Title :
Adaptivity via alternate freeing and freezing of degrees of freedom
Author :
Lungarella, Max ; Berthouze, Luc
Author_Institution :
Neurosci. Res. Inst., Tsukuba, Japan
Abstract :
Starting with fewer degrees of freedom has been shown to enable a more efficient exploration of the sensorimotor space. While not necessarily leading to optimal task performance, it results in a smaller number of directions of stability, which guide the coordination of additional degrees of freedom. The developmental release of additional degrees of freedom is then expected to allow for optimal task performance and more tolerance and adaptation to environmental interaction. We test this assumption with a small-sized humanoid robot, that learns to swing under environmental perturbations. Our experiments show that a progressive release of degrees of freedom alone is not sufficient to cope with environmental perturbations. Instead, alternate freezing and freeing of the degrees of freedom is required. Such finding is consistent with observations made during transitional periods in acquisition of skills in infants.
Keywords :
adaptive systems; learning (artificial intelligence); mobile robots; alternate freezing/freeing; degrees of freedom; developmental robotics; environmental perturbations; humanoid robot; neural oscillator; optimal task performance; sensorimotor space; transitional periods; Control systems; Humanoid robots; Leg; Neuroscience; Oscillators; Pediatrics; Psychology; Robot kinematics; Robot sensing systems; Testing;
Conference_Titel :
Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
Print_ISBN :
981-04-7524-1
DOI :
10.1109/ICONIP.2002.1202217