June 2020: Dartmouth College
Majors: Computer Science & Mathematics
ResearchExperience
Spring 2018
Plane Symmetry Recognition Through Convolutional Neural Network
Mathematics Department, Sophomore Scholars, Dartmouth College
- Designed algorithm to generate random symmetry patterns and applied Fourier transformation on symmetry
- Implemented and trained Convolutional Neural Network (CNN) using Mathematica to identify plane symmetry
- Accomplished 98.6% accuracy for six different patterns using training data of size 18,000
Fall 2017
Unfolding Polyhedra
Mathematics Department, Dartmouth College
- Analyzed whether certain types of polyhedra could be unfolded, with or without cuts, and the relationship between the identity of a polyhedron and the piece into which it is unfolded
- Applied star unfolding on convex polyhedra
- Made original proofs for the edge-unfolding property of domes and prismoids
Winter 2016 and Spring 2017
Geological and Mathematical Insights on Earth System Climate Sensitivity
Earth Sciences Department, WISP, Dartmouth College
- Translated GEOCARBSULF model into Matlab and applied variance reduction on proxy data of past 500 million years
- Made original alternations and visualized CO2 variance of different percentiles and calculated optimal climate sensitivity
- Compared influence and assess geological reasoning of different levels of plant-assisted chemical weathering factors (ACT, FERT, LIFE, and GYM) on CO2 rate
- Presented in 2017 Wetterhahn Science Symposium
Skills
Languages: Proficient in Python, C, Java, and Matlab. Familiar with Mathematica, Linux, HTML, and C++
Tools: Git and Github, Firebase, Android Studio, Excel (with VBA)