RESEARCH PROJECTS 2022
- Tracing 3-D high latitude environmental change with billions of remotely sensed points
- Context-awareness in real-time image classification for ground-based gamma-ray telescopes
- Bayesian Machine Learning with Uncertainty Quantification for Detecting Weeds in Crop Lands from Low Altitude Remote Sensing
- Predicting geomagnetic conditions on the Earth from multi-spectral images of the Sun by combining data science and physical models
- Data-driven performance optimization of coloured and textured solar modules
- Multi-resolution models for single-cell genomics data
- Towards molecular digital pathology: leveraging spatial transcriptomics and deep learning to predict gene expression from tissue morphology in solid tumors
Research projects 2020
- Building a Photonic Processor for Energy-Efficient AI
- Multi-satellite Approach of Monitoring Atmosphere/Magnetosphere Space Weather Interactions
- Data-Driven Time-Dependent Multiphysics Simulation and Optimization of Electron Solvation from Nanodiamonds
- Data Mining Dynamic Human Behaviors for Flood Risk Assessment in Coupled Human-Environment Systems
- Deep Learning with sparse annotations for the analysis of lung tissue microscopy images
- Dynamic Scheduling of Gamma-ray Source Observations
- Explainable Artificial Intelligence and Trust in the Energy Sector
- Identification of Disease Causing Genetic Variants by Genome-wide Predictions of Human Variant Effects
- Identification of Rock Falls in Mars Reconnaissance Orbiter Images Using Machine Learning
- Quantifying and explaining uncertainty in modeling permafrost thaw under a warming climate
Research Projects 2019
- Data fusion using remote sensing data and machine/deep learning techniques to better understand present past and future vegetation dynamics in Central Yakutia
- Facilitating Machine Learning on Super-High Resolution Earth Observation Data for Detecting and Quantifying Arctic Permafrost Thaw Dynamics
- Machine Learning Meets Theoretical Chemistry: Data-driven Analysis of Grapheneoxide
- Data Analytics for Solar Energy Yield and Optimization Possibilities for Load Management of Electric Buses
Research Projects 2018
- An unsupervised census of astrophysical transients in the universe
- Arctic Environmental Data Analytics
- Corpus-wide inference of gene relationships using semantic word representations
- End-to-End Management of Experimental Data Science on Biomedical Molecular Data
- Enhanced Computational Approaches for Seismic Risk Assessment of Infrastructure Networks
- Earthquake rupture predictability and the limitations of early warning
- On-board Image Classification based on Space-Based FPGA Processing
- Online Learning and Decision Making for Real-Time Analytics of Synthetic Aperture Radar (SAR) Data
- Optimizing nanotextured solar cells for realistic weather conditions
- Feature identification for single-cell omics data
- Unravelling the Interior Evolution of Terrestrial Planets Through Machine Learning