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Mechanical Identification of Materials and Structures with Optical Methods and Metaheuristic Optimization
Elisa Ficarella1, Luciano Lamberti2, Sadik Ozgur Degertekin3
1Dipartimento di Meccanica, Matematica e Management, Politecnico di Bari, 70126 Bari, Italy.
Materials (Basel, Switzerland)
|July 5, 2019
Summary
This study introduces hybrid metaheuristic algorithms for mechanical material identification. These novel methods efficiently solve inverse problems, reducing computational cost and improving accuracy in material property determination.
Area of Science:
- Engineering
- Computational Mechanics
- Materials Science
Background:
- Accurate mechanical identification of materials and structures is crucial for engineering applications.
- Solving inverse problems for material characterization often involves complex optimization techniques.
- Existing metaheuristic algorithms can be computationally intensive and may lack robustness.
Purpose of the Study:
- To develop a hybrid framework for mechanical identification of materials and structures.
- To enhance metaheuristic algorithms for solving inverse problems more efficiently.
- To improve the robustness and reduce the computational cost of material property identification.
Main Methods:
- Combining experimental optical measurements with non-linear optimization.
- Developing advanced formulations of Simulated Annealing (SA), Harmony Search (HS), and Big Bang-Big Crunch (BBBC).
- Implementing hybrid algorithms (HFSA, HFHS, HFBBBC) with gradient information, line search, and probabilistic search strategies.
Main Results:
- The proposed hybrid algorithms significantly reduce the number of structural analyses required.
- The enhanced metaheuristic search engines demonstrate improved robustness.
- Successful application to inverse problems for composite and hyperelastic materials with up to 17 unknown properties.
Conclusions:
- The hybrid framework provides a valid and efficient approach for mechanical identification.
- The developed algorithms offer a computationally cheaper and more robust solution for material characterization.
- This method advances the field of inverse problem-solving in materials science and structural analysis.
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