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Indirect reduced-order modelling: using nonlinear manifolds to conserve kinetic energy
Evangelia Nicolaidou1, Thomas L Hill1, Simon A Neild1
1Department of Mechanical Engineering, University of Bristol, Bristol BS8 1TR, UK.
This study introduces a novel nonlinear manifold approach to improve reduced-order modeling for engineering structures. It accurately accounts for in-plane kinetic energy, expanding applicability to complex dynamics and higher deflections.
Area of Science:
- * Computational Mechanics
- * Nonlinear Dynamics
- * Structural Engineering
Background:
- * Nonlinear dynamic analysis of complex engineering structures using finite element (FE) software is computationally intensive.
- * Indirect reduced-order modeling (ROM) strategies reduce computational cost by using FE static solution datasets.
- * Current indirect ROM methods are limited to structures with minimal in-plane displacement, neglecting in-plane kinetic energy.
Purpose of the Study:
- * To develop an enhanced indirect reduced-order modeling strategy that accounts for in-plane kinetic energy.
- * To extend the applicability of indirect ROM to a wider range of structures, including those with free boundary conditions.
- * To maintain accuracy in reduced dynamics for higher deflection amplitudes.
Main Methods:
- * Exploitation of nonlinear manifold theory to incorporate in-plane kinetic energy into reduced dynamics.
- * Development of a novel indirect reduction method that does not require additional FE model information.
- * Validation using a finite element model of a cantilever beam.
Main Results:
- * Demonstrated that neglecting in-plane kinetic energy limits the applicability of existing indirect ROM methods.
- * Showcased that the nonlinear manifold approach effectively accounts for in-plane kinetic energy.
- * Validated the enhanced method's accuracy for a cantilever beam, a structure with significant in-plane displacement.
Conclusions:
- * The proposed nonlinear manifold-based method significantly broadens the scope of indirect reduced-order modeling.
- * This approach enables accurate nonlinear dynamic analysis of structures with substantial in-plane motion.
- * The method offers a computationally efficient alternative for analyzing complex engineering structures with high deflections.
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