Distributed Localization of Modular Robot Ensembles

Author:

Funiak Stanislav1,Pillai Padmanabhan2,Ashley-Rollman Michael P.1,Campbell Jason D.3,Goldstein Seth Copen4

Affiliation:

1. Carnegie Mellon University, Pittsburgh, PA 15213, USA;

2. Intel Research Pittsburgh, Pittsburgh, PA 15213, USA;

3. Intel Research Pittsburgh, Pittsburgh, PA 15213, USA,

4. Carnegie Mellon University, Pittsburgh, PA 15213, USA,

Abstract

Internal localization, the problem of estimating relative pose for each module of a modular robot, is a prerequisite for many shape control, locomotion, and actuation algorithms. In this paper, we propose a robust hierarchical approach that uses normalized cut to identify dense sub-regions with small mutual localization error, then progressively merges those sub-regions to localize the entire ensemble. Our method works well in both two and three dimensions, and requires neither exact measurements nor rigid inter-module connectors. Most of the computations in our method can be distributed effectively. The result is a robust algorithm that scales to large ensembles. We evaluate our algorithm in two- and three-dimensional simulations of scenarios with up to 10,000 modules.

Publisher

SAGE Publications

Subject

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

Cited by 13 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. DisCo: A Multiagent 3D Coordinate System for Lattice Based Modular Self-Reconfigurable Robots;2023 IEEE International Conference on Robotics and Automation (ICRA);2023-05-29

2. APPROACH TO RECONFIGURATION OF A MODULAR ROBOT SYSTEM WITH A SUBOPTIMAL SEARCH POLYNOMIAL ALGORITHM;IZVESTIA VOLGOGRAD STATE TECHNICAL UNIVERSITY;2020-09-25

3. Decentralized Control for 3D M-Blocks for Path Following, Line Formation, and Light Gradient Aggregation;2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS);2019-11

4. A membrane computing framework for self-reconfigurable robots;Natural Computing;2018-08-06

5. A distributed and parallel control mechanism for self-reconfiguration of modular robots using L-systems and cellular automata;Journal of Parallel and Distributed Computing;2017-04

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