•1 min read
Integrated transportation and power systems modeling
Here is another interesting piece of work I was doing over the past three years with Dominik Ascher: Integrated transportation and power systems modeling to hel...
#Dynamic Programming
Algorithmic optimization techniques solving complex problems by recursively breaking them down into overlapping subproblems.
Blog Posts21
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Teaser: Smart Traffic Control
Besides our original topics such as distributed and smart fride control we have worked on another interesting issue: Smart traffic control. By smart traffic con...
•1 min read
3D Trace Visualization
To better understand the behavior space and its heuristic exploration using our tool Xtream we developed a proprietary 3D visualization. The visualization shows...
•2 min read
Guided Behavior Space Exploration
Previously, our results showed that we are able to generate high quality goal-oriented behavior for models including up to 20 components. This article demonstra...
•1 min read
Machine Learning: Model and Trace
The machine learning approach is progressing: This article provides a glance into one of our machine learning models as well as behavior after training. The res...
•1 min read
Collective Learning - A New Approach
In the past weeks we have been working on a first prototype for collective learning. The idea behind the approach is to make individuals collaborate with respec...
Reviewed Publications3
2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC), pp. 4443-4450
Model-based design of integrated transportation systems using approximate dynamic programming
Dominik Ascher, Georg Hackenberg and Sahin Albayrak
2012 Extreme Modeling Workshop (XM '12), ACM, New York, NY, USA, pp.39-44
Towards Early Emergent Property Understanding: Merging Behavior Space Exploration and Model-based Software Engineering
Georg Hackenberg and Denis Bytschkow
Computer Software and Applications Conference Workshops (COMPSACW), 2014 IEEE 38th International , pp.596-601
A Rapid Prototyping Approach for Smart Energy Systems Based on Partial System Models
Georg Hackenberg, Maximilian Irlbeck, Vasileios Koutsoumpas and Denis Bytschkow
Software Projects2
Transport IDE
A modern Java- and JavaFX-based Intelligent Transportation Systems (ITS) modeling, discrete-event simulation, and control strategy optimization workbench.
Smart Systems IDE
An integrated development environment and dynamic optimization framework for modeling objective functions, behavior spaces, and automated optimal control in smart systems.