activity
20192023
most citedMachine Learning Holography for 3D Particle Field Imaging

92 citations · 202 across the 12 of their papers we have counts for

collaborators

12 papers

cs.SD2023

Hopf Physical Reservoir Computer for Reconfigurable Sound Recognition

Md Raf E Ul Shougat, XiaoFu Li, Siyao Shao +2

The Hopf oscillator is a nonlinear oscillator that exhibits limit cycle motion. This reservoir computer utilizes the vibratory nature of the oscillator, which makes it an ideal can…

physics.flu-dyn2021

Probing into gas leakage characteristics of ventilated supercavity through bubbly wake measurement

Siyao Shao, Jiaqi Li, Kyungduck Yoon +1

The stability of ventilated supercavitation is strongly influenced by gas leakage characteristics of the cavity. Here we conduct a systematic investigation of such characteristics…

physics.flu-dyn2021

Insights into ventilation hysteresis shift due to flow unsteadiness in ventilated supercavitation

Kyungduck Yoon, Jiaqi Li, Siyao Shao +2

Understanding ventilation strategy of a supercavity is important for designing high-speed underwater vehicles wherein an artificial gas pocket is created behind a flow separation d…

physics.med-ph2020★ 13 cited

Risk assessment of airborne transmission of COVID-19 by asymptomatic individuals under different practical settings

Siyao Shao, Dezhi Zhou, Ruichen He +6

The lack of quantitative risk assessment of airborne transmission of COVID-19 under practical settings leads to large uncertainties and inconsistencies in our preventive measures.…

physics.med-ph2020★ 26 cited

Droplet evaporation residue indicating SARS-COV-2 survivability on surfaces

Zilong He, Siyao Shao, Jiaqi Li +3

SARS-CoV-2 survives and remains viable on surfaces for several days under different environments as reported in recent studies. However, it is unclear how the viruses survive for s…

eess.IV2020★ 38 cited

Machine learning shadowgraph for particle size and shape characterization

Jiaqi Li, Siyao Shao, Jiarong Hong

Conventional image processing for particle shadow image is usually time-consuming and suffers degraded image segmentation when dealing with the images consisting of complex-shaped…

physics.app-ph2019

Machine learning holography for measuring 3D particle size distribution

Siyao Shao, Kevin Mallery, Jiarong Hong

Particle size measurement based on digital holography with conventional algorithms are usually time-consuming and susceptible to noises associated with hologram quality and particl…

physics.flu-dyn2019★ 28 cited

Internal flows of ventilated partial cavitation

Kyungduck Yoon, Shijie Qin, Siyao Shao +1

Our study provides the first experimental investigation of the internal flows of ventilated partial cavitation (VPC) formed by air injection behind a backward-facing step. The expe…

eess.IV2019★ 92 cited

Machine Learning Holography for 3D Particle Field Imaging

Siyao Shao, Kevin Mallery, Santosh Kumar +1

We propose a new learning-based approach for 3D particle field imaging using holography. Our approach uses a U-net architecture incorporating residual connections, Swish activation…

physics.flu-dyn2019★ 1 cited

Numerical study of the behaviors of ventilated supercavities in a periodic gust flow

Renfang Huang, Siyao Shao, Roger E A Arndt +2

We conducted a numerical simulation of ventilated supercavitation from a forward-facing cavitator in unsteady flows generated by a gust generator under different gust angles of att…

physics.app-ph2019★ 3 cited

Measurement of 3D bubble distribution using digital inline holography

Siyao Shao, Jiarong Hong

The paper presents a hybrid bubble hologram processing approach for measuring the size and 3D distribution of bubbles over a wide range of size and shape. The proposed method consi…

physics.flu-dyn2019★ 1 cited

Effect of mounting strut and cavitator shape on the ventilation demand for ventilated supercavitation

Siyao Shao, Arun Balakrishna, Kyungduck Yoon +3

The present work reports behaviors regarding the formation and collapse of a ventilated supercavity while varying the cavitator shapes, including triangle, disk, and cone and varyi…