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bnRep (version 0.0.3)

augmenting: augmenting Bayesian Network

Description

Augmenting learning components for safety in resource constrained autonomous robots.

Arguments

Value

An object of class bn.fit. Refer to the documentation of bnlearn for details.

Format

A discrete Bayesian network to estimate the probability that the car will remain on track, given its current state and control actions. Probabilities were given within the referenced paper. The vertices are:

CmdSteeringOnTurn

(Leaf, Straight, Right);

CurrentPosition

(Near, On , Far);

CurrentSteering

(Straight, Left, Right);

CurrentVelocity

(Slow, Medium, Fast);

InTrack

(Yes, No);

SafeTurnRegion

(Yes, No);

References

Ramakrishna, S., Dubey, A., Burruss, M. P., Hartsell, C., Mahadevan, N., Nannapaneni, S., ... & Karsai, G. (2019, May). Augmenting learning components for safety in resource constrained autonomous robots. In 2019 IEEE 22nd International Symposium on Real-Time Distributed Computing (ISORC) (pp. 108-117). IEEE.