Shiqi Zheng
I am a first year Master's student in Computational Engineering and Science at Brown University, with specialization in Fluid Mechanics. I major in Computer Science and Physics at the University of North Carolina at Chapel Hill.
I am advised by Prof. Baoyi Chen and participated in several particle physics research utilizing deep learning. I have a long-standing enthusiasm for the fields of Aerodynamics and Fluid Mechanics, and conducted several interdisciplinary data-driven research projects in Computational Fluid Dynamics, Quantum Physics, and applications of Machine Learning.
Also, I won 2 silver medals and 1 bronze medal in 2021 Kaggle competitions and awarded as Competitions Expert.
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Research
I am interested in integrating Deep Learning techniques to numerically analyze and simulate properties and behaviors across subjects, such as incompressible flows. Much of my research is about Quantum Physics, Cyber Security, Image Processing utilizing Machine Learning and Deep Learning.
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Bottom energy loss and non-prompt J/ψ production in relativistic heavy ion collisions
Meimei Yang,
Shiqi Zheng,
Bo Tong,
Jiaxing Zhao,
Wenyuan Ouyang,
Kai Zhou,
Baoyi Chen
Arxiv
arXiv
We discovered that the RAA and v2 of non-prompt J/ψ sensitive to the hot medium reflect and centrality supply an opportunity to study the bottom quarks energy loss in the hot medium.
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Fourier-Flow model generating Feynman paths
Shile Chen,
Oleh Savchuk,
Shiqi Zheng,
Baoyi Chen,
Horst Stoecker,
Lingxiao Wang,
Kai Zhou
Arxiv
arXiv
We offered a new avenue to investigate quantum systems with machine learning assisted Feynman Path integral solving.
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Research on Fingerprint Recognition Algorithm
Linglong Tan,
Huanyun Chen,
Xiaoyao Yin,
Shiqi Zheng
IOP Publishing
pdf
We analyzed different fingerprint matching algorithms with computer vision concepts.
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Design and Implementation of Multi-rate Digital Signal Processing Software Based on FPGA
Xiaoyao Yin,
Yingchi Lin,
Shiqi Zheng,
Yuankui Wang
IEEE
IEEE
We designed an application of FPGA in multi-rate digital signal processing.
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Detection Method of Stealing Complex Network Attack Considering Security Situation Awareness
Shiqi Zheng
IEEE
IEEE
I proposed an alarm algorithm based on the aggregation stage and an algorithm based on the causal probability correlation attack stage.
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Heart Attack Prediction with Artificial Neural Network
Shiqi Zheng
Clausius Scientific Press
pdf
I encoded patients' health-related features, designed and trained 3-layer ANN, and reached 87% accuracy to help predict the probability for patients to get heart attacks.
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Kaggle Competition Expert - 2 silver medals and 1 bronze medal
University of North Carolina at Chapel Hill Dean's List (2023)
University of Florida Dean's List (2019 & 2020)
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