A companion robot for daily care of elders based on homeostasis
CY Yang, MJ Lu, SH Tseng… - 2017 56th Annual …, 2017 - ieeexplore.ieee.org
2017 56th Annual Conference of the Society of Instrument and …, 2017•ieeexplore.ieee.org
This paper presents a hybrid system of applying homeostatic drives theory and stimuli from
environment or human on a robot, aiming to solve the increasing need of elder caring in
modern aging society. Through reinforcement learning with human feedback, the robot is
enabled to make appropriate decisions by reviewing its own motivation, environment stimuli
and human inputs, allowing the robot to finish vague tasks, ie to serve, help or have a
conversation with human on different situations. In our experiment, the human satisfaction …
environment or human on a robot, aiming to solve the increasing need of elder caring in
modern aging society. Through reinforcement learning with human feedback, the robot is
enabled to make appropriate decisions by reviewing its own motivation, environment stimuli
and human inputs, allowing the robot to finish vague tasks, ie to serve, help or have a
conversation with human on different situations. In our experiment, the human satisfaction …
This paper presents a hybrid system of applying homeostatic drives theory and stimuli from environment or human on a robot, aiming to solve the increasing need of elder caring in modern aging society. Through reinforcement learning with human feedback, the robot is enabled to make appropriate decisions by reviewing its own motivation, environment stimuli and human inputs, allowing the robot to finish vague tasks, i.e. to serve, help or have a conversation with human on different situations. In our experiment, the human satisfaction rate could reach 94% and the robot could as well maintain a stable condition to perform long-term service. If the robot is to be deployed in a nursing home, it can further serve and meet the requirements of elders, while simultaneously maintaining its own system, such as battery level, in regular daily lives.
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