Making Bipedal Robot Experiments Reproducible and Comparable: The Eurobench Software Approach: The Eurobench Software Approach

Anthony Remazeilles, Alfonso Dominguez, Pierre Barralon, Adriana Torres-Pardo, David Pinto, Felix Aller, Katja Mombaur, Roberto Conti, Lorenzo Saccares, Freygardur Thorsteinsson, Erik Prinsen, Alberto Cantón, Javier Castilla, Clara B. Sanz-Morère, Jesús Tornero, Diego Torricelli

Producción científica: Contribución a una revistaArtículorevisión exhaustiva

3 Citas (Scopus)

Resumen

This study describes the software methodology designed for systematic benchmarking of bipedal systems through the computation of performance indicators from data collected during an experimentation stage. Under the umbrella of the European project Eurobench, we collected approximately 30 protocols with related testbeds and scoring algorithms, aiming at characterizing the performances of humanoids, exoskeletons, and/or prosthesis under different conditions. The main challenge addressed in this study concerns the standardization of the scoring process to permit a systematic benchmark of the experiments. The complexity of this process is mainly due to the lack of consistency in how to store and organize experimental data, how to define the input and output of benchmarking algorithms, and how to implement these algorithms. We propose a simple but efficient methodology for preparing scoring algorithms, to ensure reproducibility and replicability of results. This methodology mainly constrains the interface of the software and enables the engineer to develop his/her metric in his/her favorite language. Continuous integration and deployment tools are then used to verify the replicability of the software and to generate an executable instance independent of the language through dockerization. This article presents this methodology and points at all the metrics and documentation repositories designed with this policy in Eurobench. Applying this approach to other protocols and metrics would ease the reproduction, replication, and comparison of experiments.
Idioma originalInglés
Número de artículo951663
Páginas (desde-hasta)951663
Número de páginas1
PublicaciónFrontiers in Robotics and AI
Volumen9
DOI
EstadoPublicada - 29 ago 2022

Palabras clave

  • Software
  • Benchmarking
  • Replicability
  • Exoskeleton
  • Humanoid
  • Algorithm
  • Performance indicator

Project and Funding Information

  • Project ID
  • info:eu-repo/grantAgreement/EC/H2020/779963/EU/EUropean ROBotic framework for bipedal locomotion bENCHmarking/EUROBENCH
  • Funding Info
  • This study is supported by the European Union’s Horizon 2020 research and innovation program under Grant Agreement no 779963, project Eurobench.

Huella

Profundice en los temas de investigación de 'Making Bipedal Robot Experiments Reproducible and Comparable: The Eurobench Software Approach: The Eurobench Software Approach'. En conjunto forman una huella única.

Citar esto