Difference between revisions of "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...
 
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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* Policy recommendations to exploit the synergy of residential PV, bi-directional TVs, and working from home (with Anais Berkes and David Reiner)
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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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* Studying the impact of system configuration on the energy usage of LLMs (with Grant Wilkins and Richard Mortier)
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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)
 +
#*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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* 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 extreme weather on the transmission grid (with Enming Liang and Minghua Chen (both CityU HK))
 
  
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==Environment and conservation==
 
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===Carbon estimation and credits===
 
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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 pan-tropical carbon stock and structure (with Amelia Holcombe and David Coomes)
 
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* 3D forest structure reconstruction using monocular vision 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 Adam Pellegrini)
 
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* Quantifying carbon sequestration in regrowing forests in the Brazilian Atlantic (with Felipe Begliomini and David Coomes)
 
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===Monitoring and remote sensing===
 
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* Identifying land use from spatial-spectral-temporal  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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* Monitoring wild boar and lynx population in the Carpathians (with Tom Ratsakatika and Ruben Iosif (carpathian.org))
 
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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 March 2024
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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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