Review of Non-Destructive Civil Infrastructure Evaluation for Bridges: State-of-the-Art Robotic Platforms, Sensors and Algorithms

被引:79
|
作者
Ahmed, Habib [1 ]
La, Hung Manh [1 ]
Gucunski, Nenad [2 ]
机构
[1] Univ Nevada, Dept Comp Sci & Engn, Adv Robot & Automat Lab, Reno, NV 89512 USA
[2] Rutgers State Univ, Dept Civil & Environm Engn, Piscataway, NJ 08854 USA
基金
美国国家科学基金会;
关键词
non-destructive evaluation (NDE); structural health monitoring (SHM); electric resistivity (ER) sensors; ground-penetrating radar (GPR); infrared (IR) thermography; impact echo (IE); NDE sensor fusion; convolutional neural network (CNNs); concrete crack detection; rebar detection and localization; GROUND-PENETRATING RADAR; CONVOLUTIONAL NEURAL-NETWORKS; DIGITAL IMAGE CORRELATION; AUTOMATIC CRACK DETECTION; NDE DATA FUSION; DAMAGE DETECTION; INFRARED THERMOGRAPHY; LANDMINE DETECTION; COMPUTER VISION; REFLECTION HYPERBOLAS;
D O I
10.3390/s20143954
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The non-destructive evaluation (NDE) of civil infrastructure has been an active area of research in recent decades. The traditional inspection of civil infrastructure mostly relies on visual inspection using human inspectors. To facilitate this process, different sensors for data collection and techniques for data analyses have been used to effectively carry out this task in an automated fashion. This review-based study will examine some of the recent developments in the field of autonomous robotic platforms for NDE and the structural health monitoring (SHM) of bridges. Some of the salient features of this review-based study will be discussed in the light of the existing surveys and reviews that have been published in the recent past, which will enable the clarification regarding the novelty of the present review-based study. The review methodology will be discussed in sufficient depth, which will provide insights regarding some of the primary aspects of the review methodology followed by this review-based study. In order to provide an in-depth examination of the state-of-the-art, the current research will examine the three major research streams. The first stream relates to technological robotic platforms developed for NDE of bridges. The second stream of literature examines myriad sensors used for the development of robotic platforms for the NDE of bridges. The third stream of literature highlights different algorithms for the surface- and sub-surface-level analysis of bridges that have been developed by studies in the past. A number of challenges towards the development of robotic platforms have also been discussed.
引用
收藏
页码:1 / 38
页数:38
相关论文
共 30 条
  • [1] A review on non-destructive evaluation of rails: state-of-the-art and future development
    Papaelias, M. Ph
    Roberts, C.
    Davis, C. L.
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART F-JOURNAL OF RAIL AND RAPID TRANSIT, 2008, 222 (04) : 367 - 384
  • [2] Non-destructive testing and evaluation of composite materials/structures: A state-of-the-art review
    Wang, Bing
    Zhong, Shuncong
    Lee, Tung-Lik
    Fancey, Kevin S.
    Mi, Jiawei
    ADVANCES IN MECHANICAL ENGINEERING, 2020, 12 (04)
  • [3] A Review on Non-destructive Evaluation of Civil Structures Using Magnetic Sensors
    Eslamlou, Armin Dadras
    Ghaderiaram, Aliakbar
    Fotouhi, Mohammad
    Schlangen, Erik
    EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING (EWSHM 2022), VOL 3, 2023, : 647 - 656
  • [4] Non-destructive testing of human teeth using microwaves: a state-of-the-art review
    Qi, Jinjin
    Li, Zhen
    JOURNAL OF ELECTRICAL ENGINEERING-ELEKTROTECHNICKY CASOPIS, 2023, 74 (01): : 40 - 47
  • [5] Application of photothermal beam deflection spectrometry for non-destructive evaluation of advanced materials: a state-of-the-art review
    Swapna, M. S.
    Sankararaman, S.
    Korte, D.
    LASER PHYSICS, 2024, 34 (11)
  • [6] Advancements in and Research on Coplanar Capacitive Sensing Techniques for Non-Destructive Testing and Evaluation: A State-of-the-Art Review
    Abdollahi-Mamoudan, Farima
    Ibarra-Castanedo, Clemente
    Maldague, Xavier P. V.
    SENSORS, 2024, 24 (15)
  • [7] Non-destructive evaluation and machine learning methods for inspection of spent nuclear fuel canisters: A state-of-the-art review
    Zhuang, Bozhou
    Arcaro, Anna
    Gencturk, Bora
    Meyer, Ryan
    Oberai, Assad
    Sinkov, Anton
    Good, Morris
    PROGRESS IN NUCLEAR ENERGY, 2025, 185
  • [8] THERMAL NON-DESTRUCTIVE TESTING: SHORT HISTORY, STATE-OF-THE-ART AND TRENDS
    VAVILOV, Vladimir
    10TH EUROPEAN CONFERENCE ON NON-DESTRUCTIVE TESTING 2010 (ECNDT), VOLS 1-5, 2010, : 6 - 10
  • [9] A comprehensive review of self-powered sensors in civil infrastructure: State-of-the-art and future research trends
    Salehi, Hadi
    Burgueno, Rigoberto
    Chakrabartty, Shantanu
    Lajnef, Nizar
    Alavi, Amir H.
    ENGINEERING STRUCTURES, 2021, 234
  • [10] Coplanar capacitive sensors and their applications in non-destructive evaluation: a review
    Mwelango, M.
    Zhu, T.
    Wen, K.
    Zhang, Z.
    Yuan, X.
    Li, W.
    Yin, X.
    NONDESTRUCTIVE TESTING AND EVALUATION, 2023, 38 (05) : 861 - 905