Advanced Certificate in Piezoelectric Materials: Data-Driven Design
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⢠Introduction to Piezoelectric Materials:
Fundamentals of piezoelectricity, properties of piezoelectric materials, types of piezoelectric materials.
⢠Data Analysis for Piezoelectric Materials:
Data collection methods, data preprocessing techniques, statistical analysis of piezoelectric material properties.
⢠Design of Experiments for Piezoelectric Materials:
Experimental design principles, optimization techniques, design of experiments for piezoelectric material characterization.
⢠Finite Element Analysis (FEA) for Piezoelectric Materials:
Introduction to FEA, FEA for piezoelectric materials, modeling and simulation of piezoelectric devices.
⢠Machine Learning Techniques for Piezoelectric Materials:
Machine learning algorithms, data-driven modeling, optimization of piezoelectric material properties using machine learning techniques.
⢠Advanced Topics in Piezoelectric Materials:
Multiferroic materials, piezoelectric composites, nanoscale piezoelectric materials, piezoelectric energy harvesting.
⢠Applications of Piezoelectric Materials:
Sensors, actuators, energy harvesters, piezoelectric transformers, medical applications.
⢠Industrial Case Studies in Piezoelectric Materials:
Real-world applications of piezoelectric materials, design and optimization of industrial piezoelectric devices.
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