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Erschienen in: Autonomous Robots 4/2015

01.12.2015

Constrained decision-making for low-count radiation detection by mobile sensors

verfasst von: Jianxin Sun, Herbert G. Tanner

Erschienen in: Autonomous Robots | Ausgabe 4/2015

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Abstract

This paper approaches from an optimal control perspective the problem of fixed-time detection of mobile radioactive sources in transit by means of a collection of mobile sensors. Under simplifying assumptions on the motion and geometry of the source, the sensors, and the surrounding environment, the optimal control problem admits an intuitive, analytic closed-form solution. This solution is obtained thanks to analytic expressions for bounds on the probabilities of detection and false alarm for a Neyman–Pearson detection test. The intuition derived from this analytic solution supports the development of a motion control law that steers (suboptimally) the sensors to a given neighborhood of the suspected source, while navigating among stationary obstacles in their environment. This motion controller closes the loop at the acceleration level of a heterogeneous collection of sensor platforms. Experimental studies with these platforms corroborate the theoretical convergence results.

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Fußnoten
1
When \(\Vert x_i - x_t \Vert = 0\), the source is touching the surface of the sensor, and the latter measures exactly half of source’s emitted rays.
 
2
We need to note, however, that requiring \(x_i\) to be away from saddle points cannot be guaranteed a priori for all initial conditions; there will be a set of initial conditions (Fig. 3) around the attraction regions of the unstable critical points of \(\varphi _i\) that generate trajectories which cross into \(\big \{ x_i : 1 + \frac{\Vert J_i \nabla _{x_i} \beta \Vert }{\Vert k \beta \nabla _{x_i} J_i - J_i \nabla _{x_i} \beta \Vert } \ge \frac{u_{max}-c}{\max \{\Vert \dot{x}_t\Vert \}} \big \}.\)
 
3
In fact, the robot’s manufacturer does not give direct access to the attitude control loops; the roll-pitch-yaw angles are treated as control setpoints by the default firmware on this robot.
 
4
This type of behavior is expected, since detection tests of this nature are skewed conservatively on the side of keeping false alarm rates very low. The rationale is that if this is not the case, then human operators will tend to ignore the report of the detection systems.
 
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Metadaten
Titel
Constrained decision-making for low-count radiation detection by mobile sensors
verfasst von
Jianxin Sun
Herbert G. Tanner
Publikationsdatum
01.12.2015
Verlag
Springer US
Erschienen in
Autonomous Robots / Ausgabe 4/2015
Print ISSN: 0929-5593
Elektronische ISSN: 1573-7527
DOI
https://doi.org/10.1007/s10514-015-9468-6

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