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Optimising Robot Performance while Dreaming

Rezultaty

Mobile robot manipulation use case analysis

This deliverable contains the specification and documentation of the mobile robot manipulation scenarios as a result of the use case analysis

Full version of the navigation portfolio and evaluation

The full version of the navigation portfolio is made available and evaluated near the end of the project It will also be made public for maximising the impact of the developments achieved in the project

Parameter optimization for task planners (OLP and reactive grasp planning)

One of the planning work package features is the parameter optimisation for task planners OLP and reactive grasp planning the further development and the connection of these features is reported in this deliverable

Parameter optimization for motion planners

The motion planners in the portfolio are equipped with the specified interfaces in order to be used with the DREAMing framework

Specification of interfaces for the planning functions and the DREAM-Bed

The specification of interfaces for the planning functions and the DREAMBed serves as the basis for the development of the planning DREAMBed and the interfacing of the planning methods

Specification of the interfaces for the navigation system and the DREAM-Bed

The specification of the interfaces for the navigation system and the DREAMBed is the first step in making the optimization framework accessible for navigation methods and viceversa

Evaluation report of the third stage of evaluations

The findings of the third stage of evaluations will be documented in this deliverable and will also be made available to the public

"Specification of the interfaces for the ""dreaming"" optimization system"

The specification of the interfaces for the dreaming optimization system is the basis is the basis for optimization algorithm development and the individual technology optimisations as well

Specification of perception interfaces

The interface specification for the perception methods is the basis for their integration with the DREAMing framework

Report on evaluation results

The overall results of the DREAMing evaluation of the perception methods will also be documented as the perception modality of the mobile manipulation system plays a special role compared to navigation and mobile manipulation

Mobile manipulation test board

The mobile manipulation test board is the first stage of the realistic manufacturing environment It present various typical mobile manipulation tasks in one mechanical setup which can also be replicated by the partners for individual evaluations

Realistic manufacturing environment

The realistic manufacturing environment RME replicates a typical setup from manufacturing situations where the mobile manipulator has to carry out tasks It will be set up for the project and will also be available at throughout the project runtime to the partners for continuous integration and evaluation

Final system for algorithm configuration including the improvements integrated by tests in case studies

The final system for algorithm configuration including the improvements integrated by tests in case studies has its roots in WP2 and comprises the final result the work on the algorithm configuration system for optimisation

Project material (templates, project flyer)

The project material logo templates and project flyer will be designed produced and distributed within the consortium for a clear presentation of the activities carried out within the project

Engineering framework for setting up, validating and optimising mobile manipulation tasks

The engineering framework for setting up validating and optimising mobile manipulation task will be developed and implemented by KUKA as an engineering access to the DREAMing framework and its capabilities

Realistic manufacturing environment design

The realistic manufacturing Environment RME is documented in this deliverable This documentation serves as a basis for the construction of the RME and the design of the evaluation use cases

Project website

The project website will help to disseminate the projects achievements and will also display the current project status A consortium internal part of the website will be utilised for organisational and collaboration purposes

Publikacje

RoBO: A Flexible and Robust Bayesian Optimization Framework in Python

Autorzy: A. Klein and S. Falkner and N. Mansur and F. Hutter
Opublikowane w: NIPS 2017 Bayesian Optimization Workshop, 2017
Wydawca: NIPS

Unlocking the Potential of Simulators: Design with RL in Mind

Autorzy: Rika Antonova, Silvia Cruciani
Opublikowane w: Extended abstract for RLDM17 (3rd Multidisciplinary Conference on Reinforcement Learning and Decision Making), 2017
Wydawca: RLDM

Active classifier selection for RGB-D object categorization using a Markov random field ensemble method

Autorzy: Maximilian Durner, Zoltán Márton, Ulrich Hillenbrand, Haider Ali, Martin Kleinsteuber
Opublikowane w: Ninth International Conference on Machine Vision (ICMV 2016), 2017, Strona(/y) 103411I
Wydawca: SPIE
DOI: 10.1117/12.2268551

Selecting CNN features for online learning of 3D objects

Autorzy: Monika Ullrich, Haider Ali, Maximilian Durner, Zoltan-Csaba Marton, Rudolph Triebel
Opublikowane w: 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017, Strona(/y) 5086-5091, ISBN 978-1-5386-2682-5
Wydawca: IEEE
DOI: 10.1109/IROS.2017.8206393

Pivoting Objects with a Parallel Gripper Using Controlled Slip and Inertial Forces

Autorzy: S. Cruciani and C. Smith
Opublikowane w: Extended Abstract in the IROS 2017 workshop: Frontiers in Contact-rich Robotic Interaction: Modeling, Optimization and Control Synthesis, 2017
Wydawca: IROS

Combining Hyperband and Bayesian Optimization

Autorzy: Stefan Falkner and Aaron Klein and Frank Hutter
Opublikowane w: Proceedings of the NIPS 2017 Bayesian Optimization Workshop, 2017
Wydawca: NIPS

Experience-based path planning for mobile robots exploiting user preferences

Autorzy: Lorenzo Nardi, Cyrill Stachniss
Opublikowane w: 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2016, Strona(/y) 1170-1176, ISBN 978-1-5090-3762-9
Wydawca: IEEE
DOI: 10.1109/IROS.2016.7759197

Learning Curve Prediction with Bayesian Neural Networks

Autorzy: Aaron Klein, Stefan Falkner, Jost Tobias Springenberg & Frank Hutter
Opublikowane w: Proceedings of the International Conference on Learning Representations (ICLR) 2017, 2017
Wydawca: ICLR

Topometric Localization with Deep Learning

Autorzy: Gabriel Leivas Oliveira, N. Radwan, W. Burgard, Thomas Brox
Opublikowane w: Proceedings of the International Symposium on Robotics Research (ISRR) 2017, 2017
Wydawca: ISSR

Bayesian Optimization with Robust Bayesian Neural Networks

Autorzy: Springenberg, J.T., Klein, A., Falkner, S. and Hutter, F.
Opublikowane w: Advances in Neural Information Processing Systems 29 (NIPS 2016), 2016
Wydawca: eural Information Processing Systems Foundation, Inc.

Integrating motion and hierarchical fingertip grasp planning

Autorzy: Joshua A. Haustein, Kaiyu Hang, Danica Kragic
Opublikowane w: 2017 IEEE International Conference on Robotics and Automation (ICRA), 2017, Strona(/y) 3439-3446, ISBN 978-1-5090-4633-1
Wydawca: IEEE
DOI: 10.1109/ICRA.2017.7989392

In-hand manipulation using three-stages open loop pivoting

Autorzy: Silvia Cruciani, Christian Smith
Opublikowane w: 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017, Strona(/y) 1244-1251, ISBN 978-1-5386-2682-5
Wydawca: IEEE
DOI: 10.1109/IROS.2017.8202299

Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets

Autorzy: Aaron Klein and Stefan Falkner and Simon Bartels and Philipp Hennig and Frank Hutter
Opublikowane w: Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017, Strona(/y) 528-536
Wydawca: PMLR

Experience-based optimization of robotic perception

Autorzy: Maximilian Durner, Simon Kriegel, Sebastian Riedel, Manuel Brucker, Zoltan-Csaba Marton, Ferenc Balint-Benczedi, Rudolph Triebel
Opublikowane w: 2017 18th International Conference on Advanced Robotics (ICAR), 2017, Strona(/y) 32-39, ISBN 978-1-5386-3157-7
Wydawca: IEEE
DOI: 10.1109/ICAR.2017.8023493

Robot Navigation in Hand-Drawn Sketched Maps

Autorzy: Boniardi, F., B. Behzadian, W. Burgard, and G. Diego Tipaldi
Opublikowane w: Proceedings of the European Conference on Mobile Robots, 2015
Wydawca: IEEE

Maximum Likelihood Remission Calibration for Groups of Heterogeneous Laser Scanners

Autorzy: Steder, B., M. Ruhnke, R. Kümmerle, and W. Burgard
Opublikowane w: Proceedings of the IEEE International Conference on Robotics and Automation, 2015
Wydawca: IEEE

Relative Topometric Localization in Globally Inconsistent Maps

Autorzy: Mazuran, M., F. Boniardi, W. Burgard, and G. Diego Tipaldi
Opublikowane w: Proceedings of the International Symposium on Robotics Research, 2015
Wydawca: Springer

Accurate Localization with Respect to Moving Objects via Multiple-Body Registration

Autorzy: Röwekämper, J., B. Suger, W. Burgard, and G. Diego Tipaldi
Opublikowane w: Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2015
Wydawca: IEEE

LexTOR: Lexicographic Teach Optimize and Repeat Based on User Preferences

Autorzy: Mazuran, M., C. Sprunk, W. Burgard, and G. Diego Tipaldi
Opublikowane w: Proceedings of the IEEE International Conference on Robotics and Automation, 2015
Wydawca: IEEE

Viewing Direction Classification: Application to View Planning

Autorzy: Riedel, S., Z-C. Marton, and S. Kriegel
Opublikowane w: Proceedings of the IEEE International Conference on Robotics and Automation, 2016
Wydawca: IEEE

Streaming Monte Carlo Pose Estimation for Autonomous Object Modeling

Autorzy: Rink, C., and S. Kriegel
Opublikowane w: Proceedings of the Conference on Computer and Robot Vision, 2016
Wydawca: IEEE

Autonomous Indoor Robot Navigation Using a Sketch Interface for Drawing Maps and Routes

Autorzy: Boniardi, F., A. Valada, W. Burgard, and G. Diego Tipaldi
Opublikowane w: Proceedings of the IEEE International Conference on Robotics and Automation, 2016
Wydawca: IEEE

Multi-view Orientation Estimation using Bingham Mixture Models

Autorzy: Riedel, S., Z-C. Marton, and S. Kriegel
Opublikowane w: Proceedings of the IEEE International Conference on Automation, Quality and Testing, Robotics, 2016
Wydawca: IEEE

On the Evolution of Fingertip Grasping Manifolds

Autorzy: Hang, K., Haustein, J.A. , Li, M., Billard, A., Smith, C. and Kragic, D.
Opublikowane w: Proceedings of the IEEE International Conference on Robotics and Automation, 2016
Wydawca: IEEE

User preferred behaviors for robot navigation exploiting previous experiences

Autorzy: Lorenzo Nardi, Cyrill Stachniss
Opublikowane w: Robotics and Autonomous Systems, Numer 97, 2017, Strona(/y) 204-216, ISSN 0921-8890
Wydawca: Elsevier BV
DOI: 10.1016/j.robot.2017.08.014

Detecting Changes in the Environment Based on Full Posterior Distributions Over Real-Valued Grid Maps

Autorzy: Lukas Luft, Alexander Schaefer, Tobias Schubert, Wolfram Burgard
Opublikowane w: IEEE Robotics and Automation Letters, Numer 3/2, 2018, Strona(/y) 1299-1305, ISSN 2377-3766
Wydawca: IEEE
DOI: 10.1109/LRA.2018.2797317

Improving object orientation estimates by considering multiple viewpoints

Autorzy: Zoltán Csaba Márton, Serkan Türker, Christian Rink, Manuel Brucker, Simon Kriegel, Tim Bodenmüller, Sebastian Riedel
Opublikowane w: Autonomous Robots, Numer 42/2, 2018, Strona(/y) 423-442, ISSN 0929-5593
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10514-017-9633-1

Toward fully autonomous mobile manipulation for industrial environments

Autorzy: Andreas Dömel, Simon Kriegel, Michael Kaßecker, Manuel Brucker, Tim Bodenmüller, Michael Suppa
Opublikowane w: International Journal of Advanced Robotic Systems, Numer 14/4, 2017, Strona(/y) 172988141771858, ISSN 1729-8814
Wydawca: SAGE Publishing
DOI: 10.1177/1729881417718588

Design, Execution, and Postmortem Analysis of Prolonged Autonomous Robot Operations

Autorzy: Sebastian G. Brunner, Peter Lehner, Martin J. Schuster, Sebastian Riedel, Rico Belder, Daniel Leidner, Armin Wedler, Michael Beetz, Freek Stulp
Opublikowane w: IEEE Robotics and Automation Letters, Numer 3/2, 2018, Strona(/y) 1056-1063, ISSN 2377-3766
Wydawca: IEEE
DOI: 10.1109/LRA.2018.2794580

Monte Carlo Registration and Its Application with Autonomous Robots

Autorzy: Christian Rink, Simon Kriegel, Daniel Seth, Maximilian Denninger, Zoltan-Csaba Marton, Tim Bodenmüller
Opublikowane w: Journal of Sensors, Numer 2016, 2016, Strona(/y) 1-28, ISSN 1687-725X
Wydawca: Hindawi Publishing Corporation
DOI: 10.1155/2016/2546819

Reinforcement Learning for Pivoting Task

Autorzy: R Antonova, S Cruciani, C Smith, D Kragic
Opublikowane w: 2017
Wydawca: arvix

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