Data-centric Engineering: integrating simulation, machine learning and statistics. Challenges and opportunities

被引:0
|
作者
Pan, Indranil [1 ,2 ]
Mason, Lachlan R. [1 ,2 ]
Matar, Omar K. [1 ]
机构
[1] Imperial College London, SW7 2AZ, UK, United Kingdom
[2] The Alan Turing Institute, NW1 2DB, UK, United Kingdom
基金
英国工程与自然科学研究理事会;
关键词
Cloud technologies - Data centric - Data clouds - Data storage technology - Data-centric engineering - Low-costs - Multi-disciplinary research - Research activities - Sensors data - Simop;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [21] Data-centric security: Integrating data privacy and data security
    Hennessy, Shawn D.
    Lauer, George D.
    Zunic, Nev
    Gerber, Benjamin
    Nelson, Adam C.
    IBM Journal of Research and Development, 2009, 53 (02):
  • [22] Better, Not Just More: Data-centric machine learning for Earth observation
    Roscher, Ribana
    Russwurm, Marc
    Gevaert, Caroline
    Kampffmeyer, Michael
    Dos Santos, Jefersson A.
    Vakalopoulou, Maria
    Haensch, Ronny
    Hansen, Stine
    Nogueira, Keiller
    Prexl, Jonathan
    Tuia, Devis
    IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2024, 12 (04) : 335 - 355
  • [23] Data-centric approach to improve machine learning models for inorganic materials
    Bartel, Christopher J.
    PATTERNS, 2021, 2 (11):
  • [24] Machine Learning for Failure Management in Microwave Networks: A Data-Centric Approach
    Di Cicco, Nicola
    Ibrahimi, Memedhe
    Musumeci, Francesco
    Bruschetta, Federica
    Milano, Michele
    Passera, Claudio
    Tornatore, Massimo
    IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2024, 21 (05): : 5420 - 5431
  • [25] Systematic review of data-centric approaches in artificial intelligence and machine learning
    Singh P.
    Data Science and Management, 2023, 6 (03): : 144 - 157
  • [26] Navigating Data-Centric Artificial Intelligence with DC-Check: Advances, Challenges, and Opportunities
    Seedat N.
    Imrie F.
    Van Der Schaar M.
    IEEE Transactions on Artificial Intelligence, 2024, 5 (06): : 2589 - 2603
  • [27] Data-Centric Graph Learning: A Survey
    Guo, Yuxin
    Bo, Deyu
    Yang, Cheng
    Lu, Zhiyuan
    Zhang, Zhongjian
    Liu, Jixi
    Peng, Yufei
    Shi, Chuan
    IEEE TRANSACTIONS ON BIG DATA, 2025, 11 (01) : 1 - 20
  • [28] A data-centric distributed framework for engineering design
    Chen, B
    Liu, DJ
    Mahdavi, B
    Zhou, Q
    Bouhemhem, D
    Ndiaye, A
    Guibault, F
    Ozell, B
    Pelletier, D
    Trépanier, JY
    48TH ANNUAL CONFERENCE OF THE CANADIAN AERONAUTICS AND SPACE INSTITUTE, PROCEEDINGS: CANADIAN AERONAUTICS-STAYING COMPETITIVE IN GLOBAL MARKETS, 2001, : 89 - 96
  • [29] Model and data-centric machine learning algorithms to address data scarcity for failure identification
    Khan, Lareb Zar
    Pedro, Joao
    Costa, Nelson
    Sgambelluri, Andrea
    Napoli, Antonio
    Sambo, Nicola
    JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING, 2024, 16 (03) : 369 - 381
  • [30] A Data-Centric Reinforcement Learning Approach for Self-Updating Machine Learning Models
    Sack, Mandy
    OPEN ARCHITECTURE/OPEN BUSINESS MODEL NET-CENTRIC SYSTEMS AND DEFENSE TRANSFORMATION 2022, 2022, 12119