Qianyu Zheng

Projects

Research systems and side projects I have built, plus the occasional hackathon.

Publications

Peer-reviewed research, both as first author.

2026
Improving Reliability of Machine Learning Interatomic Potentials with Physics-Informed Pretraining
Qianyu Zheng, Victor Fung
Journal of Chemical Information and Modeling (JCIM), 2026.
Figure from Improving Reliability of Machine Learning Interatomic Potentials with Physics-Informed Pretraining
doi:10.1021/acs.jcim.6c00826
2026
An Extensive Framework for Preparing Dual-Doppler Radar Measurements for Wake Model Validation: Application to the AWAKEN Large-Scale Field Experiment
Qianyu Zheng, L.-Y. (Lilian) Hung, A. Jordan, Julia Gottschall
Journal of Renewable and Sustainable Energy (JRSE), 18(4), art. 043302, 2026.
Figure from An Extensive Framework for Preparing Dual-Doppler Radar Measurements for Wake Model Validation: Application to the AWAKEN Large-Scale Field Experiment
doi:10.1063/5.0331761

Long-term Projects

Natural Language to Protein Database Query
Deep Learning, Bioinformatics
A deep learning architecture that enables natural language descriptions to query protein databases.
Sep. 2024 - Jan. 2025
Project Demo PDF Code
Workout of the Day Prediction
Machine Learning
Predict the workout of the day for athletes based on historical exercise data.
2024
Project

Hackathon Projects

Projects completed for Hackathons.

Plot Visualizer
HackGT X, 2023
Implement a pipeline to extract source data from various forms of scientific plots.
- Utilized YOLO and fineuned OCR to extract data from various forms of scientific plots.
- Deploy with Flask backend and HTML/CSS frontend.
Oct. 2023 - Dec. 2023
Project
Stock Tweet
Hacklytics, 2022
A tool tailored for PR teams of companies to analyze impact of tweets on stock prices.
- Trained a word2vec model for tweet analysis.
- Utilized GPT for generation of sample tweets.
- Deploy with Flask backend and Wix on Google Cloud.
Feb. 2023
Project