Abstract: This paper presents a multi-element self-focusing piezoelectric micromachined ultrasound transducer (ms-fPMUT) for multi-frequency ultrasound stimulation across bio-tissues. This transducer ...

This paper introduces for the first time the application of physics-informed neural networks (PINNs) in characterizing microelectromechanical systems (MEMS), particularly for piezoelectric ...