A review of intelligent methods of health assessment technology

被引:1
|
作者
Liu, Diyi [1 ]
Peng, Linyuan [1 ]
Zhao, Zhiyao [1 ]
机构
[1] Beijing Technol & Business Univ, Sch Artificial Intelligence, 11-33 FuCheng Rd, Beijing 100048, Peoples R China
来源
INTELLIGENCE & ROBOTICS | 2023年 / 3卷 / 03期
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
Prognostics and health management; health assessment; intelligent methods; industrial systems; USEFUL LIFE PREDICTION; PROCESS FAULT-DETECTION; LITHIUM-ION BATTERIES; PARTICLE FILTER; RELIABILITY PREDICTION; RESIDUAL GENERATION; QUANTITATIVE MODEL; DIAGNOSIS; PROGNOSTICS; PERFORMANCE;
D O I
10.20517/ir.2023.16
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The core technology of prognostics and health management, a key technology that detects system anomalies, is health assessment, which analyzes and diagnoses the current system working status and quantitatively assesses the health of the system. This paper reviews the development of health assessment technology in recent years from three aspects: health definition, health assessment indicators, and health assessment approaches. In terms of health definition, this paper summarizes three common definition methods. Health assessment indicators are reviewed from four levels: process variables, data features, residuals, and fusion indicators. Finally, health assessment approaches are divided into model-based, data-driven, and fusion approaches. Concerning the data- driven approach, rapidly developing health assessment research based on an intelligent approach is discussed. The paper also compares various approaches and identifies the current challenges and development prospects of this technology.
引用
收藏
页码:355 / 373
页数:19
相关论文
共 50 条
  • [21] Review of methods and tools applied in Technology Assessment literature
    Tran, Thien A.
    PICMET '07: PORTLAND INTERNATIONAL CENTER FOR MANAGEMENT OF ENGINEERING AND TECHNOLOGY, VOLS 1-6, PROCEEDINGS: MANAGEMENT OF CONVERGING TECHNOLOGIES, 2007, : 1651 - 1660
  • [22] A review on development of intelligent health management technology for spacecraft control systems
    Yuan L.
    Wang S.
    Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica, 2021, 42 (04):
  • [23] Objectives, Methods, and Challenges of Applying Intelligent Assessment in Education: A systematic review
    Kuang, Yuanyuan
    Tang, Ying
    Xie, Tao
    2024 INTERNATIONAL SYMPOSIUM ON EDUCATIONAL TECHNOLOGY, ISET, 2024, : 185 - 190
  • [24] A Review of NICE Methods and Processes Across Health Technology Assessment Programmes: Why the Differences and What is the Impact?
    Emma Cowles
    Grace Marsden
    Amanda Cole
    Nancy Devlin
    Applied Health Economics and Health Policy, 2017, 15 : 469 - 477
  • [25] Methods to Elicit Probability Distributions from Experts: A Systematic Review of Reported Practice in Health Technology Assessment
    Bogdan Grigore
    Jaime Peters
    Christopher Hyde
    Ken Stein
    PharmacoEconomics, 2013, 31 : 991 - 1003
  • [26] Methods to Elicit Probability Distributions from Experts: A Systematic Review of Reported Practice in Health Technology Assessment
    Grigore, Bogdan
    Peters, Jaime
    Hyde, Christopher
    Stein, Ken
    PHARMACOECONOMICS, 2013, 31 (11) : 991 - 1003
  • [27] A Review of NICE Methods and Processes Across Health Technology Assessment Programmes: Why the Differences and What is the Impact?
    Cowles, Emma
    Marsden, Grace
    Cole, Amanda
    Devlin, Nancy
    APPLIED HEALTH ECONOMICS AND HEALTH POLICY, 2017, 15 (04) : 469 - 477
  • [28] Health technology assessment of diagnostic tests: a state of the art review of methods guidance from international organizations
    di Ruffano, Lavinia Ferrante
    Harris, Isobel M.
    Zhelev, Zhivko
    Davenport, Clare
    Mallett, Sue
    Peters, Jamie
    Takwoingi, Yemisi
    Deeks, Jon
    Hyde, Chris
    INTERNATIONAL JOURNAL OF TECHNOLOGY ASSESSMENT IN HEALTH CARE, 2023, 39 (01)
  • [29] The NICE ADHD health technology assessment: A review and critique
    Schlander M.
    Child and Adolescent Psychiatry and Mental Health, 2 (1)
  • [30] Health technology assessment of biosimilars worldwide: a scoping review
    Bruna de Oliveira Ascef
    Ana Carolina de Freitas Lopes
    Patrícia Coelho de Soárez
    Health Research Policy and Systems, 18