Reconfigurable phase-only acoustic holography with surrogate model based on soft-GAN
2025-03-30
发表期刊APPLIED ACOUSTICS
ISSN0003-682X
EISSN1872-910X
卷号233
发表状态已发表
DOI10.1016/j.apacoust.2025.110625
摘要

Acoustic holography (AH) has shown great potential for application in various fields, including biomedical, lab-on-a-chip, and industrial scenarios, due to its advantages of high penetration ability, versatility in operating mediums, low energy consumption, and excellent biocompatibility. In this paper, we propose a phase-only acoustic holography (POAH) algorithm with a novel surrogate model based on soft-GAN to dynamically construct reconfigurable acoustic field patterns. Specifically, the acoustic field is encoded onto the phase-only profile of a phased array of transducers (PAT), enabling high-fidelity acoustic field reconstruction. Benefiting from the concept of physics-based deep learning (PBDL), we incorporate a well-defined physics rule with a generative learning method, thereby eliminating the need for an annotated POAH dataset. Moreover, a soft evaluation scheme is proposed to enhance the algorithm's flexible exploration capability. Experimental results on various acoustic field patterns demonstrate the effectiveness of the proposed algorithm, showing superior accuracy and real-time performance in constructing acoustic holograms. These results suggest significant potential for precise and contactless physical applications. © 2025 Elsevier Ltd

关键词Acoustic arrays - Acoustic fields - Acoustic transducers - Gallium nitride - Holograms - Sound recording Acoustic field patterns - Acoustic field reconstruction - Deep learning - Industrial scenarios - Model-based OPC - Penetration ability - Phase-only - Phase-only acoustic holography - Reconfigurable - Surrogate modeling
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收录类别EI ; SCI
语种英语
资助项目National Natural Science Foun-dation of China[62303321]
WOS研究方向Acoustics
WOS类目Acoustics
WOS记录号WOS:001440117300001
出版者Elsevier Ltd
EI入藏号20250917958169
EI主题词Acoustic holography
EI分类号712.1.2 Compound Semiconducting Materials - 743 Holography - 751 Acoustics, Noise, Sound and Speech - 751.1 Acoustic Waves - 752.1 Acoustic Devices - 752.2 Sound Recording
原始文献类型Journal article (JA)
文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/497013
专题信息科学与技术学院
信息科学与技术学院_硕士生
信息科学与技术学院_博士生
信息科学与技术学院_PI研究组_刘松组
通讯作者Su, Hu
作者单位
1.School of Information Science and Technology, Shanghaitech University, Shanghai; 201210, China;
2.Institute of Automation, Chinese Academy of Science, Beijing; 100190, China;
3.Shanghai Engineering Research Center of Intelligent Vision and Imaging, Shanghai; 201210, China
第一作者单位信息科学与技术学院
第一作者的第一单位信息科学与技术学院
推荐引用方式
GB/T 7714
Lu, Qingyi,Zhong, Chengxi,Su, Hu,et al. Reconfigurable phase-only acoustic holography with surrogate model based on soft-GAN[J]. APPLIED ACOUSTICS,2025,233.
APA Lu, Qingyi,Zhong, Chengxi,Su, Hu,&Liu, Song.(2025).Reconfigurable phase-only acoustic holography with surrogate model based on soft-GAN.APPLIED ACOUSTICS,233.
MLA Lu, Qingyi,et al."Reconfigurable phase-only acoustic holography with surrogate model based on soft-GAN".APPLIED ACOUSTICS 233(2025).
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