A/xx active Pending
- 2001-09-07 CN CN01817274.1A patent/CN1239919C/zh not_active Expired - Fee Related
-
2002
- 2002-06-28 US US10/186,088 patent/US6775619B2/en not_active Expired - Fee Related
-
2003
- 2003-03-11 NO NO20031121A patent/NO20031121L/no not_active Application Discontinuation
Also Published As
Publication number | Publication date |
---|---|
AU2001288849B2 (en) | 2005-06-16 |
EA004907B1 (ru) | 2004-08-26 |
WO2002023224A2 (en) | 2002-03-21 |
GB2384558A (en) | 2003-07-30 |
CN1470000A (zh) | 2004-01-21 |
CA2421981A1 (en) | 2002-03-21 |
AU8884901A (en) | 2002-03-26 |
WO2002023224A3 (en) | 2002-06-13 |
GB0305365D0 (en) | 2003-04-16 |
MXPA03002084A (es) | 2004-09-10 |
US6418378B1 (en) | 2002-07-09 |
EA200300355A1 (ru) | 2003-08-28 |
US6775619B2 (en) | 2004-08-10 |
GB2384558B (en) | 2005-04-06 |
NO20031121D0 (no) | 2003-03-11 |
US20030023382A1 (en) | 2003-01-30 |
BR0114125A (pt) | 2003-07-22 |
CN1239919C (zh) | 2006-02-01 |
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