Difference between revisions of "Working on"
 
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=What I'm working on=
 
=What I'm working on=
  
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This page is my attempt to keep track of all the things I'm working on...
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This page is my (not always current) attempt to keep track of all the things I'm working on...
  
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==Energy systems==
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#'''Barlow Twin Foundation Model project'''
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* Joint optimal placement, sizing, and operation of PV, storage, and bi-directional EVs (with Anais Berkes)
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#*Improving Barlow-Twin representation quality (with Frank Feng and Sadiq Jaffer)
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* Studying the impact of system configuration on the energy usage of LLMs (with Grant Wilkins and Richard Mortier)
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#*Estimating the impact of small field size on crop representations (with Madeleine Lisaius, Clement Atzberger (Mantle Labs) and Andrew Blake (Mantle Labs))
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#*Using Barlow-Twin representations to study fungal biodiversity (with Robin Young and [https://spun.earth SPUN])
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#*Studying the impact of wildfires on forest carbon stock (with Jovana Knezevic and David Coomes)
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#'''Environment and conservation'''
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#*Estimating forest structure parameters using UAV-based monocular vision (with Yihang She, David Coomes, and Andrew Blake)
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#*Quantifying carbon sequestration in regrowing forests in the Brazilian Atlantic (with Felipe Begliomini and David Coomes)
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#*Identifying old growth forests in the Carpathians (with Tom Ratsakatika and Emily Lines)
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#*Evaluating the effectiveness of policy mixes in reducing deforestation at the jurisdiction  level (with Jakob Poffley and Rachael Garrett)
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#*Developing algorithms for trunk diameter estimation in complex environments using game engine-based training (with Frank Feng and Edwin Yang (UW))
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#'''Extreme weather impact and mitigation'''
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#*Studying the impact of extreme weather on the transmission grid (with Enming Liang and Minghua Chen (both CityU HK))
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#*Creating spatially-explicit maps of extreme weather impact on building occupants (with Andrea Domiter)
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#'''Energy systems'''
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#*Joint placement, sizing, and operation of solar panels and storage in residential settings (with Hetong Shen)
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#*Fast sizing of solar and storage for residential energy systems (with Julia Gschwind (ETH))
  
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==Extreme weather impact and mitigation==
 
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* [https://sites.google.com/view/ucsolace/home Solace project] for dealing with extreme heatwaves in cities
 
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* Studying how urban buildings can cope with extreme weather events (with Livia Capol, ETH and Zoltan Nagy, UT Austin)
 
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* Studying the impact of climate change on the transmission grid (with Enming Liang and Minghua Chen (both CityU HK))
 
  
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==Environment and conservation==
 
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* [https://4c.cst.cam.ac.uk Cambridge Centre for Carbon Credits]
 
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* Studying the impact of forest degradation on carbon stock and structure (with Amelia Holcombe and David Coomes)
 
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* Game-theoretic analysis of the voluntary carbon market (with E-Ping Rau, David Coomes, James Gross, KTH, and Michael Schapira, Hebrew University)
 
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* 3D forest structure determination using SfM and DNNs (with Yihang She, David Coomes, and Andrew Blake)
 
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* Studying the impact of wildfires on forest carbon stock (with Jovana Knezevic, David Coomes, and Andrew Pellegrini)
 
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* Carbon sequestration in regrowing forests in the Brazilian Atlantic (with Felipe Begliomini and David Coomes)
 
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* Identifying land use from remote sensing using self-supervised learning (with Madeline Lisaius, Clement Atzberger, and Andrew Blake)
 
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* Using CNNs and computer vision for low-cost and realtime insect biodiversity measurement (with Sachin Matthew, Matteo Redana and Lynn Dicks)
 
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* Low-cost sensing of soil moisture (with Ju Wang (Northwest U., China and Omid Abari, UCLA)
 
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* Developing algorithms for trunk diameter estimation in complex environments using game engine-based training (with Frank Feng and Yihang She)
 
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==Misc.==
 
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* Designing an index to measure researcher influence and also identify potential research fraud (with Ankai Jie)
 
  
 
[[Completed work]]
 
[[Completed work]]
  
 
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Last updated October 2023
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Last updated April 2025

Latest revision as of 12:13, 8 April 2025

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 and David Coomes)
  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 Edwin Yang (UW))
  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)
    • Fast sizing of solar and storage for residential energy systems (with Julia Gschwind (ETH))


Completed work

Last updated April 2025

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