SG11201810013WA - Systems and methods for rapid prediction of hydrogen-induced cracking (hic) in pipelines, pressure vessels, and piping systems and for taking action in relation thereto - Google Patents

Systems and methods for rapid prediction of hydrogen-induced cracking (hic) in pipelines, pressure vessels, and piping systems and for taking action in relation thereto

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Publication number
SG11201810013WA
SG11201810013WA SG11201810013WA SG11201810013WA SG11201810013WA SG 11201810013W A SG11201810013W A SG 11201810013WA SG 11201810013W A SG11201810013W A SG 11201810013WA SG 11201810013W A SG11201810013W A SG 11201810013WA SG 11201810013W A SG11201810013W A SG 11201810013WA
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SG
Singapore
Prior art keywords
systems
international
hic
target
data
Prior art date
Application number
SG11201810013WA
Inventor
Abderrazak Traidia
Abdelmounam Sherik
Original Assignee
Saudi Arabian Oil Co
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Publication date
Application filed by Saudi Arabian Oil Co filed Critical Saudi Arabian Oil Co
Publication of SG11201810013WA publication Critical patent/SG11201810013WA/en

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    • 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
    • G06N3/042—Knowledge-based neural networks; Logical representations of neural networks
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B17/00—Systems involving the use of models or simulators of said systems
    • G05B17/02—Systems involving the use of models or simulators of said systems electric
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0243—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model
    • G05B23/0245—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model based on a qualitative model, e.g. rule based; if-then decisions
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0243—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model
    • G05B23/0254—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model based on a quantitative model, e.g. mathematical relationships between inputs and outputs; functions: observer, Kalman filter, residual calculation, Neural Networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation
    • 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
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2111/00—Details relating to CAD techniques
    • G06F2111/10—Numerical modelling

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Automation & Control Theory (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Molecular Biology (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Geometry (AREA)
  • Computer Hardware Design (AREA)
  • Testing Resistance To Weather, Investigating Materials By Mechanical Methods (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
  • Pipeline Systems (AREA)

Abstract

12) INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT) (19) World Intellectual Property Organization International Bureau International Publication Date . . . . ,.. 28 December 2017 (28.12.2017) WIP0 I 11111111111110111111111111111111111111111110110111101111111011111111111111111011111 (10) International Publication Number WO 2017/223326 Al PCT (51) (21) (22) (25) Filing Language: (26) (30) (71) (71) (72) International Patent Classification: G05B 17/02 (2006.01) G05B 23/02 (2006.01) International Application Number: PCT/US2017/038774 International Filing Date: 22 June 2017 (22.06.2017) English Publication Language: English Priority Data: 62/353,406 22 June 2016 (22.06.2016) US Applicant: SAUDI ARABIAN OIL COMPANY [SA/SA]; 1 Eastern Avenue, Dhahran, 31311 (SA). Applicant (for US only): ARAMCO SERVICES COM- PANY [US/US]; 9009 West Loop South, Houston, TX 77096 (US). Inventors: TRAIDIA, Abderrazak; R&DC, Building 2297, P.O. Box 65, Dhahran, 31311 (SA). SHERIK, Ab- delmounam; P.O. Box 13892, Saudi Aramco, Dhahran, 31311 (SA). (74) Agent: LEASON, David et al.; Leason Ellis LLP, One Barker Avenue, Fifth Floor, White Plains, NY 10601 (US). (81) Designated States (unless otherwise indicated, for every kind of national protection available): AE, AG, AL, AM, AO, AT, AU, AZ, BA, BB, BG, BH, BN, BR, BW, BY, BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DJ, DK, DM, DO, DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, HN, HR, HU, ID, IL, IN, IR, IS, JO, JP, KE, KG, KH, KN, KP, KR, KW, KZ, LA, LC, LK, LR, LS, LU, LY, MA, MD, ME, MG, MK, MN, MW, MX, MY, MZ, NA, NG, NI, NO, NZ, OM, PA, PE, PG, PH, PL, PT, QA, RO, RS, RU, RW, SA, SC, SD, SE, SG, SK, SL, SM, ST, SV, SY, TH, TJ, TM, TN, TR, TT, TZ, UA, UG, US, UZ, VC, VN, ZA, ZM, ZW. (84) Designated States (unless otherwise indicated, for every kind of regional protection available): ARIPO (BW, GH, GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, ST, SZ, TZ, UG, ZM, ZW), Eurasian (AM, AZ, BY, KG, KZ, RU, TJ, TM), European (AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LT, LU, LV, MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR), OAPI (BF, BJ, CF, CG, CI, CM, GA, GN, GQ, GW, KM, ML, MR, NE, SN, TD, TG). = ,.. 45 . cr, us . `' + 'Eg d .9- cf, (54) !,0.21 Title: 15; , 0.05 110 0.3 0.25 0.15; 0.1 [ 0.05; PIPELINES, Training: V SYSTEMS PRESSURE AND R=0.98313 1 1 1 0.1 0.15 02 Target R=0.98162 o 1 VESSELS, METHODS 0.18 , c, 7 , 0 0 :1 1 4 6 t '6, 5 D12 6 .3 , t --- ol 02, aro , 0.06 4- a04 0.02 0.3 , 0.2 m0.15 d 1 0.1 0 0.05 AND FOR RAPID PREDICTION OF HYDROGEN-INDUCED CRACKING (HIC) IN PIPING SYSTEMS AND FOR TAKING ACTION IN RELATION THERETO Validation: RA.99167 (57) : Methods and systems of predicting the growth rate of hydrogen-induced cracking (HIC) in a physical asset (e.g., a pipeline, storage tank, etc.) are provided. The methodology receives a plurality of inputs regarding physical characteristics of the asset and performs parametric simulations to generate a simulated database of observa- tions of the asset. The database is then used to train, test, and validate one or more expert systems that can then predict the growth rate and other characteristics of the asset over time. The systems herein can also generate alerts as to predicted dangerous conditions and modify inspection schedules based on such growth rate predictions. = = 0 . 21- o Data Fit --- ----- Y = T . Data - y Fit T =0 = = 8 0.05 Test: rr o Data - Fit Y T o 130 0.05 0.1 0.15 Target all: R=0.9822 -- -- = - _ = = = = = 0 25 r o Data Fit 1 Yi • ^ - li (4 en M ei ei Ir-- ,-1 © ei 0.05 0.1 0.15 0.2 0.25 0.3 0.05 0.1 0.15 0.2 025 0.3 120 Target 140 Target Fig. 1 O [Continued on next page] WO 2017/223326 Al MIDEDIMOHNIIMMEMEEHOIIIIIMMEOMEHOIMIE Published: — with international search report (Art. 21(3))
SG11201810013WA 2016-06-22 2017-06-22 Systems and methods for rapid prediction of hydrogen-induced cracking (hic) in pipelines, pressure vessels, and piping systems and for taking action in relation thereto SG11201810013WA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201662353406P 2016-06-22 2016-06-22
PCT/US2017/038774 WO2017223326A1 (en) 2016-06-22 2017-06-22 Systems and methods for rapid prediction of hydrogen-induced cracking (hic) in pipelines, pressure vessels, and piping systems and for taking action in relation thereto

Publications (1)

Publication Number Publication Date
SG11201810013WA true SG11201810013WA (en) 2018-12-28

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SG10202005108VA SG10202005108VA (en) 2016-06-22 2017-06-22 Systems and Methods for Rapid Prediction of Hydrogen-Induced Cracking (Hic) In Pipelines, Pressure Vessels, And Piping Systems and for Taking Action in Relation Thereto

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Country Status (9)

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US (2) US10990873B2 (en)
EP (2) EP3693815B1 (en)
JP (1) JP6949060B2 (en)
KR (1) KR102332466B1 (en)
CN (1) CN109074037A (en)
ES (1) ES2805433T3 (en)
SA (1) SA518400303B1 (en)
SG (2) SG11201810013WA (en)
WO (1) WO2017223326A1 (en)

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Publication number Publication date
US20170372196A1 (en) 2017-12-28
SG10202005108VA (en) 2020-07-29
EP3475769A1 (en) 2019-05-01
US11681898B2 (en) 2023-06-20
SA518400303B1 (en) 2022-02-03
JP2019527817A (en) 2019-10-03
CN109074037A (en) 2018-12-21
KR20190022493A (en) 2019-03-06
US20210174165A1 (en) 2021-06-10
EP3693815A1 (en) 2020-08-12
WO2017223326A1 (en) 2017-12-28
EP3475769B1 (en) 2020-05-13
EP3693815B1 (en) 2021-08-04
JP6949060B2 (en) 2021-10-13
KR102332466B1 (en) 2021-11-30
US10990873B2 (en) 2021-04-27
ES2805433T3 (en) 2021-02-12

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