Open Science
“Open science is the movement to make scientific research […] accessible.” - Wikipedia, Jan 24
For us, accessibility goes beyond publishing research results and code. We strive to make new methods easily usable for others. Our current projects include:
Madupite: a distributed solver for Markov Decision Processes
Geo-trax: a toolbox for extracting georeferenced vehicle trajectories from drone videos
Stabilo and Stabilo-Optimize: two complementary toolboxes for video and trajectory stabilisation, one for performing stabilisation, the other for benchmarking and tuning methods and parameters
Πnet: Optimising hard-constrained neural networks with orthogonal projection layers.
Power Dynamic Estimator: a dynamic state estimation tool for power systems modeled by nonlinear differential-algebraic equations
Unjam: benchmarking algorithms for traffic control
SIMBa: a high-accuracy system identification toolbox
HBB2OBB: a tool to convert horizontal bounding boxes to oriented bounding boxes
Daline: a toolbox for easily obtaining and comparing linear models of power grids with over 50 data-driven linearisation algorithms
(Of course, NCCR Automation also makes all other research results and data sets publicly available. You can find the publications here and the data sets here.)
System Identification Methods leveraging Backpropagation - by Muhammad Zakwan