CN114930336A - 用于估计仿真的计算成本的方法和系统 - Google Patents

用于估计仿真的计算成本的方法和系统 Download PDF

Info

Publication number
CN114930336A
CN114930336A CN202080092143.3A CN202080092143A CN114930336A CN 114930336 A CN114930336 A CN 114930336A CN 202080092143 A CN202080092143 A CN 202080092143A CN 114930336 A CN114930336 A CN 114930336A
Authority
CN
China
Prior art keywords
model
simulation
computer
machine learning
metadata
Prior art date
Legal status (The legal status 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 status listed.)
Pending
Application number
CN202080092143.3A
Other languages
English (en)
Chinese (zh)
Inventor
凯尔·科西克
阿尼尔·塞加尔
斯科特·麦克伦南
约书亚·奥斯特-莫里斯
瑞恩·迪斯特尔霍斯特
大卫·M·弗里德
伊恩·坎贝尔
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Ornskale Ltd
Original Assignee
Ornskale 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 Ornskale Ltd filed Critical Ornskale Ltd
Publication of CN114930336A publication Critical patent/CN114930336A/zh
Pending legal-status Critical Current

Links

Images

Classifications

    • 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
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation
    • G06F30/23—Design optimisation, verification or simulation using finite element methods [FEM] or finite difference methods [FDM]
    • 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
    • G06N3/045—Combinations of 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2111/00—Details relating to CAD techniques
    • G06F2111/10—Numerical modelling
    • 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
    • G06N3/048—Activation functions

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Computer Hardware Design (AREA)
  • Geometry (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Feedback Control In General (AREA)
CN202080092143.3A 2019-11-06 2020-11-06 用于估计仿真的计算成本的方法和系统 Pending CN114930336A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201962931299P 2019-11-06 2019-11-06
US62/931,299 2019-11-06
PCT/US2020/059393 WO2021092366A1 (en) 2019-11-06 2020-11-06 Methods and systems for the estimation of the computational cost of simulation

Publications (1)

Publication Number Publication Date
CN114930336A true CN114930336A (zh) 2022-08-19

Family

ID=75687743

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202080092143.3A Pending CN114930336A (zh) 2019-11-06 2020-11-06 用于估计仿真的计算成本的方法和系统

Country Status (9)

Country Link
US (1) US12400055B2 (https=)
EP (1) EP4055512A4 (https=)
JP (1) JP7676383B2 (https=)
KR (1) KR20220103739A (https=)
CN (1) CN114930336A (https=)
AU (1) AU2020378413A1 (https=)
BR (1) BR112022008851A2 (https=)
CA (1) CA3157588A1 (https=)
WO (1) WO2021092366A1 (https=)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117634101A (zh) * 2024-01-26 2024-03-01 杭州广立微电子股份有限公司 芯片表面形态确定方法、装置、计算机设备和存储介质
CN119783488A (zh) * 2025-03-13 2025-04-08 苏州数算软云科技有限公司 一种锻压仿真方法及相关装置

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11922314B1 (en) * 2018-11-30 2024-03-05 Ansys, Inc. Systems and methods for building dynamic reduced order physical models
US11409516B2 (en) 2019-12-10 2022-08-09 Cisco Technology, Inc. Predicting the impact of network software upgrades on machine learning model performance
US11210138B1 (en) 2020-09-24 2021-12-28 OnScale, Inc. Dynamic resource allocation for computational simulation
US12488256B2 (en) * 2021-07-01 2025-12-02 Rolls-Royce Corporation Predictive modeling for forged components
KR102779656B1 (ko) * 2021-09-02 2025-03-12 주식회사 아미크 선별된 목적 데이터를 활용하여 효과적으로 클라우드 시스템을 구축하는 방법 및 시스템
EP4427162A4 (en) * 2021-11-01 2025-09-17 Univ Michigan Regents AUTOMATED CIRCUIT TOPOLOGY SELECTION AND CONFIGURATION
US20250308645A1 (en) * 2022-05-08 2025-10-02 Schlumberger Technology Corporation Adaptive multicolor reordering simulation system
CN114925633B (zh) * 2022-06-14 2024-10-18 中国航空工业集团公司沈阳空气动力研究所 应用气动特性评估n-s方程求解分层式程序处理方法
EP4506847A1 (de) * 2023-08-08 2025-02-12 Siemens Aktiengesellschaft Verfahren zum bestimmen einer simulationsfähigkeit eines simulationsmodells mittels einer elektronischen recheneinrichtung, computerprogrammprodukt, computerlesbares speichermedium sowie elektronische recheneinrichtung
KR102624263B1 (ko) * 2023-09-15 2024-01-16 광주과학기술원 무선충전모듈의 코어 설계하는 방법
TR2024002432A1 (tr) * 2024-02-29 2025-09-22 Univ Istanbul Teknik Büyük parça ve cad modeli̇ni̇n bi̇lgi̇sayar destekli̇ mühendi̇sli̇k (cae) ve bi̇lgi̇sayarli tomografi̇ (bt) kullanilarak alt bölümlendi̇rme yöntemi̇

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010198529A (ja) * 2009-02-27 2010-09-09 Nec Corp 実システムメモリ使用量概算方法及び装置
CN109918796A (zh) * 2019-03-11 2019-06-21 上海索辰信息科技有限公司 一种多学科协同仿真系统及方法

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090089234A1 (en) 2007-09-28 2009-04-02 Rockwell Automation Technologies, Inc. Automated code generation for simulators
US8346516B2 (en) * 2008-11-05 2013-01-01 Accenture Global Services Limited Predictive modeling
JP5644606B2 (ja) 2011-03-17 2014-12-24 富士通株式会社 メッシュ数予測方法、解析装置及びプログラム
US9152740B1 (en) * 2012-01-18 2015-10-06 Msc.Software Corporation Interactive simulation and solver for mechanical, fluid, and electro-mechanical systems
US8744825B2 (en) * 2012-02-13 2014-06-03 Livermore Software Technology Corp. Element refinement methods and systems in arbitrary lagrangian-eulerian (ALE) based finite element analysis
EP2894564A1 (en) * 2014-01-10 2015-07-15 Fujitsu Limited Job scheduling based on historical job data
WO2016151677A1 (ja) 2015-03-20 2016-09-29 株式会社日立製作所 解析支援装置及び解析支援方法並びに解析のメッシュ支援プログラム
JP6375066B2 (ja) * 2015-08-25 2018-08-15 株式会社日立製作所 解析支援システム及び解析支援方法
WO2017077609A1 (ja) * 2015-11-04 2017-05-11 富士通株式会社 構造解析方法、及び構造解析プログラム
JP6623851B2 (ja) 2016-03-08 2019-12-25 富士通株式会社 学習方法、情報処理装置および学習プログラム
US10193762B2 (en) 2016-08-11 2019-01-29 Rescale, Inc. Dynamic optimization of simulation resources
US20180247193A1 (en) 2017-02-24 2018-08-30 Xtract Technologies Inc. Neural network training using compressed inputs
US11132473B2 (en) * 2017-08-30 2021-09-28 Apriori Technologies, Inc. Manufacturing design modification system
US20210019189A1 (en) * 2018-04-18 2021-01-21 Landmark Graphics Corporation Methods and systems to determine and optimize reservoir simulator performance in a cloud computing environment
JP2021534522A (ja) 2018-08-10 2021-12-09 オンスケール，インコーポレイテッド 有限要素解析のためのハイブリッドメッシュ化方法

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010198529A (ja) * 2009-02-27 2010-09-09 Nec Corp 実システムメモリ使用量概算方法及び装置
CN109918796A (zh) * 2019-03-11 2019-06-21 上海索辰信息科技有限公司 一种多学科协同仿真系统及方法

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117634101A (zh) * 2024-01-26 2024-03-01 杭州广立微电子股份有限公司 芯片表面形态确定方法、装置、计算机设备和存储介质
CN119783488A (zh) * 2025-03-13 2025-04-08 苏州数算软云科技有限公司 一种锻压仿真方法及相关装置

Also Published As

Publication number Publication date
JP2022553866A (ja) 2022-12-26
CA3157588A1 (en) 2021-05-14
BR112022008851A2 (pt) 2022-08-23
KR20220103739A (ko) 2022-07-22
EP4055512A1 (en) 2022-09-14
WO2021092366A1 (en) 2021-05-14
US12400055B2 (en) 2025-08-26
JP7676383B2 (ja) 2025-05-14
AU2020378413A1 (en) 2022-06-23
EP4055512A4 (en) 2023-11-22
US20210133378A1 (en) 2021-05-06

Similar Documents

Publication Publication Date Title
JP7676383B2 (ja) シミュレーションの計算コストの推定のための方法およびシステム
JP7773536B2 (ja) 計算シミュレーションデータからの機械学習モデルの自動生成
CN112529069A (zh) 一种半监督节点分类方法、系统、计算机设备和存储介质
WO2020209860A1 (en) Leveraging lagging gradients in machine-learning model training
AU2019451945B2 (en) Dynamic image resolution assessment
CN117215728A (zh) 一种基于代理模型的仿真模拟方法、装置及电子设备
CN114072809A (zh) 经由神经架构搜索的小且快速的视频处理网络
Danglade et al. A priori evaluation of simulation models preparation processes using artificial intelligence techniques
JP2025149922A (ja) メッシュ微細化
Maljovec et al. Adaptive sampling with topological scores
CN120524906B (zh) 基于模型预测控制的电路优化方法、系统、装置和介质
CN121415943A (zh) 一种适用于两相结构合金的微观组织映射建模和力学仿真方法
KR20180056013A (ko) 나노 물질의 독성을 예측하는 방법 및 장치
CN121256359A (zh) 主体结构设计模型的训练方法、主体结构生成方法
EP4736054A1 (en) Predicting feasible designs for a physical system
CN118468958A (zh) 用于训练硬件度量预测器的改进方法
CN117113818A (zh) 微架构设计空间探索方法、装置和计算机设备
CN118709499B (zh) 数据处理方法、装置、设备、可读存储介质和计算机程序产品
Lutheran et al. Physics-Informed Transformer for Real-Time High-Fidelity Topology Optimization
EP4300361A1 (en) Methods and systems for optimizing a peak memory usage of an artificial neural network graph
Oliveira Deep Learning for enhancing CFD methods
CN120126582A (zh) 一种空间转录组数据的三维重构方法、装置、设备及存储介质
CN117974822A (zh) 图像生成方法、装置、计算机设备和存储介质
CN118350104A (zh) 基于多因素耦合作用的路面抗滑性能评估方法及装置
CN120893892A (zh) 一种针对复杂航空产品装配过程质量问题溯源与预警方法

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination