Unknown

Dataset Information

0

Reach Space Analysis of Baseline Differential Extrinsic Plasticity Control.


ABSTRACT: The neuroplasticity rule Differential Extrinsic Plasticity (DEP) has been studied in the context of goal-free simulated agents, producing realistic-looking, environmentally-aware behaviors, but no successful control mechanism has yet been implemented for intentional behavior. The goal of this paper is to determine if "short-circuited DEP," a simpler, open-loop variant can generate desired trajectories in a robot arm. DEP dynamics, both transient and limit cycles are poorly understood. Experiments were performed to elucidate these dynamics and test the ability of a robot to leverage these dynamics for target reaching and circular motions.

SUBMITTER: Birrell S 

PROVIDER: S-EPMC9198443 | biostudies-literature | 2022

REPOSITORIES: biostudies-literature

altmetric image

Publications

Reach Space Analysis of Baseline Differential Extrinsic Plasticity Control.

Birrell Simon S   Abdulali Arsen A   Iida Fumiya F  

Frontiers in neurorobotics 20220601


The neuroplasticity rule Differential Extrinsic Plasticity (DEP) has been studied in the context of goal-free simulated agents, producing realistic-looking, environmentally-aware behaviors, but no successful control mechanism has yet been implemented for intentional behavior. The goal of this paper is to determine if "short-circuited DEP," a simpler, open-loop variant can generate desired trajectories in a robot arm. DEP dynamics, both transient and limit cycles are poorly understood. Experiment  ...[more]

Similar Datasets

| S-EPMC10768553 | biostudies-literature
| S-EPMC6395760 | biostudies-literature
| S-EPMC6790131 | biostudies-literature
| S-EPMC7784531 | biostudies-literature
| S-EPMC11889492 | biostudies-literature
| S-EPMC8582520 | biostudies-literature
| S-EPMC8857017 | biostudies-literature
| S-EPMC5362825 | biostudies-literature
| S-EPMC5168810 | biostudies-literature
| S-EPMC7142217 | biostudies-literature