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Path-Dependent Constitutive Modeling for Superplastic Forming of Titanium Alloys: Memory-Architecture Perspective.
Ling Ding1,2, Cik Suhana Hassan1, Wei Hong Lim1
1Faculty of Engineering, Technology and Built Environment, UCSI University, Kuala Lumpur 56000, Malaysia.
Materials (Basel, Switzerland)
|July 15, 2026
Summary
Superplastic forming (SPF) of titanium alloys is path-dependent. This review categorizes constitutive models based on how they handle deformation history, guiding better process simulation.
Area of Science:
- Materials Science
- Mechanical Engineering
- Computational Materials Science
Background:
- Superplastic forming (SPF) of titanium alloys shows significant deformation path dependence.
- Microstructural evolution, damage, and material behavior in SPF are affected by loading history.
- Current constitutive models for SPF often prioritize fitting accuracy over representing deformation history.
Purpose of the Study:
- To review path-dependent constitutive modeling for SPF from a memory-architecture perspective.
- To classify existing constitutive models based on their handling of deformation history.
- To provide guidance for selecting appropriate constitutive models for SPF simulations.
Main Methods:
- Structured literature review of titanium alloy SPF studies.
- Inclusion of high-temperature forming studies from other metallic systems for transferable constitutive frameworks.
- Classification of constitutive models into four categories: stateless, implicit/projected memory, reduced-order memory, and high-dimensional/explicit memory models.
Main Results:
- Many conventional models compress deformation history, limiting their ability to represent complex loading paths.
- Internal-state-variable models offer a balance of path representation, interpretability, and implementation.
- High-dimensional memory models provide superior sequence sensitivity but require more data and calibration.
Conclusions:
- A memory-architecture framework clarifies the capabilities and limitations of existing constitutive models for SPF.
- Model selection for SPF process simulation should consider the trade-offs between accuracy, path representation, and implementation complexity.
- Internal-state-variable and high-dimensional memory models show promise for accurately simulating path-dependent behavior in SPF.
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