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로봇팔을 지닌 물류용 자율주행 전기차 플랫폼 개발

Development of Autonomous Driving Electric Vehicle for Logistics with a Robotic Arm

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초록

In this paper, the development of an autonomous electric vehicle for logistics with a robotic arm is introduced. The manual driving electric vehicle was converted into an electric vehicle platform capable of autonomous driving. For autonomous driving, an encoder is installed on the driving wheels, and an electronic power steering system is applied for automatic steering. The electric vehicle is equipped with a lidar sensor, a depth camera, and an ultrasonic sensor to recognize the surrounding environment, create a map, and recognize the vehicle location. The odometry was calculated using the bicycle motion model, and the map was created using the SLAM algorithm. To estimate the location of the platform based on the generated map, AMCL algorithm using Lidar was applied. A user interface was developed to create and modify a waypoint in order to move a predetermined place according to the logistics process. An A-star-based global path was generated to move to the destination, and a DWA- based local path was generated to trace the global path. The autonomous electric vehicle developed in this paper was tested and its utility was verified in a warehouse.

Abstract

In this paper, the development of an autonomous electric vehicle for logistics with a robotic arm is introduced. The manual driving electric vehicle was converted into an electric vehicle platform capable of autonomous driving. For autonomous driving, an encoder is installed on the driving wheels, and an electronic power steering system is applied for automatic steering. The electric vehicle is equipped with a lidar sensor, a depth camera, and an ultrasonic sensor to recognize the surrounding environment, create a map, and recognize the vehicle location. The odometry was calculated using the bicycle motion model, and the map was created using the SLAM algorithm. To estimate the location of the platform based on the generated map, AMCL algorithm using Lidar was applied. A user interface was developed to create and modify a waypoint in order to move a predetermined place according to the logistics process. An A-star-based global path was generated to move to the destination, and a DWA- based local path was generated to trace the global path. The autonomous electric vehicle developed in this paper was tested and its utility was verified in a warehouse.

참고문헌 (11)

  1. T. H. Lee, "Logistics Industry Outlook and Tasks in 2022", Monthly KOTI Magazine on Transport, 286, pp.30~37 (2021)
  2. Jonay Toledo, "Improving Odometric Accuracy for an Autonomous Electric Cart", Sensors, 18(1), pp.200~ (2018), MDPI AG[DOI]
  3. 박세준, "무인 물류이송을 위한 위치인식센서 기반 지능형 이동로봇의 설계에 관한 연구", 한국정보기술학회논문지, 11(9), pp.7~13 (2013), 한국정보기술학회
  4. S. H. Kim, "LiDAR-Based Smart Logistics Robot", Symposium of the Korean Institute of communications and Information Sciences, pp.995~996 (2021)
  5. Philip Polack, "The kinematic bicycle model: A consistent model for planning feasible trajectories for autonomous vehicles?", 2017 IEEE Intelligent Vehicles Symposium (IV) (2017), IEEE[DOI]
  6. H. Durrant-Whyte, "Simultaneous localization and mapping: part I", IEEE Robotics & Automation Magazine, 13(2), pp.99~110 (2006), Institute of Electrical and Electronics Engineers (IEEE)[DOI]
  7. M. Quigley, "ROS: an opensource Robot Operating System", ICRA workshop on open source software (2009)
  8. B. L. E. A. Balasuriya, "Outdoor robot navigation using Gmapping based SLAM algorithm", Moratuwa Engineering Research Conference (MERCon) (2016)
  9. Ming-An Chung, "An Improved Localization of Mobile Robotic System Based on AMCL Algorithm", IEEE Sensors Journal, 22(1), pp.900~908 (2022), Institute of Electrical and Electronics Engineers (IEEE)[DOI]
  10. František Duchoň, "Path Planning with Modified a Star Algorithm for a Mobile Robot", Procedia Engineering, 96, pp.59~69 (2014), Elsevier BV[DOI]
  11. M. Pittner, "Systematic Analysis of Global and Local Planners for Optimal Trajectory Planning", ISR 2018; 50th International Symposium on Robotics (2018)

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