SG11202101724PA - Machine learning system and data fusion for optimization of deployment conditions for detection of corrosion under insulation - Google Patents

Machine learning system and data fusion for optimization of deployment conditions for detection of corrosion under insulation

Info

Publication number
SG11202101724PA
SG11202101724PA SG11202101724PA SG11202101724PA SG11202101724PA SG 11202101724P A SG11202101724P A SG 11202101724PA SG 11202101724P A SG11202101724P A SG 11202101724PA SG 11202101724P A SG11202101724P A SG 11202101724PA SG 11202101724P A SG11202101724P A SG 11202101724PA
Authority
SG
Singapore
Prior art keywords
optimization
detection
machine learning
learning system
data fusion
Prior art date
Application number
SG11202101724PA
Other languages
English (en)
Inventor
Shehri Ali Al
Ser Lim
Ayman Amer
Mustafa Uzunbas
Ahmad Aldabbagh
Muhammad Aababtain
Vincent Cunningham
John Boot
Godine Kok Yan Chan
Original Assignee
Saudi Arabian Oil Co
Avitas Systems Inc
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
Priority claimed from US16/117,937 external-priority patent/US10533937B1/en
Application filed by Saudi Arabian Oil Co, Avitas Systems Inc filed Critical Saudi Arabian Oil Co
Publication of SG11202101724PA publication Critical patent/SG11202101724PA/en

Links

Classifications

    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N25/00—Investigating or analyzing materials by the use of thermal means
    • G01N25/72—Investigating presence of flaws
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N17/00—Investigating resistance of materials to the weather, to corrosion, or to light
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/25—Fusion techniques
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • 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
    • G06N3/044—Recurrent networks, e.g. Hopfield 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0004—Industrial image inspection
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10048—Infrared image
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30108—Industrial image inspection
    • G06T2207/30136—Metal

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Pathology (AREA)
  • Immunology (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Biochemistry (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Biodiversity & Conservation Biology (AREA)
  • Quality & Reliability (AREA)
  • Medical Informatics (AREA)
  • Ecology (AREA)
  • Environmental & Geological Engineering (AREA)
  • Environmental Sciences (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Investigating Or Analyzing Materials Using Thermal Means (AREA)
  • Radiation Pyrometers (AREA)
  • Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
  • Image Analysis (AREA)
SG11202101724PA 2018-08-30 2019-08-30 Machine learning system and data fusion for optimization of deployment conditions for detection of corrosion under insulation SG11202101724PA (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US16/117,937 US10533937B1 (en) 2018-08-30 2018-08-30 Cloud-based machine learning system and data fusion for the prediction and detection of corrosion under insulation
US16/254,831 US10643324B2 (en) 2018-08-30 2019-01-23 Machine learning system and data fusion for optimization of deployment conditions for detection of corrosion under insulation
PCT/US2019/049154 WO2020047469A2 (fr) 2018-08-30 2019-08-30 Système d'apprentissage automatique et fusion de données pour l'optimisation de conditions de déploiement pour la détection de corrosion sous isolation

Publications (1)

Publication Number Publication Date
SG11202101724PA true SG11202101724PA (en) 2021-03-30

Family

ID=67957428

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202101724PA SG11202101724PA (en) 2018-08-30 2019-08-30 Machine learning system and data fusion for optimization of deployment conditions for detection of corrosion under insulation

Country Status (8)

Country Link
US (1) US10643324B2 (fr)
EP (1) EP3844488A2 (fr)
JP (1) JP7183425B2 (fr)
KR (1) KR102520423B1 (fr)
CN (1) CN112740023B (fr)
SA (1) SA521421227B1 (fr)
SG (1) SG11202101724PA (fr)
WO (1) WO2020047469A2 (fr)

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CN114930147A (zh) * 2020-01-22 2022-08-19 Ta仪器-沃特世有限责任公司 测试系统中的夹具标识
CN114094150B (zh) * 2020-06-29 2023-11-17 中国科学院大连化学物理研究所 一种基于机器学习的液流电池电堆最优操作条件预测方法
US20220341854A1 (en) * 2021-04-22 2022-10-27 Baker Hughes Holdings Llc Erosion detection and prediction
US11940083B2 (en) 2021-06-15 2024-03-26 Saudi Arabian Oil Company Determining thermal conditions in a pipeline
US12085236B2 (en) 2021-06-15 2024-09-10 Saudi Arabian Oil Company Determining thermal conditions in a pipeline
CN113554105B (zh) * 2021-07-28 2023-04-18 桂林电子科技大学 一种基于时空融合的物联网缺失数据补全方法
CN113537385B (zh) * 2021-08-01 2023-12-05 国网冀北电力有限公司超高压分公司 一种基于tx2设备的电力复合绝缘子憎水性分类方法
CN115389820B (zh) * 2022-10-27 2023-03-24 广东微容电子科技有限公司 一种mlcc绝缘电阻检测装置及使用方法
KR102524682B1 (ko) * 2022-12-28 2023-04-21 수자원기술 주식회사 상수도 비금속 관로의 노후도 진단방법
KR102524683B1 (ko) * 2022-12-28 2023-04-21 수자원기술 주식회사 상수도 비금속 관로의 노후도 진단 시스템

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Also Published As

Publication number Publication date
CN112740023A (zh) 2021-04-30
JP2022501617A (ja) 2022-01-06
WO2020047469A2 (fr) 2020-03-05
KR20210048506A (ko) 2021-05-03
CN112740023B (zh) 2024-07-02
WO2020047469A3 (fr) 2020-07-02
SA521421227B1 (ar) 2024-04-08
KR102520423B1 (ko) 2023-04-11
EP3844488A2 (fr) 2021-07-07
US10643324B2 (en) 2020-05-05
JP7183425B2 (ja) 2022-12-05
US20200074616A1 (en) 2020-03-05

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