Understanding Action and Sensing by Designing Action-Based Sensors

Author:

Erdmann Michael1

Affiliation:

1. School of Computer Science and the Robotics Institute Carnegie Mellon University Pittsburgh, Pennsylvania 15213

Abstract

This article proposes a method for automatically designing sensors from the specification of a robot's task, its actions, and its uncertainty in control. The sensors provide the information required by the robot to perform its task, despite uncertainty in sensing and control. The key idea is to generate a strategy for a robot task by using a backchaining planner that assumes perfect sensing while taking careful account of control uncer tainty. The resulting plan indirectly specifies a sensor that tells the robot when to execute which action. Although the planner assumes perfect sensing information, the sensor need not ac tually provide perfect information. Instead, the sensor provides only the information required for the plan to function correctly.

Publisher

SAGE Publications

Subject

Applied Mathematics,Artificial Intelligence,Electrical and Electronic Engineering,Mechanical Engineering,Modelling and Simulation,Software

Cited by 37 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Towards a Framework for Comparing the Complexity of Robotic Tasks;Algorithmic Foundations of Robotics XV;2022-12-15

2. Reactivity and statefulness: Action-based sensors, plans, and necessary state;The International Journal of Robotics Research;2022-05-12

3. The Development and Challenges of Robot Manipulation;The “Hand-eye-brain” System of Intelligent Robot;2021-08-04

4. Algorithmic Design for Embodied Intelligence in Synthetic Cells;IEEE Transactions on Automation Science and Engineering;2021-07

5. Every Action-Based Sensor;Algorithmic Foundations of Robotics XIV;2021

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