Petr Kisselev
Research, Photography, Tinkering
I am a student researcher, photographer, and developer with a passion for understanding complex systems and building innovative solutions. My work spans from pandemic modeling using graph neural networks to developing interactive computational tools and astrophysical simulations.
Research
Pandemic prediction using metapopulation SIR + graph convolutional neural networks
Developed a reproduction number based framework for understandable prediction of pandemic progression. This research employs metapopulation SIR modeling coupled with Graph Convolutional Neural Networks to provide interpretable forecasts of disease spread. Published in SIURO.
“Modeling COVID-19 Spread in the USA using Metapopulation SIR Models Coupled with Graph Convolutional Neural Networks”, SIAM Undergraduate Research Online journal, vol. 18 (2025) https://doi.org/10.1137/24S171694X
View SIURO Publication
Projects
Normal Debate
A web platform designed to facilitate structured and productive discussions.
Visit normaldebate.com
JavaScript 3D rasterizer
A complete 3D rendering engine developed from scratch using pure JavaScript, with no external libraries or frameworks. Created during my freshman year of high school, this project demonstrates fundamental computer graphics principles including rasterization, perspective projection, and real-time rendering.
View demo