The role of statistics in data-centric engineering

被引：13
作者：
Lau, F. Din-Houn [1 ,2 ]
Adams, Niall M. [1 ,4 ]
Girolami, Mark A. [1 ,2 ]
Butler, Liam J. [3 ]
Elshafie, Mohammed Z. E. B. [3 ,5 ]
机构：
[1] Imperial Coll London, Dept Math, London, England
[2] Alan Turing Inst, Lloyds Register Fdn Programme Data Centr Engn, London, England
[3] Univ Cambridge, Dept Engn, Cambridge Ctr Smart Infrastruct & Construct, Cambridge, England
[4] Imperial Coll London, Data Sci Inst, London, England
[5] Qatar Univ, Dept Civil & Architectural Engn, Doha, Qatar
来源：
STATISTICS & PROBABILITY LETTERS | 2018年 / 136卷
基金：
英国工程与自然科学研究理事会; “创新英国”项目;
关键词：
Big data; Data-centric engineering; Digital twin; Fibre-optic sensor; Instrumented infrastructure; Statistics; MOVING LOADS; FOUNDATION; BEAM;
D O I：
10.1016/j.spl.2018.02.035
中图分类号：
O21 [概率论与数理统计]; C8 [统计学];
学科分类号：
020208 ; 070103 ; 0714 ;
摘要：
We explore the role of statistics for Big Data analysis arising from the emerging field of Data-Centric Engineering. Using examples related to sensor-instrumented bridges, we highlight a number of issues and challenges. These are broadly categorised as relating to uncertainty, latent-structure modelling, and the synthesis of statistical models and abstract physical models. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码：58 / 62
页数：5
相关论文
共 50 条
  • [31] Data-Centric Helicopter Failure Anticipation: The MGB Oil Pressure Virtual Sensor Case
    Daouayry, Nassia
    Mechouche, Ammar
    Maisonneuve, Pierre-Loic
    Scuturici, Vasile-Marian
    Petit, Jean-Marc
    2019 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2019, : 1784 - 1793
  • [32] Data-centric Middleware based Digital Twin Platform for Dependable Cyber-Physical Systems
    Yun, Seongjin
    Park, Jun-Hong
    Kim, Won-Tae
    2017 NINTH INTERNATIONAL CONFERENCE ON UBIQUITOUS AND FUTURE NETWORKS (ICUFN 2017), 2017, : 922 - 926
  • [33] Data-centric approaches in the Internet of Vehicles: A systematic review on techniques, open issues, and future directions
    Partovi, Zahra
    Zarei, Mani
    Rahmani, Amir Masoud
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2023, 36 (03)
  • [34] From Big Data to Smart Data-centric Software Architectures for City Analytics: the case of the PELL Smart City Platform
    Ali, Mubashir
    Scandurra, Patrizia
    Moretti, Fabio
    Blaso, Laura
    Leccisi, Mariagrazia
    Leccese, Fabio
    2021 IEEE INTERNATIONAL CONFERENCE ON SMART DATA SERVICES (SMDS 2021), 2021, : 95 - 104
  • [35] THE DATA JOURNEY FRAMEWORK: PROPOSAL OF FORMAL REPRESENTATION OF DATA AGENTS, ASSETS, AND STATES FROM DATA GENERATION TO DATA SERVING IN A DATA-CENTRIC OPERATING ENVIRONMENT
    Surkus-castro, Alexandre
    Deschamps, Fernando
    De Lima, Edson Pinheiro
    Sarria, Deborah
    Neto, Anis Assad
    Da Costa, Sergio Gouvea
    ACTA TECHNICA NAPOCENSIS SERIES-APPLIED MATHEMATICS MECHANICS AND ENGINEERING, 2023, 66 : 187 - 192
  • [36] IoT-Driven Enhancement of Hydroponic Fertilization Efficiency Through Machine Learning: A Data-Centric Strategy
    Patel, Juhi
    Bhatt, Tejaskumar
    Joshi, Aditi
    2024 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT CYBER PHYSICAL SYSTEMS AND INTERNET OF THINGS, ICOICI 2024, 2024, : 298 - 302
  • [37] Architecture for data-centric and semantic-enhanced industrial metaverse: Bridging physical factories and virtual landscape
    Tu, Xinyi
    Ala-Laurinaho, Riku
    Yang, Chao
    Autiosalo, Juuso
    Tammi, Kari
    JOURNAL OF MANUFACTURING SYSTEMS, 2024, 74 : 965 - 979
  • [38] Data-centric public services as potential source of policy knowledge. Can "design for policy" help?
    Leoni, Francesco
    Carraro, Martina
    McAuliffe, Erin
    Maffei, Stefano
    TRANSFORMING GOVERNMENT- PEOPLE PROCESS AND POLICY, 2023, 17 (03) : 399 - 411
  • [39] Value creation in data-centric B2B platforms: A model based on multiple case studies
    Mancuso, Ilaria
    Petruzzelli, Antonio Messeni
    Panniello, Umberto
    INDUSTRIAL MARKETING MANAGEMENT, 2024, 119 : 1 - 14
  • [40] Consideration and Disclosure of Group Risks in Genomics and Other Data-Centric Research: Does the Common Rule Need Revision?
    Chapman, Carolyn Riley
    Quinn, Gwendolyn P.
    Natri, Heini M.
    Berrios, Courtney
    Dwyer, Patrick
    Owens, Kellie
    Heraty, Siofra
    Caplan, Arthur L.
    AMERICAN JOURNAL OF BIOETHICS, 2025, 25 (02) : 47 - 60
12345