학술논문

Towards a Reliable Monitoring Robot for Mountain Vineyards
Document Type
Conference
Source
2015 IEEE International Conference on Autonomous Robot Systems and Competitions Autonomous Robot Systems and Competitions (ICARSC), 2015 IEEE International Conference on. :37-43 Apr, 2015
Subject
Components, Circuits, Devices and Systems
Computing and Processing
Robotics and Control Systems
Signal Processing and Analysis
Robot kinematics
Feature extraction
Global Positioning System
Simultaneous localization and mapping
Monitoring
Agricultural Robotics
SLAM
Natural Features
Mountain
Language
Abstract
Crop monitoring and harvesting by ground robots on mountain vineyards is an intrinsically complex challenge, due to two main reasons: harsh conditions of the terrain and reduced time availability and unstable localization accuracy of the GPS system. In this paper is presented a cost effective robot that can be used on these mountain vineyards for crop monitoring tasks. Also it is explored a natural vineyard feature as the input of a standard 2D simultaneous localization and mapping approach (SLAM) for feature-based map extraction. In order to be possible to evaluate these natural features for mapping and localization purposes, a virtual scenario under ROS/Gazebo has been built and described. A low cost artificial landmark and an hybrid SLAM is proposed to increase the localization accuracy, robustness and redundancy on these mountain vineyards. The obtained results, on the simulation framework, validates the use of a localization system based on natural mountain vineyard features.