Session: MSNDC-05-01 Motion Planning, Dynamics, and Control of Robots
Paper Number: 88465
88465 - Evaluation and Modification of Kinetic Gas Collision Theory as Applied to Encounter Rate Dynamics for Multi-Robot Groups and Robot Swarms
Robots encountering other robots in a group can be beneficial, e.g., to exchange information, or detrimental, e.g., obstructing one another from operating. Kinetic gas theory (KGT) provides a statistical mechanical analysis of the collision rate between molecules. KGT has been applied to model robot encounter rates but there has been some inconsistency in how it has been applied to robot groups. There is a nine order of magnitude difference in size between a typical robot and molecule, so it is not a surprise that some adjustments may need to be made when considering robots instead of molecules. This work develops a model in detail by applying KGT, articulates limitations of applying this theory to robots, highlights inconsistencies in how it has been previously applied to robots, and suggests modifications to the model. A simple numerical study is also shown to validate the model and highlight the effect of differences in the implementation.
The most important gap that this research has identified is the need to collect data on the magnitude and direction distribution of robots’ velocities. Robots move and behave differently than gas molecules, whose velocity magnitude follow a Boltzmann distribution. A second major result is the connection of the KGT-based model developed in this work and previous research on robot encounter rate which independently arrived at the same relationship between robot size, number of robots, and encounter rate.
Presenting Author: Adam Schroeder University of Toledo
Presenting Author Biography: Dr. Schroeder received his BSME from Ohio Northern University in 2008 and worked for seven years designing and leading projects for automation and machining lines. He received his Masters and PhD from the University of Toledo in 2018 and is currently an assistant lecturer in the MIME department. He directs the robotics, automation, and design lab (RADL) and is the program director for the graduate certificate in mechatronics.
Authors:
Adam Schroeder University of ToledoMark Rooney University of Toledo
Glenn Lipscomb University of Toledo
Evaluation and Modification of Kinetic Gas Collision Theory as Applied to Encounter Rate Dynamics for Multi-Robot Groups and Robot Swarms
Paper Type
Technical Paper Publication