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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#'''[https://svr-sk818-web.cl.cam.ac.uk/tessera/index.php/Main_Page TESSERA] 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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#*[https://github.com/sk818/TEE Tessera Embeddings Explorer] user interface
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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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#*Improving Barlow-Twin representation quality and fast change detection (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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#*Fire scar mapping (with Jovana Knezevic and David Coomes)
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#*Understanding how embeddings work using 3D Radiation Transfer Models (with Yihang She and Andrew Blake)
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#'''[https://sk818.github.io/ebook/ An Introduction to Energy Informatics]'''
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#'''Environment and conservation'''
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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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#'''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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==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 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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* Insuring against variability in the performance of Nature-Based climate solutions (with E-Ping Rau, David Coomes, and James Gross, KTH)
 
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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 Andrew 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 Feb 2026

Latest revision as of 09:34, 13 February 2026

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. TESSERA Foundation Model project
    • Tessera Embeddings Explorer user interface
    • Improving Barlow-Twin representation quality and fast change detection (with Frank Feng and Sadiq Jaffer)
    • Fire scar mapping (with Jovana Knezevic and David Coomes)
    • Understanding how embeddings work using 3D Radiation Transfer Models (with Yihang She and Andrew Blake)
  2. An Introduction to Energy Informatics
  3. Environment and conservation
    • 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)
  4. Extreme weather impact and mitigation
    • Studying the impact of extreme weather on the transmission grid (with Enming Liang and Minghua Chen (both CityU HK))


Completed work

Last updated Feb 2026

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