Reference : Design, performance analysis, and implementation of a positioning system for autonomo...
Dissertations and theses : Doctoral thesis
Engineering, computing & technology : Electrical & electronics engineering
http://hdl.handle.net/2268/155931
Design, performance analysis, and implementation of a positioning system for autonomous mobile robots
English
Pierlot, Vincent [Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Dép. d'électric., électron. et informat. (Inst.Montefiore) >]
10-Oct-2013
Université de Liège, ​Liège, ​​Belgique
Docteur en Sciences de l’Ingénieur (électricité et électronique)
xiii, 130 + 36
Van Droogenbroeck, Marc mailto
Vanderheyden, Benoît mailto
Boigelot, Bernard mailto
Font Llagunes, Josep Maria mailto
Sena Esteves, João Miguel mailto
Gillieaux, Olivier mailto
[en] mobile robot ; positioning ; triangulation ; beacons ; infrared signals ; angle measurement ; calibration
[en] Positioning is a fundamental issue in mobile robot applications, and it can be achieved in
multiple ways. Among these methods, triangulation based on angle measurements is widely
used, robust, and flexible. In this thesis, we present an original beacon-based angle measurement system, an original triangulation algorithm, and a calibration method, which are
parts of an absolute robot positioning system in the 2D plane. Also, we develop a theoretical
model, useful for evaluating the performance of our system.
In the first part, we present the hardware system, named BeAMS, which introduces several
innovations. A simple infrared receiver is the main sensor for the angle measurements, and
the beacons are common infrared LEDs emitting an On-Off Keying signal containing the
beacon ID. Furthermore, the system does not require an additional synchronization channel
between the beacons and the robot. BeAMS introduces a new mechanism to measure angles:
it detects a beacon when it enters and leaves an angular window. This allows the sensor to
analyze the temporal evolution of the received signal inside the angular window. In our case,
this feature is used to code the beacon ID. Then, a theoretical framework for a thorough
performance analysis of BeAMS is provided. We establish the upper bound of the variance
and its exact evolution as a function of the angular window. Finally, we validate our theory
by means of simulated and experimental results.
The second part of the thesis is concerned with triangulation algorithms. Most triangulation algorithms proposed so far have major limitations. For example, some of them need a
particular beacon ordering, have blind spots, or only work within the triangle defined by the
three beacons. More reliable methods exist, but they have an increasing complexity or they
require to handle certain spatial arrangements separately. Therefore, we have designed our
own triangulation algorithm, named ToTal, that natively works in the whole plane, and for
any beacon ordering. We also provide a comprehensive comparison between other algorithms,
and benchmarks show that our algorithm is faster and simpler than similar algorithms. In
addition to its inherent efficiency, our algorithm provides a useful and unique reliability measure, assessable anywhere in the plane, which can be used to identify pathological cases, or
as a validation gate in data fusion algorithms.
Finally, in the last part, we concentrate on the biases that affect the angle measurements.
We show that there are four sources of errors (or biases) resulting in inaccuracies in the
computed positions. Then, we establish a model of these errors, and we propose a complete
calibration procedure in order to reduce the final bias. Based on the results obtained with
our calibration setup, the angular RMS error of BeAMS has been evaluated to 0.4 deg without calibration, and to 0.27 deg, after the calibration procedure. Even for the uncalibrated
hardware, BeAMS has a better performance than other prototypes found in the literature
and, when the system is calibrated, BeAMS is close to state of the art commercial systems.
Researchers ; Professionals ; Students
http://hdl.handle.net/2268/155931

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