Journal
AIP ADVANCES
Volume 11, Issue 12, Pages -Publisher
AIP Publishing
DOI: 10.1063/5.0069182
Keywords
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Funding
- Strategic Research Platform toward Digital Nature by Pixie Dust Technologies, Inc.
- JSPS KAKENHI [21K14103]
- Grants-in-Aid for Scientific Research [21K14103] Funding Source: KAKEN
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The article highlights the importance of phased array transducers in acoustic applications and introduces the latest acoustic hologram optimizer, Diff-PAT, which achieves higher accuracy through automatic differentiation and stochastic gradient descent. It enables different combinations of operational modes and accurately assesses their performance.
Phased array transducers (PATs) are used in many applications, from airborne ultrasonic tactile displays to acoustic levitation. Acoustic holograms play a significant role in determining the performance of these applications. Many PATs and optimizers have been developed; however, only the following have been demonstrated in the literature: phase and phase and amplitude control of transducers and phase and amplitude only control at target points. Thus, most of the combinations of transducer state and target acoustic field conditions are yet to be explored. Here, we explore such combinations using Diff-PAT, one of the latest acoustic hologram optimizers. Diff-PAT is based on automatic differentiation and stochastic gradient descent. This optimizer achieves higher accuracy than conventional optimizers. We formulated multiple loss functions and wave propagators to enable each combination of the operation mode and quantitatively assessed the performance of each combination. The developed optimizers will offer new opportunities in the field and could allow further simplifications in PAT applications.(c) 2021 Author(s). All article content, except where otherwise noted, is licensed under a Creative Commons Attribution (CC BY) license(http://creativecommons.org/licenses/by/4.0/).
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