92 citations · 202 across the 12 of their papers we have counts for
6 papers · 1 filter
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…
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…
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…
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…
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…
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…