Road roughness estimation through smartphone-measured acceleration

被引:13
作者
Opara, Karol R. [1 ,2 ]
Brzezinski, Karol [2 ,3 ]
Bukowicki, Marek [2 ]
Kaczmarek-Majer, Katarzyna [1 ]
机构
[1] Polish Acad Sci, Syst Res Inst, Warsaw, Poland
[2] Heller Consult, Warsaw, Poland
[3] Warsaw Univ Technol, Fac Civil Engn, Warsaw, Poland
关键词
Roads; Mathematical model; Vibrations; Rough surfaces; Smart phones; Sensors; Data models; VEHICLES; MODEL;
D O I
10.1109/MITS.2021.3049382
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Driving on an uneven road causes vibration of the vehicle. These vibrations affect the comfort of the road users but also convey information about the road profile. This study demonstrates the feasibility, accuracy, and repeatability of the accelerometer system for pavement evaluation that computes the international roughness index (IRI) using multiple smartphones to collect data. It uses quarter-car and half-car suspension models calibrated through rides on speed bumps or a section with a known profile. We report on a field test with eight runs over an 18.6-km route of urban asphalt roads. The correlation of our results with the reference laser profilometer IRI oscillates around 0.7 for a single measurement and reaches 0.85 in the case of using multiple sensors and repeated rides. We also demonstrate that inaccuracies in the spatial attribution of the road localization are a similarly important source of errors as the uncertainty related to mechanical models. © 2009-2012 IEEE.
引用
收藏
页码:209 / 220
页数:12
相关论文
共 59 条
  • [1] The vibrations induced by surface irregularities in road pavements - a Matlab® approach
    Agostinacchio, M.
    Ciampa, D.
    Olita, S.
    [J]. EUROPEAN TRANSPORT RESEARCH REVIEW, 2014, 6 (03) : 267 - 275
  • [2] Alessandroni G, 2015, INT SYMP IMAGE SIG, P270, DOI 10.1109/ISPA.2015.7306071
  • [3] Aly H, 2017, ACM TRANS SPAT ALGOR, V3, DOI 10.1145/3085575
  • [4] semMatch: Road Semantics-based Accurate Map Matching for Challenging Positioning Data
    Aly, Heba
    Youssef, Moustafa
    [J]. 23RD ACM SIGSPATIAL INTERNATIONAL CONFERENCE ON ADVANCES IN GEOGRAPHIC INFORMATION SYSTEMS (ACM SIGSPATIAL GIS 2015), 2015,
  • [5] [Anonymous], 2014, EU ROAD SURF EC SAF
  • [6] [Anonymous], 2015, DIAGNOSTYKA STANU NA
  • [7] [Anonymous], 2015, AE192608 AM SOC TEST
  • [8] [Anonymous], 2006, geanderter und korrigierter Nachdruck 2018 unter Berucksichtigung des BMV ARS 6/2018
  • [9] [Anonymous], P 2017 IEEE INT C PE, DOI DOI 10.1109/PERCOM.2017.7917868
  • [10] [Anonymous], 2014, ROAD ASS MAN ERF POS