Seminar: Humanoid Robotics
Quick Facts
Lecturer: | Oleg Arenz |
Meetings: | Over Zoom |
Language: | English |
Questions: | oleg.arenz@tu-darmstadt.de |
TUCaN: | 20-00-1125-se Humanoid Robotics |
Presentation of Topics: | 30.10.2023 11:00 (Slides with topics) |
Deadline for Topic Preferences: | 04.11.2024 23:59 |
Topic Assignment: | 06.11.2024 23:59 |
Deadline for Report: | 11.03.2025 23:59 |
Deadline for Poster: | 15.03.2025 23:59 |
Poster Session: | 18.03.2025 10:00 |
Credits: | 3,0 |
Introduction
Robots are on the rise and will increasingly support us during our daily lives. While today's personal robots, such as robotic vacuum cleaners or lawn mowers, rely on a task-specific hardware design, future personal robots will need to be more flexible, so they can assist us with a variety of tasks. In particular, anthropomorphic robots (humanoids), i.e., robots that roughly follow the kinematic structure of humans, are of interest because they will be able to operate in a human environment. However, today's humanoids are not yet viable for personal assistance due to limitations in both hardware (e.g. in terms of robustness, and energy- and cost-efficiency) and software (e.g. in terms of control, reasoning, and the generalizability and transferability of skills). In this seminar, we will discuss the latter problems: You will select one of the many methodological challenges; through a review of the literature, supported by one of our research assistants, you will gain an understanding of the respective state-of-art approaches and their limitations. At the end of the seminar, you will share your acquired knowledge with other students in a peer teaching event (a poster session) and by writing a short article.
From left to right: NASA VALKYRIE, DLR TORO, PAL Robotics TALOS, IIT WALKMAN.
Images taken from 1) NASA, 2) J. Englsberger u. a., „Overview of the torque-controlled humanoid robot TORO“, Humanoids 2014. 3) O. Stasse u. a., „TALOS: A new humanoid research platform targeted for industrial applications“, Humanoids. 2017. 4) N. G. Tsagarakis u. a., „WALK-MAN: A High-Performance Humanoid Platform for Realistic Environments“. Journal of Field Robotics, 34(7). 2017.
Scope
Possible topics will be presented during our kick-off meeting. However, we encourage you to propose a topic related to the theme of the seminar, that you are particularly interested in. Please send suggestions to oleg.arenz@tu-darmstadt.de.
Both more general topics (e.g., review of bipedal locomotion) and more specific topics (e.g., current methods for centroidal trajectory optimization) can be explored. The following is a non-exhaustive list that sketches the scope of this seminar.
- Bipedal Locomotion
- Whole-Body Control
- Sim2Real
- Manipulation
- Robot Perception
- Scene Understanding
- Trajectory Optimization
- Human-Humanoid Interactions
- Learning from Demonstrations
- Footstep Planning
Requirements
Concurrent or prior enrollment in the course "Foundations of Robotics" and/or "Robot Learning" is recommended.
Format
During the kick-off meeting (30.10.) we will present topics. Shortly after, you can select topics of interest and get a topic assigned to you. You will regularly meet with your assigned teaching assistant to discuss the literature, striving to either gain expert knowledge in a narrow topic or general knowledge in a broader topic. At the end of the term, you will summarize your findings in an article of 6 to 8 pages. Furthermore, a poster session will be organized where you present your insights to fellow students. The grade is based on the report (75%) and poster (25%).
Topic Assignments
Student Name | Topic | Advisor |
---|---|---|
Ardavan Roozkosh | Humanoid Ball Catching and Juggling | Kai Ploeger |
Keagan Holmes | Hierarchical Control for Humanoids | Siwei Ju |
Dustin Gorecki | Bimanual Dexterous Manipulation | Cristiana Mirandade Farias |
Christian Bialas | Reward Shaping for Learning Locomotion | Siwei Ju |
Kilian Fees | Combining Learning-based Methods with Modeling in Locomotion | Lucas Schulze |
Lai Duc Bach | Human to Humanoid Motion Imitation and Retargeting | Nicolas Hahn |
Jonas Wolf | Learning Humanoid Loco-Manipulation | Nico Bohlinger |
Yuddhish Chooah | Diffusion Models for Grasping and Manipulation | Yichen Cai |
Noah Farr | Safe Exploration in Reinforcement Learning for Humanoids | Puze Liu |
Kevin Gerhardt | Imitation Learning for Humanoid Loco Manipulation | Michael Drolet |
Fabian Hahne | Learning Bimanual Manipulation | Alap Kshirsagar and Vignesh Prasad |
Templates
For the report, we recommend the ICRA template.
For the poster, we provide an SVG template (open with Inkscape) as an inspiration.