Some Challenges and Opportunities in Reliability Engineering

被引:146
|
作者
Zio, Enrico [1 ,2 ]
机构
[1] Univ Paris Saclay, CentraleSupelec, Fdn Elect France, Chair Syst Sci & Energet Challenge, F-92295 Chatenay Malabry, France
[2] Politecn Milan, Dipartimento Energia, I-20133 Milan, Italy
关键词
Accelerated degradation testing (ADT); degradation modeling; dependent degradation; distributed prognostics; evolving environment (EE); fleet prognostics; multi-state system reliability; piecewise deterministic Markov process (PDMP); physics-based models (PBMs); prognostic performance indicator (PPI); prognostics and health management (PHM); random shocks; return of investment; PHASED-MISSION SYSTEMS; INVERSE GAUSSIAN PROCESS; COMPETING FAILURE PROCESSES; ACCELERATED LIFE TESTS; STOCHASTIC PETRI NETS; MODEL UNCERTAINTY; DEGRADATION ANALYSIS; MAINTENANCE POLICY; HEALTH MANAGEMENT; MARKOV MODEL;
D O I
10.1109/TR.2016.2591504
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Today's fast-pace evolving and digitalizing World is posing new challenges to reliability engineering. On the other hand, the continuous advancement of technical knowledge and the increasing capabilities of monitoring and computing offer opportunities for new developments in reliability engineering. In this paper, I reflect on some of these challenges and opportunities in research and application. The underlying perspective taken stands on the following: The belief that the knowledge, information, and data (KID) available for the modeling, computations, and analyses done in reliability engineering is substantially grown and continue to do so; The belief that the technical capabilities for reliability engineering have been significantly advanced; The recognition of the increased complexity of the systems, nowadays more and more made of heterogeneous, highly interconnected elements. In line with this perspective, opportunities and challenges for reliability engineering are discussed in relation to degradation modeling and integration of multistate and physics-based models therein, accelerated degradation testing, component-, system-and fleet-wide prognostics and health management in evolving environments. The paper is not a review, nor a state of the art work, but rather it offers a vision of reflection on reliability engineering, for consideration and discussion by the interested scientific community. It does not pretend to give the unique view, nor to be complete in the subject discussed and the related literature referenced to.
引用
收藏
页码:1769 / 1782
页数:14
相关论文
共 50 条
  • [41] Glove Manufacturing: Opportunities and Challenges in Control Engineering
    Tan, Ai Hui
    IFAC PAPERSONLINE, 2022, 55 (01): : 872 - 877
  • [42] Chemical engineering in Latin American: Challenges and opportunities
    Segovia-Hernandez, Juan Gabriel
    Hernandez, Salvador
    CHEMICAL ENGINEERING RESEARCH & DESIGN, 2023, 190 : 333 - 334
  • [43] Big Data in Engineering: Opportunities, Challenges, and Applications
    Sattler, Kai-Uwe
    ADVANCES IN ENGINEERING RESEARCH AND APPLICATION, 2019, 63 : 4 - 4
  • [44] Engineering and physical sciences in oncology: challenges and opportunities
    Mitchell, Michael J.
    Jain, Rakesh K.
    Langer, Robert
    NATURE REVIEWS CANCER, 2017, 17 (11) : 659 - 675
  • [46] Software Engineering for the Connected Automobiles: Opportunities and Challenges
    Aoyama, Mikio
    39TH ANNUAL IEEE COMPUTERS, SOFTWARE AND APPLICATIONS CONFERENCE (COMPSAC 2015), VOL 2, 2015, : 1 - 1
  • [47] Opportunities and challenges of quality engineering for additive manufacturing
    Colosimo, Bianca M.
    Huang, Qiang
    Dasgupta, Tirthankar
    Tsung, Fugee
    JOURNAL OF QUALITY TECHNOLOGY, 2018, 50 (03) : 233 - 252
  • [48] Surfing the AIWave in Software Engineering: Opportunities and Challenges
    Novielli, Nicole
    PROCEEDINGS OF 2024 28TH INTERNATION CONFERENCE ON EVALUATION AND ASSESSMENT IN SOFTWARE ENGINEERING, EASE 2024, 2024, : 6 - 6
  • [49] The Future of Engineering Education: Current Challenges and Opportunities
    Brito, Claudio R.
    Ciampi, Melany M.
    Feldgen, Maria
    Clua, Osvaldo
    Santos, Henrique D.
    Barros, Victor A.
    2021 IEEE WORLD CONFERENCE ON ENGINEERING EDUCATION (EDUNINE), 2021,
  • [50] Opportunities and challenges for a Golden Age of chemical engineering
    Phillip R.WESTMORELAND
    Frontiers of Chemical Science and Engineering, 2014, 8 (01) : 1 - 7