Tomasz Piotr Kucner
Örebro University, Aalto University, Artificial Intelligence in Medicine (Canada)
Papers
28
Total Citations
611
H-Index
13
About
Tomasz Piotr Kucner is a robotics researcher whose work sits at the intersection of autonomous mobile systems, spatial modeling, and human-aware navigation. He is best known for his pioneering contributions to **maps of dynamics** — a class of representations that go beyond static geometry to capture how people, objects, and even air move through environments over time. Kucner gained significant recognition through his involvement in the SPENCER project, a socially aware airport service robot that has accumulated over 260 citations and stands as a landmark achievement in human-robot interaction at scale. His subsequent research developed sophisticated probabilistic frameworks — including Gaussian mixture fields and CLiFF maps — that allow robots to learn, represent, and exploit motion patterns for smarter, less intrusive navigation. His 2023 survey on maps of dynamics offers the field a comprehensive synthesis of this growing research direction. Beyond pedestrian-focused work, Kucner has extended dynamic modeling to air flow estimation for ground and aerial robots, and applied environmental sensing to occupational health monitoring in industrial settings, demonstrating a notably broad research vision. With a steadily growing citation record across multiple application domains, his work is shaping how robots perceive and adapt to the living, breathing environments they increasingly inhabit.
Research Focus
Key Achievements
Top Papers
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- 3Kinodynamic motion planning on Gaussian mixture fields37 citations · 2017
- 4Survey of maps of dynamics for mobile robots27 citations · 2023
- 5Probabilistic Mapping of Spatial Motion Patterns for Mobile Robots24 citations · 2020
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- 8Time-varying Pedestrian Flow Models for Service Robots17 citations · 2019
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