JP7331150B2 - 材料開発のための予測設計空間メトリック - Google Patents

材料開発のための予測設計空間メトリック Download PDF

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JP7331150B2
JP7331150B2 JP2021572256A JP2021572256A JP7331150B2 JP 7331150 B2 JP7331150 B2 JP 7331150B2 JP 2021572256 A JP2021572256 A JP 2021572256A JP 2021572256 A JP2021572256 A JP 2021572256A JP 7331150 B2 JP7331150 B2 JP 7331150B2
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design space
cmli
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JP2022521445A (ja
JP2022521445A5 (https=
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ユルヒ キム，
エリン メリッサ タン アントノ，
エドワード スー キム，
ブライス ウィリアム メレディグ，
ジュリア ブラック リン，
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シトリン インフォマティックス， インコーポレイテッド
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • 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
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0639—Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • G06Q10/06395—Quality analysis or management
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation
    • G06F30/27—Design optimisation, verification or simulation using machine learning, e.g. artificial intelligence, neural networks, support vector machines [SVM] or training a model
    • 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]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Business, Economics & Management (AREA)
  • General Physics & Mathematics (AREA)
  • Human Resources & Organizations (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Strategic Management (AREA)
  • Economics (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Development Economics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Educational Administration (AREA)
  • Operations Research (AREA)
  • General Business, Economics & Management (AREA)
  • Tourism & Hospitality (AREA)
  • Game Theory and Decision Science (AREA)
  • Quality & Reliability (AREA)
  • Marketing (AREA)
  • Geometry (AREA)
  • Computer Hardware Design (AREA)
  • Algebra (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Analysis (AREA)
  • Computational Mathematics (AREA)
  • Probability & Statistics with Applications (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
JP2021572256A 2019-02-25 2020-01-09 材料開発のための予測設計空間メトリック Active JP7331150B2 (ja)

Priority Applications (1)

Application Number Priority Date Filing Date Title
JP2023129970A JP7571224B2 (ja) 2019-02-25 2023-08-09 材料開発のための予測設計空間メトリック

Applications Claiming Priority (5)

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US201962810291P 2019-02-25 2019-02-25
US62/810,291 2019-02-25
US16/568,701 US20200272703A1 (en) 2019-02-25 2019-09-12 Predictive design space metrics for materials development
US16/568,701 2019-09-12
PCT/US2020/012918 WO2020176164A1 (en) 2019-02-25 2020-01-09 Predictive design space metrics for materials development

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JP2022521445A JP2022521445A (ja) 2022-04-07
JP2022521445A5 JP2022521445A5 (https=) 2022-11-28
JP7331150B2 true JP7331150B2 (ja) 2023-08-22

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JP2023129970A Active JP7571224B2 (ja) 2019-02-25 2023-08-09 材料開発のための予測設計空間メトリック

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US (2) US20200272703A1 (https=)
EP (1) EP3931767B1 (https=)
JP (2) JP7331150B2 (https=)
WO (1) WO2020176164A1 (https=)

Cited By (1)

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JP2023138736A (ja) * 2019-02-25 2023-10-02 シトリン インフォマティックス， インコーポレイテッド 材料開発のための予測設計空間メトリック

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US11004037B1 (en) * 2019-12-02 2021-05-11 Citrine Informatics, Inc. Product design and materials development integration using a machine learning generated capability map
US12135927B2 (en) * 2020-03-31 2024-11-05 International Business Machines Corporation Expert-in-the-loop AI for materials discovery
US12347530B2 (en) 2020-03-31 2025-07-01 International Business Machines Corporation Expert-in-the-loop AI for materials generation
US11070286B1 (en) * 2020-05-07 2021-07-20 Ciena Corporation Opportunistic network defragmentation and optimization
US20220198106A1 (en) * 2020-12-22 2022-06-23 Toyota Research Institute, Inc. Simulating tangible material selection processes to determine an optimal tangible material selection process
JP7201763B1 (ja) 2021-09-17 2023-01-10 株式会社神戸製鋼所 試作支援システム、及び、量産支援システム
JP7288207B2 (ja) * 2021-10-04 2023-06-07 ダイキン工業株式会社 低分子化合物探索方法、プログラム、装置、およびシステム
DE102021211356A1 (de) * 2021-10-08 2023-04-13 Volkswagen Aktiengesellschaft Verfahren zum Unterstützen einer Entwicklung einer Vorrichtung, insbesondere für ein Fahrzeug, Computerprogrammprodukt sowie Entwicklungssystem
US12159395B2 (en) 2021-11-17 2024-12-03 Ford Global Technologies, Llc System and method for identifying and analyzing desired properties of a material
US12499176B2 (en) 2022-11-18 2025-12-16 X Development Llc High throughput characterization of aggregate particles
US12602526B2 (en) 2023-06-22 2026-04-14 Addionics Il Ltd Battery design optimization

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JP2004239685A (ja) 2003-02-04 2004-08-26 Mitsubishi Electric Corp 物質の磁気特性を予測する方法
US20060074594A1 (en) 2004-09-22 2006-04-06 Massachusetts Institute Of Technology Systems and methods for predicting materials properties
US20140236548A1 (en) 2013-02-18 2014-08-21 Rolls-Royce Plc Method and system for designing a material
US20150057988A1 (en) 2013-08-26 2015-02-26 The University Of Akron Method for Identifying Stochastic Information of Heterogeneous Materials

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EP0865890A4 (en) * 1996-08-08 1999-05-26 Bridgestone Corp MULTI-COMPONENT MATERIAL DESIGN METHOD, OPTIMIZATION ANALYZER, AND INFORMATION MEDIUM ON WHICH THE MULTI-COMPONENT MATERIAL OPTIMIZATION PROGRAM IS RECORDED
US20040083083A1 (en) * 2002-10-28 2004-04-29 Necip Doganaksoy Systems and methods for designing a new material that best matches an desired set of properties
US10867083B2 (en) * 2014-11-25 2020-12-15 Autodesk, Inc. Technique for generating approximate design solutions
US10366779B2 (en) * 2015-12-30 2019-07-30 International Business Machines Corporation Scheme of new materials
US20200272703A1 (en) * 2019-02-25 2020-08-27 Citrine Informatics, Inc. Predictive design space metrics for materials development

Patent Citations (4)

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JP2004239685A (ja) 2003-02-04 2004-08-26 Mitsubishi Electric Corp 物質の磁気特性を予測する方法
US20060074594A1 (en) 2004-09-22 2006-04-06 Massachusetts Institute Of Technology Systems and methods for predicting materials properties
US20140236548A1 (en) 2013-02-18 2014-08-21 Rolls-Royce Plc Method and system for designing a material
US20150057988A1 (en) 2013-08-26 2015-02-26 The University Of Akron Method for Identifying Stochastic Information of Heterogeneous Materials

Non-Patent Citations (1)

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Title
GOPAKUMAR et al.，Multi-objective Optimization for Materials Discovery via Adaptive Design，Scientific Reports(2018)8:3738，2018年02月27日，p.1-12，[online]，[検索日 2023.02.07]

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2023138736A (ja) * 2019-02-25 2023-10-02 シトリン インフォマティックス， インコーポレイテッド 材料開発のための予測設計空間メトリック
JP7571224B2 (ja) 2019-02-25 2024-10-22 シトリン インフォマティックス， インコーポレイテッド 材料開発のための予測設計空間メトリック

Also Published As

Publication number Publication date
EP3931767B1 (en) 2026-04-29
US10657300B1 (en) 2020-05-19
JP2022521445A (ja) 2022-04-07
WO2020176164A1 (en) 2020-09-03
JP2023138736A (ja) 2023-10-02
JP7571224B2 (ja) 2024-10-22
EP3931767A4 (en) 2022-11-09
EP3931767A1 (en) 2022-01-05
US20200272703A1 (en) 2020-08-27

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