Axel Steinhage

About

Axel Steinhage is a pioneer in applying dynamical systems theory to autonomous robotics, fundamentally rethinking how robots organize and switch between behaviors. His core research spans behavioral organization, sensor fusion, and human-robot interaction, with a particular focus on creating fluid, mathematically rigorous control architectures. Steinhage’s most influential work introduced a generative approach where continuous nonlinear attractor dynamics govern the activation and deactivation of elementary behaviors, replacing brittle, rule-based switching with smooth, context-sensitive transitions. This framework, detailed in his highly cited papers from 1998–2002 (collecting over 100 citations), enabled complex navigation and exploration in anthropomorphic robots by treating behavior selection as a continuous dynamical process rather than a discrete decision. Beyond theoretical contributions, Steinhage translated his expertise into impactful real-world applications with the development of SensFloor® and NaviFloor®—intelligent flooring systems that detect people via capacitive sensors and localize robots or wheelchairs using embedded RFID tags. These ambient intelligence solutions, cited in both technical and applied contexts, demonstrate his ability to bridge abstract mathematical models with practical assistive technology. His work remains essential reading for researchers in autonomous navigation, behavioral architecture, and sensor-based interaction.

Research Focus

Key Achievements

Top Papers

1. 1
   Complex behavior by means of dynamical systems for an anthropomorphic robot

   42 citations · 1999
2. 2
   <title>Dynamical systems for the behavioral organization of autonomous robot navigation</title>

   37 citations · 1998
3. 3
   The dynamic approach to autonomous robot navigation

   35 citations · 2002
4. 4
   SensFloor® and NaviFloor®

   27 citations · 2011
5. 5
   Image processing methods for interactive robot control

   15 citations · 2002
6. 6
   Dynamical Systems for the Behavioral Organization of an Anthropomorphic Mobile Robot

   15 citations · 1998
7. 7
   <title>Nonlinear attractor dynamics: a new approach to sensor fusion</title>

   7 citations · 1999
8. 8
   Controlling An 8 Dof Manipulator By Means Of Neural Fields

   6 citations · 2001
9. 9
   SensFloor® and NaviFloor®

   5 citations · 2013
10. 10
    Generating Interactive Robot Behavior: A Mathematical Approach

    4 citations · 2000

Key Collaborators

Contact & Links