Workshop on Numerical optimization for Online multi-contact Motion Planning and control
Robotics: Science and Systems - June 22, 2019 - Freiburg, Germany
Location:
Faculty of Engineering, Georges-Köhler-Allee 101, 79110 Freiburg im Breisgau
Building 101, Room 01 009
Abstract
What if legged robots were able to generate dynamic motions in real-time while interacting with a complex environment? Such technology would represent a significant step forward the deployment of legged systems in real world scenarios. This means being able to replace humans in the execution of dangerous tasks and to collaborate with them in industrial applications.
Numerical optimization and data-driven algorithms can help us to tackle this challenge and enable motion planning and control for legged robotic systems in complex geometry environments (e.g. multi-contact scenarios). Indeed, when the complexity of the terrain increases, or when the execution of the requested task involves highly dynamic motions, numerical optimization and machine learning strategies are needed to automatically find feasible trajectories and control actions that could not otherwise be determined.
The presence of obstacles, possible disturbances and/or modeling errors makes it necessary to find those control policies in the order of milliseconds so that the robot can immediately compensate unexpected events and re-plan suitable reactions.
This workshop aims to bring together researchers from all the relevant communities in legged locomotion such as: numerical optimization, machine learning (ML), model predictive control (MPC) and computational geometry in order to chart the most promising methods to address the above-mentioned scientific challenges.
TOPICS
- Numerical optimization for legged locomotion
- Fast (real-time or online) non-linear MPC and optimal control
- Trajectory optimization through contacts
- Computational geometry for generation loco-manipulation feasible motions
- Multi-contact motion planning and control for highly dynamic and dexterous maneuvers
- Accurate and soft contact modeling for numerical optimization
- Combination of optimal control and machine learning formalism for data exploration and exploitation
- Synchronization and blending of fast real-time control policies with slow online motion planning
INVITED Speakers (CONFIrmed) and videos
SCHEDULE of the event
Speaker Videos Slides Title
9.00 - 9.10 Organizers Introductory remarks
9.10 - 9.40 Emo Todorov 0h0m01s slides Acceleration-based methods for trajectory optimization through contacts
9.40 - 10.05 Daniele Pucci 0h25m30s slides Beyond torque control: towards jerk control of humanoid robots via contact parametrisation
10.05 - 10.30 Kris Hauser 0h52m30s Real time optimization for humanoid fall protection
10.30 - 11.00 coffee break
11.00 - 11.25 Denis Teissander 1h45m00s Convex polyhedra and the world of screws, tolerancing analysis and kinematics
11.25 - 11.50 Vincent Delos 2h10m40s Efficient computations of sums and intersections of high dimensional convex polytopes
11.50 - 12.10 Romeo Orsolino 2h30m40s slides Actuation-aware simplified dynamic models for robotic legged locomotion
12.15 - 13.00 Lunch break
13.00 - 13.30 Moritz Diehl 3h46m20s slides Recent advances on numerical optimal control with state dependent switches
13.30 - 13.50 Andrea Zanelli 4h16m00s Efficient Inexact methods for NMPC with Guarantees and their high-performance implementation in acados
13.50 - 14.20 Andrea Del Prete 4h34m50s slides Multi-contact balancing on elastic contacts
14.20 - 14.50 Justin Carpentier 5h5m50s Analytical derivatives of contact dynamic equations and their application to legged locomotion
14.50 - 15.10 Poster spotlights
15.15 - 16.00 Coffee break + poster session (in the Robotics Hall)
16.00 - 16.25 Carlos Mastalli 6h53m00s slides Highly dynamic maneuvers computed by feasible-prone DDP
16.25 - 16.55 Ludovic Righetti 7h16m00s slides Efficient computation of multi-contact movements
16.55 - 17.30 Nicolas Mansard 7h47m00s Final panel discussion (session chaired by Dr. Nicolas Mansard)
Call for posters
The workshop is soliciting posters/videos for an interactive session and a 2-min teaser talk for all participants. To participate, please submit a poster title and an 2 pages abstract (using IEEE two-column format) via email with the subject "[RSS 2019 Abstract]" to: (rss2019numoptmulticontact@gmail.com) by May 29, 2019 (AoE). All contributions will undergo a brief review by the organizers, and the authors will be notified of acceptance by June 9, 2019. Please note that we have a best poster award.
Accepted papers and eventual supplementary material will be made available on the workshop website. However, this does not constitute an archival publication and no formal workshop proceedings will be made available, meaning contributors are free to publish their work in archival journals or conference.
ORGANIZERS
ACKNOWLEDGMENTs
Panel Discussion questions
At the following link you will find a Google Doc where you can write possible questions/topics that, in your opinion, should be discussed during the final speakers' panel:
Live streaming
The workshop is going to be streamed live through youtube. You can watch the event live at this link .