BR112021022869A2 - Técnicas de aprendizagem de máquina com sistema no circuito para sistemas de telemetria de óleo e gás - Google Patents

Técnicas de aprendizagem de máquina com sistema no circuito para sistemas de telemetria de óleo e gás

Info

Publication number
BR112021022869A2
BR112021022869A2 BR112021022869A BR112021022869A BR112021022869A2 BR 112021022869 A2 BR112021022869 A2 BR 112021022869A2 BR 112021022869 A BR112021022869 A BR 112021022869A BR 112021022869 A BR112021022869 A BR 112021022869A BR 112021022869 A2 BR112021022869 A2 BR 112021022869A2
Authority
BR
Brazil
Prior art keywords
oil
machine learning
analog signal
learning techniques
telemetry systems
Prior art date
Application number
BR112021022869A
Other languages
English (en)
Inventor
Andriy Gelman
Arnaud Croux
Arnaud Jarrot
Sepand Ossia
Original Assignee
Onesubsea Ip Uk Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Onesubsea Ip Uk Ltd filed Critical Onesubsea Ip Uk Ltd
Publication of BR112021022869A2 publication Critical patent/BR112021022869A2/pt

Links

Classifications

    • E—FIXED CONSTRUCTIONS
    • E21—EARTH OR ROCK DRILLING; MINING
    • E21B—EARTH OR ROCK DRILLING; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR A SLURRY OF MINERALS FROM WELLS
    • E21B47/00—Survey of boreholes or wells
    • E21B47/12—Means for transmitting measuring-signals or control signals from the well to the surface, or from the surface to the well, e.g. for logging while drilling
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/004—Artificial life, i.e. computing arrangements simulating life
    • G06N3/006—Artificial life, i.e. computing arrangements simulating life based on simulated virtual individual or collective life forms, e.g. social simulations or particle swarm optimisation [PSO]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/047—Probabilistic or stochastic networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
    • E—FIXED CONSTRUCTIONS
    • E21—EARTH OR ROCK DRILLING; MINING
    • E21B—EARTH OR ROCK DRILLING; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR A SLURRY OF MINERALS FROM WELLS
    • E21B2200/00—Special features related to earth drilling for obtaining oil, gas or water
    • E21B2200/22—Fuzzy logic, artificial intelligence, neural networks or the like

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Geology (AREA)
  • Mining & Mineral Resources (AREA)
  • Probability & Statistics with Applications (AREA)
  • Environmental & Geological Engineering (AREA)
  • Fluid Mechanics (AREA)
  • Geophysics (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Geochemistry & Mineralogy (AREA)
  • Remote Sensing (AREA)
  • Computational Mathematics (AREA)
  • Algebra (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Arrangements For Transmission Of Measured Signals (AREA)
  • Selective Calling Equipment (AREA)
  • Feeding And Controlling Fuel (AREA)

Abstract

técnicas de aprendizado de máquina com sistema no ciclo para sistemas de telemetria de óleo e gás referência cruzada a pedidos relacionados. um sistema de telemetria é fornecido. o sistema de telemetria inclui um transmissor configurado para converter bits digitais representativos de operações de petróleo e gás em um sinal analógico e para transmitir o sinal analógico via um canal de comunicações. o sistema de telemetria inclui ainda um receptor configurado para receber o sinal analógico e para converter o sinal analógico em bits digitais de saída via um codificador, em que o receptor compreende um ou mais componentes de receptor treinados via aprendizado de máquina para processar os sinais analógicos para comunicações aprimoradas.
BR112021022869A 2019-05-14 2020-07-14 Técnicas de aprendizagem de máquina com sistema no circuito para sistemas de telemetria de óleo e gás BR112021022869A2 (pt)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201962847789P 2019-05-14 2019-05-14
PCT/US2020/042010 WO2020232460A1 (en) 2019-05-14 2020-07-14 Machine learning technics with system in the loop for oil & gas telemetry systems

Publications (1)

Publication Number Publication Date
BR112021022869A2 true BR112021022869A2 (pt) 2022-01-04

Family

ID=73289742

Family Applications (1)

Application Number Title Priority Date Filing Date
BR112021022869A BR112021022869A2 (pt) 2019-05-14 2020-07-14 Técnicas de aprendizagem de máquina com sistema no circuito para sistemas de telemetria de óleo e gás

Country Status (8)

Country Link
US (1) US20220213786A1 (pt)
CN (1) CN114190103A (pt)
AU (1) AU2020273469A1 (pt)
BR (1) BR112021022869A2 (pt)
GB (1) GB2597198B (pt)
MX (1) MX2021013891A (pt)
NO (1) NO20211356A1 (pt)
WO (1) WO2020232460A1 (pt)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11849347B2 (en) * 2021-01-05 2023-12-19 Parsons Corporation Time axis correlation of pulsed electromagnetic transmissions
CN113364719B (zh) * 2021-05-27 2023-03-31 电子科技大学 一种基于ofdm的随钻电磁波传输系统
US11821306B2 (en) * 2021-09-10 2023-11-21 Halliburton Energy Services, Inc. Optimization of pulse generation parameters to compensate for channel non-linearity in mud pulse telemetry

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5487153A (en) * 1991-08-30 1996-01-23 Adaptive Solutions, Inc. Neural network sequencer and interface apparatus
AU2001259840A1 (en) * 2000-05-08 2001-11-20 Schlumberger Technology Corporation Digital signal receiver for measurement while drilling system having noise cancellation
KR101888468B1 (ko) * 2011-06-08 2018-08-16 삼성전자주식회사 Ｓｔｄｐ 기능 셀을 위한 시냅스, ｓｔｄｐ 기능 셀 및 ｓｔｄｐ 기능 셀을 이용한 뉴로모픽 회로
US9104961B2 (en) * 2012-10-08 2015-08-11 Microsoft Technology Licensing, Llc Modeling a data generating process using dyadic Bayesian models
US10704386B2 (en) * 2015-01-12 2020-07-07 Halliburton Energy Services, Inc. Wave reflection suppression in pulse modulation telemetry
KR20180090385A (ko) * 2015-12-31 2018-08-10 케이엘에이-텐코 코포레이션 반도체 애플리케이션을 위한 기계 학습 기반의 모델의 가속 트레이닝

Also Published As

Publication number Publication date
WO2020232460A1 (en) 2020-11-19
CN114190103A (zh) 2022-03-15
NO20211356A1 (en) 2021-11-11
AU2020273469A1 (en) 2021-12-16
GB202116450D0 (en) 2021-12-29
GB2597198B (en) 2023-03-15
MX2021013891A (es) 2022-03-25
US20220213786A1 (en) 2022-07-07
GB2597198A (en) 2022-01-19

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