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Identification of apparently acausal stiffness models
David T Westwick1, Eric J Perreault
1Department of Electrical and Computer Engineering, University of Calgary, dwestwic@ucalgary.ca.
Discretization of dynamic stiffness models can lead to non-physical, anti-causal impulse responses. This study derives expressions for these responses and explains their presence in identified stiffness models.
Area of Science:
- Mechanical Engineering
- System Dynamics
- Signal Processing
Background:
- Dynamic stiffness models are crucial for analyzing mechanical systems.
- Discretization is a common technique for simulating these models.
- Understanding model behavior, including causality, is essential for accurate analysis.
Purpose of the Study:
- To investigate the emergence of anti-causal impulse responses in discretized dynamic stiffness models.
- To derive mathematical expressions for these anti-causal components.
- To explain the role of these components in identified stiffness models.
Main Methods:
- Derivation of discrete-time impulse response expressions for first- and second-order derivatives.
- Analysis of the impact of enforcing periodicity on model causality.
- Application of derived models to describe anti-causal components in identified stiffness models.
Main Results:
- Discretization of dynamic stiffness models inherently produces anti-causal impulse responses.
- Explicit expressions for these anti-causal responses in discrete-time systems were derived.
- Periodicity enforcement was identified as a key factor introducing anti-causality.
Conclusions:
- Discretized dynamic stiffness models can exhibit non-physical anti-causal behavior.
- The derived expressions provide a means to understand and quantify this anti-causality.
- This research clarifies the origin of anti-causal components in identified stiffness models, improving model interpretation.
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