Road anomaly estimation: Model based pothole detection

被引:0
|
作者
Li, Zhaojian [1 ]
Kolmanovsky, Ilya [1 ]
Atkins, Ella [1 ]
Lu, Jianbo [2 ]
Filev, Dimitar [2 ]
机构
[1] Univ Michigan, Dept Aerosp Engn, Ann Arbor, MI 48105 USA
[2] Ford Motor Co, Res & Adv Engn, Dearborn, MI 48121 USA
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes a model-based pothole detection algorithm that exploits a multi-phase dynamic model. The responses of hitting potholes are empirically broken down into three phases governed by three simpler dynamic system sub-models. Each sub-model is based on a rigid-ring tire and quarter-car suspension model. The model is validated by comparing simulation results over various scenarios with FTire, a commercial simulation software for tire-road interaction. Based on the developed model, a pothole detection algorithm with Unscented Kalman Filter (UKF) and Bayesian estimation is developed and demonstrated.
引用
收藏
页码:1315 / 1320
页数:6
相关论文
共 50 条
  • [41] Model-based road friction estimation
    Shim, T
    Margolis, D
    VEHICLE SYSTEM DYNAMICS, 2004, 41 (04) : 249 - 276
  • [42] Spatiotemporal Road Traffic Anomaly Detection: A Tensor-Based Approach
    Tisljaric, Leo
    Fernandes, Sofia
    Caric, Tonci
    Gama, Joao
    APPLIED SCIENCES-BASEL, 2021, 11 (24):
  • [43] Anomaly detection based on a dynamic Markov model
    Ren, Huorong
    Ye, Zhixing
    Li, Zhiwu
    INFORMATION SCIENCES, 2017, 411 : 52 - 65
  • [44] Anomaly detection based on a granular Markov model
    Zhou, Yanjun
    Ren, Huorong
    Li, Zhiwu
    Pedrycz, Witold
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 187
  • [45] Anomaly detection with density estimation
    Nachman, Benjamin
    Shih, David
    PHYSICAL REVIEW D, 2020, 101 (07)
  • [46] Road detection based on illuminant invariance and quadratic estimation
    Wang, Ende
    Li, Yong
    Sun, Anan
    Gao, Huashuai
    Yang, Jingchao
    Fang, Zheng
    OPTIK, 2019, 185 : 672 - 684
  • [47] A Scalable and Generalized Deep Ensemble Model for Road Anomaly Detection in Surveillance Videos
    Natha, Sarfaraz
    Jokhio, Fareed A.
    Laghari, Mehwish
    Siraj, Mohammad
    Alsaif, Saif A.
    Ashraf, Usman
    Ali, Asghar
    CMC-COMPUTERS MATERIALS & CONTINUA, 2024, 81 (03): : 3707 - 3729
  • [48] Pothole Detection Based on the Features of Intensity and Motion
    Jo, Youngtae
    Ryu, Seung-Ki
    Kim, Young-Ro
    TRANSPORTATION RESEARCH RECORD, 2016, (2595) : 18 - 28
  • [49] Robustly unstructured road detection based on road distribution model
    Shang, Erke
    An, Xiangjing
    Wang, Yan
    Liu, Shuqiang
    Shi, Meiping
    He, Hangen
    PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), 2012, : 20 - 24
  • [50] Anomaly Detection Algorithm Based on Subspace Local Density Estimation
    Zhang, Chunkai
    Yin, Ao
    INTERNATIONAL JOURNAL OF WEB SERVICES RESEARCH, 2019, 16 (03) : 44 - 58