AI Assisted Optimization of Unimorph Tapered Cantilever for Piezoelectric Energy Harvesting
Osor Pertin, Koushik Guha, Olga M. Jaksic, Zoran Jakšić
Abstract
Osor Pertin, Koushik Guha, Olga M. Jaksic, Zoran Jakšić
Abstract
This paper presents the results of the deploying machine learning models in the design and optimization of a unimorph tapered cantilever with proof mass, aimed for piezoelectric energy harvesting. Multiobjective optimization as described in the paper was performed in order to find the optimal dimensions of the structure, its length, its width at the anchor and the ratio between widths at the anchor and at the tip, with respect to the salient parameters for the energy harvesting applications, namely low frequency and high power generated by the structure. The method is applicable for the optimization of the design of more complex MEMS structures aimed for energy harvesting applications.
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This paper presents the results of the deploying machine learning models in the design and optimization of a unimorph tapered cantilever with proof mass, aimed for piezoelectric energy harvesting. Multiobjective optimization as described in the paper was performed in order to find the optimal dimensions of the structure, its length, its width at the anchor and the ratio between widths at the anchor and at the tip, with respect to the salient parameters for the energy harvesting applications, namely low frequency and high power generated by the structure. The method is applicable for the optimization of the design of more complex MEMS structures aimed for energy harvesting applications.
Key concepts: Unimorph, Energy harvesting, Cantilever, Piezoelectricity, Microelectromechanical systems, Energy (signal processing), Proof mass, Computer science