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Digital twins in engineering dynamics: variational equation identification, feedback control design and their rapid update.
- Source :
- Nonlinear Dynamics; Mar2023, Vol. 111 Issue 5, p4485-4500, 16p
- Publication Year :
- 2023
-
Abstract
- Digital twins, as a rising concept in many industry sectors, have tremendous potential for engineering dynamics. Their practical applications, however, are hindered by the lack of near real-time system identification and control design methods. This paper establishes and implements a framework of digital twins in engineering dynamics based on the latest advances in the field of data-driven equation identification. It consists of a preprocessing step and a circular step; the former includes an initial identification of the digital twin (i.e., an integral variational equation) from discrete data captured from a practical physical twin and an initial design of feedback control to intervene in the physical and digital twins simultaneously; the latter includes the detection of system variation and the rapid update of the digital twin and control strategy. Two typical examples, i.e., a Duffing oscillator and a slender straight beam with time-varying force along its axis, are adopted to illustrate the application and efficacy of the established framework, with the different control objectives of suppressing deterministic/stochastic responses and improving system stability. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 0924090X
- Volume :
- 111
- Issue :
- 5
- Database :
- Complementary Index
- Journal :
- Nonlinear Dynamics
- Publication Type :
- Academic Journal
- Accession number :
- 161515761
- Full Text :
- https://doi.org/10.1007/s11071-022-08051-9