Experimental investigation on the use of multiple very low-cost inertial-based devices for comfort assessment and rail track monitoring

被引:8
|
作者
de Oliveira, Rafael Henrique [1 ]
Loprencipe, Giuseppe [2 ]
de Almeida Filho, Flavio Guilherme Vaz [1 ]
Pissardini, Rodrigo de Sousa [1 ]
机构
[1] Univ Sao Paulo, Dept Transportat Engn, Polytech Sch, Ave Prof Almeida Prado, Travessa 2, Sao Paulo BR-830550801, Brazil
[2] Sapienza Univ, Dept Civil Constructional & Environm Engn, Via Eudossiana, 18, I-00184 Rome, Italy
关键词
Collective monitoring; Ride comfort analysis; Rail track monitoring; High-speed rail; Inertial Measurement Unit; Multi -sensor data fusion; ACCELERATIONS; VIBRATION; SYSTEM; TRAIN; ROAD;
D O I
10.1016/j.measurement.2022.111549
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The periodic rail track inspection is mandatory to ensure ride comfort and operational safety. However, con-ventional monitoring technologies have high costs, stimulating research on low-cost alternatives. In this regard, this paper presents the first experimental results on the use of multiple very low-cost sensors aboard trains for vibration monitoring, proposing a collective approach to provide more accurate and robust results. Nine devices comprising commercial-grade inertial sensors were tested in different distributions aboard a high-speed track recording train. Frequency weighted accelerations were calculated in accordance with ISO 2631 standard as comfort and indirect track quality index. As expected, vertical and lateral results were correlated with, respec-tively, track longitudinal level (range D1, maximum correlation coefficient of 0.86) and alignment (range D2, maximum correlation coefficient of 0.60), with numerically similar results when considering the fused signal. The collective approach's potential was proven as a result of the noise reduction and the discrepant sensor identification.
引用
收藏
页数:21
相关论文
共 47 条
  • [41] Design and experimental characterization of a low-cost, real-time, wireless AC monitoring system based on ATmega 328P-PU microcontroller
    Caruso, M.
    Di Tommaso, A. O.
    Miceli, R.
    Galluzzo, G. Ricco
    Romano, P.
    Schettino, G.
    Viola, F.
    2015 AEIT INTERNATIONAL ANNUAL CONFERENCE (AEIT), 2015,
  • [42] Modeling and implementation of a low-cost IoT-smart weather monitoring station and air quality assessment based on fuzzy inference model and MQTT protocol
    Mohamed Fahim
    Abderrahim El Mhouti
    Tarik Boudaa
    Abdeslam Jakimi
    Modeling Earth Systems and Environment, 2023, 9 : 4085 - 4102
  • [43] Modeling and implementation of a low-cost IoT-smart weather monitoring station and air quality assessment based on fuzzy inference model and MQTT protocol
    Fahim, Mohamed
    El Mhouti, Abderrahim
    Boudaa, Tarik
    Jakimi, Abdeslam
    MODELING EARTH SYSTEMS AND ENVIRONMENT, 2023, 9 (04) : 4085 - 4102
  • [44] Reinvigorating postpartum intrauterine contraceptive device use in Pakistan: an observational assessment of competency-based training of health providers using low-cost simulation models
    Zafar, Zonobia
    Habib, Hammad
    Kols, Adrienne
    Assad, Fauzia
    Lu, Enriquito R.
    Schuster, Anne
    BMC MEDICAL EDUCATION, 2019, 19 (1)
  • [45] Reinvigorating postpartum intrauterine contraceptive device use in Pakistan: an observational assessment of competency-based training of health providers using low-cost simulation models
    Zonobia Zafar
    Hammad Habib
    Adrienne Kols
    Fauzia Assad
    Enriquito R. Lu
    Anne Schuster
    BMC Medical Education, 19
  • [46] Low-Cost and Point-of-Use Sensing Device Based on 2D Diffusion-Controlled Colorimetric Sensing Array for Continuous and Multiplexed Air Pollution Monitoring
    Yu, Jingjing
    Ding, Wei
    Tsow, Francis
    Dixit, Chinmay Chandrakant
    Tipparaju, Vishal Varun
    Forzani, Erica
    Xian, Xiaojun
    ACS ES&T ENGINEERING, 2024, 4 (12): : 3118 - 3126
  • [47] A Low-cost Sentinel-2 Data and Rao's Q Diversity Index-based Application for Detecting, Assessing and Monitoring Coastal Land-cover/Land-use Changes at High Spatial Resolution
    Tassi, Andrea
    Gil, Artur
    JOURNAL OF COASTAL RESEARCH, 2020, : 1315 - 1319