Publication:

A Benchmark Comparison of Learned Control Policies for Agile Quadrotor Flight

Date

Date

Date
2022
Conference or Workshop Item
Published version

Citations

Citation copied

Kaufmann, E., Bauersfeld, L., & Scaramuzza, D. (2022). A Benchmark Comparison of Learned Control Policies for Agile Quadrotor Flight. Proceedings of the IEEE International Conference on Robotics and Automation, 10504–10510. https://doi.org/10.1109/ICRA46639.2022.9811564

Abstract

Abstract

Abstract

Quadrotors are highly nonlinear dynamical systems that require carefully tuned controllers to be pushed to their physical limits. Recently, learning-based control policies have been proposed for quadrotors, as they would potentially allow learning direct mappings from high-dimensional raw sensory observations to actions. Due to sample inefficiency, training such learned controllers on the real platform is impractical or even impossible. Training in simulation is attractive but requires to transfer policies between domains, which deman

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56 since deposited on 2024-02-27
Acq. date: 2025-11-12

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55 since deposited on 2024-02-27
Acq. date: 2025-11-12

Additional indexing

Creators (Authors)

Event Title

Event Title

Event Title
39th IEEE International Conference on Robotics and Automation, ICRA 2022

Event Location

Event Location

Event Location
Philadelphia

Event Country

Event Country

Event Country
PA, United States of America

Event Start Date

Event Start Date

Event Start Date
2022-05-23

Event End Date

Event End Date

Event End Date
2022-05-27

Page range/Item number

Page range/Item number

Page range/Item number
10504

Page end

Page end

Page end
10510

Item Type

Item Type

Item Type
Conference or Workshop Item

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Scope

Scope

Scope
Discipline-based scholarship (basic research)

Language

Language

Language
English

Date available

Date available

Date available
2024-02-27

Series Name

Series Name

Series Name
Proceedings of the IEEE International Conference on Robotics and Automation

ISSN or e-ISSN

ISSN or e-ISSN

ISSN or e-ISSN
1050-4729

ISBN or e-ISBN

ISBN or e-ISBN

ISBN or e-ISBN
978-1-7281-9681-7

Additional Information

Additional Information

Additional Information
© 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

OA Status

OA Status

OA Status
Green

Metrics

Downloads

56 since deposited on 2024-02-27
Acq. date: 2025-11-12

Views

55 since deposited on 2024-02-27
Acq. date: 2025-11-12

Citations

Citation copied

Kaufmann, E., Bauersfeld, L., & Scaramuzza, D. (2022). A Benchmark Comparison of Learned Control Policies for Agile Quadrotor Flight. Proceedings of the IEEE International Conference on Robotics and Automation, 10504–10510. https://doi.org/10.1109/ICRA46639.2022.9811564

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