Experimenting With Sensors of a Low-Cost Prototype of an Autonomous Vehicle

被引:13
|
作者
El-Hassan, Fadi T. [1 ]
机构
[1] Al Ain Univ, Coll Engn, Al Ain, U Arab Emirates
关键词
Sensors; Autonomous vehicles; Laser radar; Roads; Acoustics; Prototypes; Object detection; collision avoidance; color sensor; Internet of Things; object detection; lane detection; LiDAR; microcontroller; smart cities; LANE DETECTION; TRACKING; ROAD;
D O I
10.1109/JSEN.2020.3006086
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
Autonomous vehicles are sought to be integral in smart cities. However, should those vehicles be equipped with high-cost sensors? Would the use of low-cost sensors on autonomous vehicles makes them effectively workable over a long period of time? The question of how effective low-cost sensors can be for the proper functionality of autonomous vehicles is addressed in this paper. We have built a small-size prototype of an autonomous vehicle, where low-cost sensors were employed. Then, we have done experimental tests on the vehicle and its sensors, with the features of object detection and response through collision avoidance, traffic lights detection and adequate response, lane detection and lane-keeping response, and end of route detection and stopping response. Our experimental results show that low-cost sensors perform well with carefully-prepared road conditions, but they can be a challenge for operation on real-world roads. Based on our testing experience and on the faced challenges, we share our findings as well as our recommendations with the research community. Therefore, this paper provides insights toward reliable and workable real-world low-cost autonomous vehicles.
引用
收藏
页码:13131 / 13138
页数:8
相关论文
共 50 条
  • [31] A Low-Cost Communication-Based Autonomous Underwater Vehicle Positioning System
    Garin, Raphael
    Bouvet, Pierre-Jean
    Tomasi, Beatrice
    Forjonel, Philippe
    Vanwynsberghe, Charles
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2024, 12 (11)
  • [32] Folaga: A low-cost autonomous underwater vehicle combining glider and AUV capabilities
    Alvarez, A.
    Caffaz, A.
    Caiti, A.
    Casalino, G.
    Gualdesi, L.
    Turetta, A.
    Viviani, R.
    OCEAN ENGINEERING, 2009, 36 (01) : 24 - 38
  • [33] Development and Evaluation of a Low-Cost Autonomous Surface Vehicle for Environmental Measurement Tasks
    Cassens, Tobias
    Schweer, Leon
    Tholen, Christoph
    Burger, Alexandra
    Wellhausen, Jens
    OCEANS 2019 - MARSEILLE, 2019,
  • [34] GPS/Low-Cost IMU/Onboard Vehicle Sensors Integrated Land Vehicle Positioning System
    Gao, Jianchen
    Petovello, Mark G.
    Cannon, M. Elizabeth
    EURASIP JOURNAL ON EMBEDDED SYSTEMS, 2007, (01)
  • [35] Vehicle Tracking for an Evasive Manoeuvres Assistant Using Low-Cost Ultrasonic Sensors
    Jimenez, Felipe
    Naranjo, Jose E.
    Gomez, Oscar
    Anaya, Jose J.
    SENSORS, 2014, 14 (12) : 22689 - 22705
  • [36] Reliable vehicle sideslip angle fusion estimation using low-cost sensors
    Li, Xu
    Song, Xiang
    Chan, Chingyao
    MEASUREMENT, 2014, 51 : 241 - 258
  • [37] Development of Low-Cost Autonomous Robot
    Khan, Sanjha
    Daudpoto, Jawaid
    2019 INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS CONFERENCE (ASYU), 2019, : 160 - 165
  • [38] Autonomous Construction of a Mountain Terrain Map Using Low-cost Sensors and Group Information
    Lee, Sungnam
    Mengliev, Sanjar
    Chon, Yohan
    Ha, Rhan
    Cha, Hojung
    2013 IEEE MILITARY COMMUNICATIONS CONFERENCE (MILCOM 2013), 2013, : 328 - 333
  • [39] Tree Detection With Low-Cost Three-Dimensional Sensors for Autonomous Navigation in Orchards
    Durand-Petiteville, Adrien
    Le Flecher, Emile
    Cadenat, Viviane
    Sentenac, Thierry
    Vougioukas, Stavros
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2018, 3 (04): : 3876 - 3883
  • [40] An Autonomous Lane-level Road Map Building using Low-cost Sensors
    Jo, Yongwoo
    Han, Seung-Jun
    Kang, Jungyu
    Lee, Dongjin
    Min, Kyoungwook
    Choi, Jeongdan
    ELEVENTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2018), 2019, 11041