Mariana Kolberg

About

Mariana Kolberg is a leading roboticist whose research centers on autonomous navigation, terrain perception, and integrated exploration for mobile robots operating in complex, unstructured environments. Her most impactful contribution is a novel approach to traversability analysis using semantic terrain segmentation (24 citations), enabling robots to safely navigate outdoor settings for search-and-rescue, patrolling, and delivery tasks. Kolberg has also pioneered exploration strategies that close loops efficiently, such as the Ouroboros method using potential fields in unexplored regions (15 citations) and the Loop-Aware Exploration Graph (6 citations), which optimizes map-building in real-time. Her work on hybridizing Monte Carlo and set-membership methods for underwater robot localization (12 citations) and fast Monte Carlo localization using spatial density (9 citations) has advanced global localization in challenging domains. Notably, during the COVID-19 pandemic, she developed an autonomous disinfection system using dynamic UV-C irradiation maps (10 citations), demonstrating her research’s real-world impact. With over 120 total citations across her top papers, Kolberg’s contributions are essential reading for anyone interested in autonomous navigation, semantic perception, and practical robotic deployment.

Research Focus

Key Achievements

Top Papers

1. 1
   Traversability Analysis by Semantic Terrain Segmentation for Mobile Robots

   24 citations · 2021
2. 2
   Exploring the IEEE ontology for robotics and automation for heterogeneous agent interaction

   23 citations · 2014
3. 3
   Ouroboros: Using potential field in unexplored regions to close loops

   15 citations · 2015
4. 4
   Hybridization of Monte Carlo and set-membership methods for the global localization of underwater robots

   12 citations · 2014
5. 5
   Integrated exploration using time-based potential rails

   11 citations · 2014
6. 6
   Autonomous Environment Disinfection Based on Dynamic UV-C Irradiation Map

   10 citations · 2022
7. 7
   Fast Monte Carlo Localization using spatial density information

   9 citations · 2015
8. 8
   Exploration of 3D terrains using potential fields with elevation-based local distortions

   8 citations · 2020
9. 9
   Loop-Aware Exploration Graph: A concise representation of environments for exploration and active loop-closure

   6 citations · 2022
10. 10
    Global Localization Over 2D Floor Plans with Free-Space Density Based on Depth Information

    6 citations · 2020

Key Collaborators

Contact & Links