학술논문

Model-based Shape Analysis of Gas Concentration Gridmaps for Improved Gas Source Localisation
Document Type
Conference
Source
Proceedings of the 2005 IEEE International Conference on Robotics and Automation Robotics and Automation, 2005. ICRA 2005. Proceedings of the 2005 IEEE International Conference on. :3564-3569 2005
Subject
Robotics and Control Systems
Computing and Processing
Signal Processing and Analysis
Shape
Position measurement
Least squares approximation
Mobile robots
Indoor environments
Physics
Gases
Fluid flow
Ventilation
Temperature
Gas concentration mapping
gas source localisation
Language
ISSN
1050-4729
Abstract
This work addresses the capability to use concentration gridmaps to locate a static gas source. In previous works it was found that depending on the shape of the mapped gas distribution (corresponding to different airflow conditions) the gas source location can be sometimes approximated with high accuracy by the maximum in the concentration map while this is not possible in other cases. This paper introduces a method to distinguish both cases by analysing the shape of the obtained concentration map in terms of a model of the time-averaged gas distribution known from physics. The parameters of the model that approximates the concentration map most closely are determined by nonlinear least squares fitting using evolution strategies (ES). The best fit also provides a better estimate of the gas source position in situations where the concentration maximum estimate fails. Different methods to select the most truthful estimate are introduced in this work and a comparison regarding their accuracy is presented, based on a total of 34h of concentration mapping experiments.