MX2014005338A - Metodo y sistema para predecir un evento de atasco de tuberia en una sarta de perforacion. - Google Patents

Metodo y sistema para predecir un evento de atasco de tuberia en una sarta de perforacion.

Info

Publication number
MX2014005338A
MX2014005338A MX2014005338A MX2014005338A MX2014005338A MX 2014005338 A MX2014005338 A MX 2014005338A MX 2014005338 A MX2014005338 A MX 2014005338A MX 2014005338 A MX2014005338 A MX 2014005338A MX 2014005338 A MX2014005338 A MX 2014005338A
Authority
MX
Mexico
Prior art keywords
probability
event
machine learning
pipe jam
drilling
Prior art date
Application number
MX2014005338A
Other languages
English (en)
Inventor
Goebel Thomas
Valerio Molina Roberto
Ricardo Vilalta
Dhar Gupta Kinjal
Original Assignee
Landmark Graphics Corp
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 Landmark Graphics Corp filed Critical Landmark Graphics Corp
Publication of MX2014005338A publication Critical patent/MX2014005338A/es

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Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
    • 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
    • E21B41/00—Equipment or details not covered by groups E21B15/00 - E21B40/00
    • 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
    • E21B44/00—Automatic control systems specially adapted for drilling operations, i.e. self-operating systems which function to carry out or modify a drilling operation without intervention of a human operator, e.g. computer-controlled drilling systems; Systems specially adapted for monitoring a plurality of drilling variables or conditions
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/25—Fusion techniques
    • G06F18/254—Fusion techniques of classification results, e.g. of results related to same input data
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/0499—Feedforward networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/09—Supervised learning

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • Mining & Mineral Resources (AREA)
  • Geology (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Geochemistry & Mineralogy (AREA)
  • Environmental & Geological Engineering (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Fluid Mechanics (AREA)
  • Molecular Biology (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Earth Drilling (AREA)
  • Operations Research (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

Predecir un evento de atasco de tubería de la sarta de perforación; al menos algunas de las modalidades ilustrativas son métodos que incluyen: recibir una pluralidad de parámetros de perforación desde una operación de perforación; aplicar la pluralidad de parámetros de perforación a un modelo de predicción conjunto que comprende al menos tres algoritmos de aprendizaje por máquina operados en paralelo, cada algoritmo de aprendizaje por máquina predice una probabilidad de ocurrencia de un evento futuro de atasco de tubería con base en al menos uno de la pluralidad de parámetros de perforación, el modelo de predicción conjunto crea una probabilidad combinada basada en la probabilidad de ocurrencia del evento futuro de atasco de tubería de cada algoritmo de aprendizaje por máquina; y proporcionar una indicación de una probabilidad de un evento futuro de atasco de tubería a un operador de perforación, la indicación basada en la probabilidad combinada.
MX2014005338A 2011-11-02 2012-10-26 Metodo y sistema para predecir un evento de atasco de tuberia en una sarta de perforacion. MX2014005338A (es)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201161554531P 2011-11-02 2011-11-02
PCT/US2012/062100 WO2013066746A1 (en) 2011-11-02 2012-10-26 Method and system for predicting a drill string stuck pipe event

Publications (1)

Publication Number Publication Date
MX2014005338A true MX2014005338A (es) 2014-05-28

Family

ID=48192647

Family Applications (1)

Application Number Title Priority Date Filing Date
MX2014005338A MX2014005338A (es) 2011-11-02 2012-10-26 Metodo y sistema para predecir un evento de atasco de tuberia en una sarta de perforacion.

Country Status (10)

Country Link
US (1) US8752648B2 (es)
EP (1) EP2773848B1 (es)
CN (1) CN104024572A (es)
AR (1) AR088612A1 (es)
AU (1) AU2012332905B2 (es)
BR (1) BR112014010565A2 (es)
CA (1) CA2852765C (es)
MX (1) MX2014005338A (es)
NO (1) NO2822552T3 (es)
WO (1) WO2013066746A1 (es)

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Also Published As

Publication number Publication date
AU2012332905B2 (en) 2015-11-05
CA2852765A1 (en) 2013-05-10
AU2012332905A1 (en) 2014-05-29
US8752648B2 (en) 2014-06-17
EP2773848B1 (en) 2017-11-01
WO2013066746A1 (en) 2013-05-10
EP2773848A1 (en) 2014-09-10
NO2822552T3 (es) 2018-06-30
EP2773848A4 (en) 2015-12-09
CA2852765C (en) 2015-09-15
AR088612A1 (es) 2014-06-25
US20140110167A1 (en) 2014-04-24
BR112014010565A2 (pt) 2017-04-25
CN104024572A (zh) 2014-09-03

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