Working on

What I'm working on

This page is my (not always current) attempt to keep track of all the things I'm working on...

  1. Barlow Twin Foundation Model project
    • Improving Barlow-Twin representation quality (with Frank Feng and Sadiq Jaffer)
    • Estimating the impact of small field size on crop representations (with Madeleine Lisaius, Clement Atzberger (Mantle Labs) and Andrew Blake (Mantle Labs))
    • Using Barlow-Twin representations to study fungal biodiversity (with Robin Young and SPUN)
    • Studying the impact of wildfires on forest carbon stock (with Jovana Knezevic, David Coomes, and Adam Pellegrini)
  2. Environment and conservation
    • Estimating forest structure parameters using UAV-based monocular vision (with Yihang She, David Coomes, and Andrew Blake)
    • Quantifying carbon sequestration in regrowing forests in the Brazilian Atlantic (with Felipe Begliomini and David Coomes)
    • Identifying old growth forests in the Carpathians (with Tom Ratsakatika and Emily Lines)
    • Evaluating the effectiveness of policy mixes in reducing deforestation at the jurisdiction level (with Jakob Poffley and Rachael Garrett)
    • Developing algorithms for trunk diameter estimation in complex environments using game engine-based training (with Frank Feng and Yihang She)
  3. Extreme weather impact and mitigation
    • Studying the impact of extreme weather on the transmission grid (with Enming Liang and Minghua Chen (both CityU HK))
    • Creating spatially-explicit maps of extreme weather impact on building occupants (with Andrea Domiter)
  4. Energy systems
    • Joint placement, sizing, and operation of solar panels and storage in residential settings (with Hetong Shen)


Completed work


Last updated February 2025