D4l: Decentralized dynamic discriminative dictionary learning

A Koppel, G Warnell, E Stump… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
We consider discriminative dictionary learning in a distributed online setting, where a
network of agents aims to learn, from sequential observations, statistical model parameters …

Online learning for characterizing unknown environments in ground robotic vehicle models

A Koppel, J Fink, G Warnell, E Stump… - 2016 IEEE/RSJ …, 2016 - ieeexplore.ieee.org
In pursuit of increasing the operational tempo of a ground robotics platform in unknown
domains, we consider the problem of predicting the distribution of structural state-estimation …

Q learning behavior on autonomous navigation of physical robot

H Wicaksono - … Conference on Ubiquitous Robots and Ambient …, 2011 - ieeexplore.ieee.org
Behavior based architecture gives robot fast and reliable action. If there are many behaviors
in robot, behavior coordination is needed. Subsumption architecture is behavior …

CORL: A continuous-state offset-dynamics reinforcement learner

E Brunskill, B Leffler, L Li, ML Littman, N Roy - arXiv preprint arXiv …, 2012 - arxiv.org
Continuous state spaces and stochastic, switching dynamics characterize a number of rich,
realworld domains, such as robot navigation across varying terrain. We describe a …

Behaviors coordination and learning on autonomous navigation of physical robot

H Wicaksono, H Khoswanto, S Kuswadi - Jurnal Telkomnika, 2011 - repository.petra.ac.id
Behaviors coordination is one of keypoints in behavior based robotics. Subsumption
architecture and motor schema are example of their methods. In order to study their …

Classifying terrain properties for planetary exploration rovers based on a combined distance measure with dynamic texture model

K Fujita, N Ichimura - Robotics and Autonomous Systems, 2015 - Elsevier
Non-geometric terrain properties surrounding a planetary exploration rover can be exploited
to improve autonomous mobility of the rover. This paper shows a method to classify non …

[图书][B] Perception-based generalization in model-based reinforcement learning

BR Leffler - 2009 - search.proquest.com
In recent years, the advances in robotics have allowed for robots to venture into places too
dangerous for humans. Unfortunately, the terrain in which these robots are being deployed …

[图书][B] Stochastic Optimization for Multi-Agent Statistical Learning and Control

A Koppel - 2017 - search.proquest.com
The goal of this thesis is to develop a mathematical framework for optimal, accurate, and
affordable complexity statistical learning among networks of autonomous agents. We begin …

Behavior Coordination Methods on Autonomous Navigation of Physical Robot

H Wicaksono - 2011 - repository.petra.ac.id
Behavior based architecture gives robot fast and reliable action. If there are many behaviors
in robot, behavior coordination is needed. Subsumption architecture and motor schema is …