The convergence of stochastic gradient iterative modal identification algorithm and application in modal analysis for space large manipulator

Panfeng Huang, Zhenyu Lu

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

Nowadays the light constructors are widely used in the space large manipulators, and some properties of this kind of structure, such as low-frequency, large-range and durable vibration, have raise great attentions in aerospace area. In the paper we applied the wireless sensors networks (WSN) into the modal analysis of manipulators and proposed an interactive modal parameters identification method - SGIMID algorithm. This algorithm uses the stochastic gradient vector to improve interactive modal parameters identification (IMID) method, while the packet transmission mode between the modals is same to IMID algorithm. For the completeness of the proposed algorithm, we present the convergence proof of SGIMIDM. At last, we make applied SGIMID algorithm into the stiffness and frequencies coefficients identification of multi-DOF space manipulators. The experiment results show that, compared with IMID algorithm, the sensor nodes in SGIMID algorithm converge to the synchronous identified result with faster computing speed and less calculating burden.

Original languageEnglish
Title of host publication2014 IEEE International Conference on Robotics and Biomimetics, IEEE ROBIO 2014
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages2000-2005
Number of pages6
ISBN (Electronic)9781479973965
DOIs
StatePublished - 20 Apr 2014
Event2014 IEEE International Conference on Robotics and Biomimetics, IEEE ROBIO 2014 - Bali, Indonesia
Duration: 5 Dec 201410 Dec 2014

Publication series

Name2014 IEEE International Conference on Robotics and Biomimetics, IEEE ROBIO 2014

Conference

Conference2014 IEEE International Conference on Robotics and Biomimetics, IEEE ROBIO 2014
Country/TerritoryIndonesia
CityBali
Period5/12/1410/12/14

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