Precise acoustic field establishment by holography-modulated acoustic intensity.

IF 4.1 2区 物理与天体物理 Q1 ACOUSTICS
Hao Quan, Wei Zhou, Xinjia Li, Pengqi Li, Xiufang Liu, Fei Li, Lili Niu, Long Meng
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引用次数: 0

Abstract

Acoustic holography, which reconstructs desired target acoustic fields by precisely controlling the phase distribution of acoustic wavefronts, holds significant promise for applications such as acoustic manipulation. However, the precise modulation of acoustic field distributions via acoustic holography to construct multifocal fields with controllable acoustic intensity ratios remains insufficiently explored. To address this limitation, this study proposes a Physics-Informed Artificial Intelligence-based Angular Spectrum method (AIAS), which deeply integrates the physical model of angular spectrum propagation into the neural network training process. Combined with a specifically designed Target-Area-Weighted Mean Squared Error loss function, AIAS establishes an explicit optimization link between the phase distribution and the amplitude error in the target region during the inverse design process. Results demonstrate that acoustic fields reconstructed by AIAS exhibit more concentrated and uniform pressure distributions (average pressure improved from 262 ± 15 kPa to 276.4 ± 5.6 kPa), providing stable acoustic fields for particle assembly. Importantly, by controlling the phase gradient distribution, AIAS successfully constructs asymmetric acoustic fields with a 2:1 intensity ratio between two focal points. The exceptional amplitude modulation capabilities of AIAS represent a key technological breakthrough for achieving more precise and personalized transcranial focused ultrasound therapy.

全息调制声强的精确声场建立。
声全息技术通过精确控制声波前的相位分布来重建期望的目标声场,在声学操纵等应用中具有重要的前景。然而,利用声全息技术对声场分布进行精确调制以构建声强比可控的多焦场仍未得到充分的探索。为了解决这一局限性,本研究提出了一种基于物理信息的人工智能角谱方法(AIAS),该方法将角谱传播的物理模型深度集成到神经网络训练过程中。结合专门设计的目标区域加权均方误差损失函数,AIAS在反设计过程中建立了目标区域相位分布与幅度误差之间的显式优化联系。结果表明,AIAS重建的声场压力分布更加集中均匀(平均压力由262±15 kPa提高到276.4±5.6 kPa),为颗粒组装提供了稳定的声场。重要的是,通过控制相位梯度分布,AIAS成功构建了两个焦点之间强度比为2:1的非对称声场。AIAS出色的调幅能力代表了实现更精确和个性化的经颅聚焦超声治疗的关键技术突破。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Ultrasonics
Ultrasonics 医学-核医学
CiteScore
7.60
自引率
19.00%
发文量
186
审稿时长
3.9 months
期刊介绍: Ultrasonics is the only internationally established journal which covers the entire field of ultrasound research and technology and all its many applications. Ultrasonics contains a variety of sections to keep readers fully informed and up-to-date on the whole spectrum of research and development throughout the world. Ultrasonics publishes papers of exceptional quality and of relevance to both academia and industry. Manuscripts in which ultrasonics is a central issue and not simply an incidental tool or minor issue, are welcomed. As well as top quality original research papers and review articles by world renowned experts, Ultrasonics also regularly features short communications, a calendar of forthcoming events and special issues dedicated to topical subjects.
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