Autonomous robotic exploration with simultaneous environment and traversability models learning

M Prágr, J Bayer, J Faigl - Frontiers in Robotics and AI, 2022 - frontiersin.org
In this study, we address generalized autonomous mobile robot exploration of unknown
environments where a robotic agent learns a traversability model and builds a spatial model …

Autonomous exploration with online learning of traversable yet visually rigid obstacles

M Prágr, J Bayer, J Faigl - Autonomous Robots, 2023 - Springer
This paper concerns online learning of terrain properties combining haptic perception with
exteroceptive sensing to reason about forces needed to pass through terrains that visually …

On unsupervised learning of traversal cost and terrain types identification using self-organizing maps

J Faigl, M Prágr - International Conference on Artificial Neural Networks, 2019 - Springer
This paper reports on the deployment of self-organizing maps in unsupervised learning of
the traversal cost for a hexapod walking robot. The problem is motivated by traversability …

Survey on Sensing, Modelling and Reasoning Aspects in Military

E Kalff, T Maaiveld, M Schadd… - Modelling and Simulation …, 2025 - books.google.com
Autonomous systems are increasingly used for military tasks. Military autonomous systems,
and specifically land-based systems, require a good understanding of the terrain to be able …

Traversal cost modeling based on motion characterization for multi-legged walking robots

M Prágr, P Čížek, J Faigl - 2019 European Conference on …, 2019 - ieeexplore.ieee.org
In this paper, we concern a traversal cost estimation considering motion control of a
hexapod walking robot. The proposed idea is motivated by the observation that the traversal …

Survey on Sensing, Modelling and Reasoning Aspects in Military Autonomous Systems

E Kalff, T Maaiveld, M Schadd, J Voogd… - … Conference on Modelling …, 2025 - Springer
Autonomous systems are increasingly used for military tasks. Military autonomous systems,
and specifically land-based systems, require a good understanding of the terrain to be able …

Aerial reconnaissance and ground robot terrain learning in traversal cost assessment

M Prágr, P Váňa, J Faigl - … Conference on Modelling and Simulation for …, 2019 - Springer
In this paper, we report on the developed system for assessment of ground unit terrain
traversal cost using aerial reconnaissance of the expected mission environment. The system …

Incremental traversability assessment learning using growing neural gas algorithm

J Faigl, M Prágr - Advances in Self-Organizing Maps, Learning Vector …, 2020 - Springer
In this paper, we report early results on the deployment of the growing neural gas algorithm
in online incremental learning of traversability assessment with a multi-legged walking robot …

[PDF][PDF] Autonomous Robots for Transport Applications.

Y Lu - International Journal of Advanced Computer Science & …, 2024 - saiconferences.com
Even though automation of travel systems is already happening, it's important to know how
the introduction of selfdriving cars might change people's transportation habits because …

Benchmarking incremental regressors in traversal cost assessment

M Prágr, J Faigl - International Conference on Artificial Neural Networks, 2019 - Springer
Motivated by the deployment of multi-legged walking robots in traversing various terrain
types, we benchmark existing online and unsupervised incremental learning approaches in …