TY - GEN
T1 - FRAMEWORK DESIGN OF A DIGITAL TWIN OF AN XY COMPLIANT PARALLEL MANIPULATOR BASED ON NON-NEGATIVE MATRIX FACTORIZATION
AU - Song, Xueguan
AU - Li, Kunpeng
AU - Wang, Shuo
AU - Kan, Ziyun
AU - Li, Haiyang
AU - Zhu, Jiaxiang
AU - Hao, Guangbo
N1 - Publisher Copyright:
Copyright © 2022 by ASME.
PY - 2022
Y1 - 2022
N2 - A promising multi-layer mirror-symmetry XY compliant parallel manipulator (CPM) has been recently reported to address the tradeoff between a small compact footprint and a minimized parasitic rotation. In order to scientifically ensure the healthy operation of equipment and make maintenance decisions reasonably, there is a need to depict its physical mechanical characteristics in a virtual space instantaneously. The digital twin, an emerging technology, can be used to address this need by achieving a seamless convergence of physical and virtual spaces for this XY CPM. However, the high accuracy and instantaneousness requirements have hindered the application and popularization of the digital twin. This article presents a framework to build an accurate and lightweight digital twin, and in the meanwhile significantly reduces the computational budget (i.e. high computation efficiency). The framework is validated by an XY CPM test apparatus. The results demonstrate that the proposed framework is an effective tool to build an accurate and lightweight digital twin for the XY CPM, which is also promising for other compliant mechanisms or parallel manipulators.
AB - A promising multi-layer mirror-symmetry XY compliant parallel manipulator (CPM) has been recently reported to address the tradeoff between a small compact footprint and a minimized parasitic rotation. In order to scientifically ensure the healthy operation of equipment and make maintenance decisions reasonably, there is a need to depict its physical mechanical characteristics in a virtual space instantaneously. The digital twin, an emerging technology, can be used to address this need by achieving a seamless convergence of physical and virtual spaces for this XY CPM. However, the high accuracy and instantaneousness requirements have hindered the application and popularization of the digital twin. This article presents a framework to build an accurate and lightweight digital twin, and in the meanwhile significantly reduces the computational budget (i.e. high computation efficiency). The framework is validated by an XY CPM test apparatus. The results demonstrate that the proposed framework is an effective tool to build an accurate and lightweight digital twin for the XY CPM, which is also promising for other compliant mechanisms or parallel manipulators.
KW - compliant mechanisms
KW - digital twin
KW - non-negative factorization
KW - surrogate model
KW - XY compliant parallel manipulator
UR - https://www.scopus.com/pages/publications/85142505462
U2 - 10.1115/DETC2022-89187
DO - 10.1115/DETC2022-89187
M3 - Conference proceeding
AN - SCOPUS:85142505462
T3 - Proceedings of the ASME Design Engineering Technical Conference
BT - 42nd Computers and Information in Engineering Conference (CIE)
PB - American Society of Mechanical Engineers (ASME)
T2 - ASME 2022 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC-CIE 2022
Y2 - 14 August 2022 through 17 August 2022
ER -