Machine learning for micro-and nanorobots

L Yang, J Jiang, F Ji, Y Li, KL Yung, A Ferreira… - Nature Machine …, 2024 - nature.com
Abstract Machine learning (ML) has revolutionized robotics by enhancing perception,
adaptability, decision-making and more, enabling robots to work in complex scenarios …

Review of ultrasonic particle manipulation techniques: applications and research advances

S Wang, X Wang, F You, H **ao - Micromachines, 2023 - mdpi.com
Ultrasonic particle manipulation technique is a non-contact label-free method for
manipulating micro-and nano-scale particles using ultrasound, which has obvious …

Rolling microswarms along acoustic virtual walls

Z Zhang, A Sukhov, J Harting, P Malgaretti… - Nature …, 2022 - nature.com
Rolling is a ubiquitous transport mode utilized by living organisms and engineered systems.
However, rolling at the microscale has been constrained by the requirement of a physical …

Deep learning-based framework for fast and accurate acoustic hologram generation

MH Lee, HM Lew, S Youn, T Kim… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Acoustic holography has been gaining attention for various applications, such as noncontact
particle manipulation, noninvasive neuromodulation, and medical imaging. However, only a …

Programmable Acoustic Holography using Medium‐Sound‐Speed Modulation

M Xu, J Wang, WS Harley, PVS Lee… - Advanced …, 2023 - Wiley Online Library
Acoustic holography offers the ability to generate designed acoustic fields to manipulate
microscale objects. However, the static nature or large aperture sizes of 3D printed acoustic …

Real-time acoustic holography with physics-based deep learning for acoustic robotic manipulation

C Zhong, Z Sun, K Lyu, Y Guo… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Acoustic holography is a newly emerging and promising technique to dynamically generate
arbitrary desired holographic acoustic field in 3D space for contactless robotic manipulation …

A Knowledge-Driven Method for Real-Time Acoustic Holographic Field Reconstruction Using Physical Modeling and Semi-Supervised Neural Networks

S Wang, F You, X Wang, H **ao - Knowledge-Based Systems, 2025 - Elsevier
Acoustic holography is an emerging technology that can dynamically generate any desired
holographic acoustic field in three-dimensional space. The holographic acoustic field can be …

Physics-based generative adversarial network for real-time acoustic holography

Q Lu, C Zhong, H Su, S Liu - Ultrasonics, 2025 - Elsevier
Acoustic holography (AH) encodes the acoustic fields in high dimensions into two-
dimensional holograms without information loss. Phase-only holography (POH) modulates …

Selective, Robust and Precision Manipulation of Particles in Complex Environments With Ultrasonic Phased Transducer Array and Microscope

M Wang, S An, Z Sun, J Li, Y Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The noncontact acoustic manipulation of particles, biosamples, droplets, and air bubbles
has emerged as a promising technology in the fields of biology, chemistry, medicine, etc …

Deep learning-empowered moving cascaded acoustic holography for high-fidelity and high-capacity acoustic holographic reconstruction

Q Lin, P Wang, F Cai, R Zhang, Y Mo, W Che, Y Li… - Applied Acoustics, 2024 - Elsevier
Acoustic holograms offer a promising platform for reconstructing complex acoustic fields with
high resolution in three dimensions. However, traditional design algorithms based on single …