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Published on: February 12, 2016
An OpenSees Surrogate Constitutive Model for High-Damping Rubber Based on Machine Learning
Feng Li1, Tianbo Peng1,2
1College of Civil Engineering, Tongji University, Shanghai 200092, China.
A new HDRGA material was developed for OpenSees, simplifying a complex constitutive model for high-damping rubber (HDR) seismic isolation. This material accurately simulates HDR performance during earthquakes.
Area of Science:
- Civil Engineering
- Materials Science
- Computational Mechanics
Background:
- High-damping rubber (HDR) is crucial for seismic isolation in structures but has complex mechanical properties.
- Existing constitutive models for HDR pose challenges for implementation in finite element analysis.
- Previous research introduced a novel HDR constitutive model using Gated Recurrent Unit (GRU) and attention mechanisms.
Purpose of the Study:
- To simplify and implement a previously proposed HDR constitutive model into the OpenSees finite element analysis platform.
- To develop a user-friendly HDR material (HDRGA) within OpenSees for seismic engineering simulations.
- To validate the accuracy and performance of the developed HDRGA material.
Main Methods:
- Simplification of a GRU-attention based HDR constitutive model.
- Conversion of the simplified model into a uniaxial material format for OpenSees.
- Development of HDRGA material code (header and source files) for OpenSees.
- Validation using a two-node model and a single-pier model with comparative analysis against test and simulation results.
Main Results:
- Successful development and implementation of the HDRGA material in OpenSees.
- The HDRGA material accurately characterizes the mechanical properties of HDR.
- Validation studies confirmed the material's capability to perform well under seismic loading conditions.
- Comparative analysis showed good agreement between the HDRGA material simulations and experimental/calculated results.
Conclusions:
- The developed HDRGA material provides an effective tool for simulating HDR behavior in seismic isolation applications within OpenSees.
- The implementation facilitates the use of advanced constitutive models in practical engineering simulations.
- The HDRGA material demonstrates reliable performance for seismic analysis of structures incorporating HDR components.
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