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ep15 - Davide Scaramuzza: Vision-Based Navigation, Agile Drone Racing, Perception-Aware Control, and Event Cameras
Manage episode 379946821 series 3348936
In this episode, we dive into the world of flying robots with Davide Scaramuzza (University of Zürich), a leading expert in vision-based navigation, agile drone racing, perception-aware control, and the cutting-edge neuromorphic technology of event cameras. We explore the challenges of autonomous navigation in GPS-denied environments, the excitement of drone racing, the future of robotics, and the revolutionary potential of event-based cameras.
Outline
00:58 - Magic
02:58 - Visual SLAM and autonomous driving
05:32 - Flying without a GPS
11:01 - sFly project - Vision-based autonomous flight
18:14 - Next steps
22:30 - Drone racing and agile flying
51:30 - Perception-aware control
58:47 - On robustness
1:02:46 - Risk-aware control and illumination
1:07:52 - Event-based cameras
1:15:37 - Agile flying with event-based cameras
1:19:28 - Event-based control and neuromorphic technology
1:25:42 - Future of robotics
1:30:55 - Advice to future students
Links
- Davide’s website: https://rpg.ifi.uzh.ch/people_scaramuzza.html
- Copperfield at Niagara Falls: https://tinyurl.com/4wydc2s3
- Ambitious card: https://tinyurl.com/5723kf8s
- R. Siegwart: https://tinyurl.com/mr3sn472
- sFly project: https://tinyurl.com/43hrffcx
- DARPA challenge: https://tinyurl.com/5n7dnkmz
- PTAM: https://tinyurl.com/epypbbmz
- ROS: https://www.ros.org/
- Acado: https://acado.github.io/
- Drone racer - Nature paper: https://tinyurl.com/2rws2pjm
- Drone racing - video: https://t.co/g9ckjV3O3N
- Drone racing league: https://www.drl.io/
- Time-optimal MPCC: https://tinyurl.com/3udn5raf
- Event-based vision: https://rpg.ifi.uzh.ch/research_dvs.html
- T. Delbruck: https://tinyurl.com/4acymkxf
- Event-based vision: a survey: https://tinyurl.com/2hwcmk9t
- Event based vision and control paper:
Podcast info
Podcast website: https://www.incontrolpodcast.com/
Apple Podcasts: https://tinyurl.com/5n84j85j
Spotify: https://tinyurl.com/4rwztj3c
RSS: https://tinyurl.com/yc2fcv4y
Youtube: https://tinyurl.com/bdbvhsj6
Facebook: https://tinyurl.com/3z24yr43
Twitter: https://twitter.com/IncontrolP
Instagram: https://tinyurl.com/35cu4kr4
Acknowledgments and sponsors
This episode was supported by the National Centre of Competence in Research on «Dependable, ubiquitous automation» and the IFAC Activity fund. The podcast benefits from the help of an incredibly talented and passionate team. Special thanks to L. Seward, E. Cahard, F. Banis, F. Dörfler, J. Lygeros, ETH studio and mirrorlake . Music was composed by A New Element.
33 episodes
Manage episode 379946821 series 3348936
In this episode, we dive into the world of flying robots with Davide Scaramuzza (University of Zürich), a leading expert in vision-based navigation, agile drone racing, perception-aware control, and the cutting-edge neuromorphic technology of event cameras. We explore the challenges of autonomous navigation in GPS-denied environments, the excitement of drone racing, the future of robotics, and the revolutionary potential of event-based cameras.
Outline
00:58 - Magic
02:58 - Visual SLAM and autonomous driving
05:32 - Flying without a GPS
11:01 - sFly project - Vision-based autonomous flight
18:14 - Next steps
22:30 - Drone racing and agile flying
51:30 - Perception-aware control
58:47 - On robustness
1:02:46 - Risk-aware control and illumination
1:07:52 - Event-based cameras
1:15:37 - Agile flying with event-based cameras
1:19:28 - Event-based control and neuromorphic technology
1:25:42 - Future of robotics
1:30:55 - Advice to future students
Links
- Davide’s website: https://rpg.ifi.uzh.ch/people_scaramuzza.html
- Copperfield at Niagara Falls: https://tinyurl.com/4wydc2s3
- Ambitious card: https://tinyurl.com/5723kf8s
- R. Siegwart: https://tinyurl.com/mr3sn472
- sFly project: https://tinyurl.com/43hrffcx
- DARPA challenge: https://tinyurl.com/5n7dnkmz
- PTAM: https://tinyurl.com/epypbbmz
- ROS: https://www.ros.org/
- Acado: https://acado.github.io/
- Drone racer - Nature paper: https://tinyurl.com/2rws2pjm
- Drone racing - video: https://t.co/g9ckjV3O3N
- Drone racing league: https://www.drl.io/
- Time-optimal MPCC: https://tinyurl.com/3udn5raf
- Event-based vision: https://rpg.ifi.uzh.ch/research_dvs.html
- T. Delbruck: https://tinyurl.com/4acymkxf
- Event-based vision: a survey: https://tinyurl.com/2hwcmk9t
- Event based vision and control paper:
Podcast info
Podcast website: https://www.incontrolpodcast.com/
Apple Podcasts: https://tinyurl.com/5n84j85j
Spotify: https://tinyurl.com/4rwztj3c
RSS: https://tinyurl.com/yc2fcv4y
Youtube: https://tinyurl.com/bdbvhsj6
Facebook: https://tinyurl.com/3z24yr43
Twitter: https://twitter.com/IncontrolP
Instagram: https://tinyurl.com/35cu4kr4
Acknowledgments and sponsors
This episode was supported by the National Centre of Competence in Research on «Dependable, ubiquitous automation» and the IFAC Activity fund. The podcast benefits from the help of an incredibly talented and passionate team. Special thanks to L. Seward, E. Cahard, F. Banis, F. Dörfler, J. Lygeros, ETH studio and mirrorlake . Music was composed by A New Element.
33 episodes
All episodes
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1 ep33 - Mathukumalli Vidyasagar: control synthesis, robotics, randomized algorithms, learning, compressed sensing, non-convex optimization 1:18:11

1 ep32 - Anders Rantzer: robust control, IQCs, nonlinear and hybrid systems, positivity and scalable control, adaptive control 1:30:07

1 ep31 - Miroslav Krstić: nonlinear adaptive control, PDEs, delays, extremum seeking, safety, neural operators for control 2:02:44

1 ep30 - Manfred Morari: A pioneer’s journey through robust, predictive and computational control 1:46:16

1 ep29 - Richard Bellman: The Father of Dynamic Programming 1:29:40

1 ep28 - Karl Henrik Johansson: Semper in Motu - Hybrid Systems, Wireless and Event-Based Control, Mobility, Cybersecurity, and Societal Challenges 1:29:05

1 ep27 - Munther Dahleh: L1 control, agile robotic maneuvering, abstractions, cascaded failures, markets, data and systems for societal problems 2:04:30

1 ep26 - Bart De Moor: subspace identification, linear & multilinear algebra, quantum information, ML 1:57:10

1 ep25 - Francesco Bullo: Geometric control, robotic networks, networked systems, mathematical sociology, contraction theory 2:08:45

1 ep24 - Brian Douglas: Boeing, Control Videos, Resourcium, Map of Control Theory, Cartoons, Mathworks 1:46:24

1 ep23 - Bassam Bamieh: Sampled Data Systems, PDEs, Distributed Control of Spatially Invariant Systems, Coherence, Resistive Losses, Cochlear Instabilities, and Stochasticity in Feedback Loops 2:23:12

1 ep22 - Alberto Sangiovanni Vincentelli, Part II: Cyberphysical and hybrid systems, Contracts, Chiplets, Models of computation, Time, Innovative Ecosystems, BioBricks, Neuromorphics 1:20:16

1 ep21 - Alberto Sangiovanni Vincentelli, Part I: Classics, EDA, Logic Synthesis, SPICE, Intel x386, Cadence, Synopsis, Platform-based design 1:47:23

1 ep20 - Aude Billard: From Robot learning to Dexterous Manipulation and Human-Robot Interaction 1:07:57

1 ep19 - Naomi Ehrich Leonard, Part II: Unveiling the Dynamics of Collective Decision-Making from Flocking Starlings to Desert Ants, Political Polarization, and the Creative Dance Between Arts and… 57:44
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