I am a third year PhD student in the Astronomy and Astrophysics group at the University of Warwick. My supervisor is Danny SteeghsLink opens in a new window, and I work as part of the GOTOLink opens in a new window team, searching for optical counterparts to gravitational wave-driven merger events. A key focus of my work is developing high performance deep learning classification algorithms for finding transient candidates in GOTO data, and leveraging the GOTO discovery stream to find and characterise fast and faint astrophysical transients.
I also have a growing interest in supernovae science, with a particular focus on how they can be used to probe the final stages of massive star evolution.
My personal website: https://tkilleste.in
Transient-optimised real-bogus classification with Bayesian Convolutional Neural Networks -- sifting the GOTO candidate streamLink opens in a new window (Killestein et al., 2021 -- accepted for publication in MNRAS)
For a complete record of all papers I've contributed to, please see this curated ADSLink opens in a new window library.
NAM2021 AstroML session [talk]
NAM2021 Transients Diversity session [talk]
RAS SDM Machine Learning and Artificial Intelligence Applied to Astronomy 2 [talk]
Statistical Challenges in Modern Astronomy VII [poster]
LSST:UK All-Hands Meeting [poster]
Convenor of NAM2022 session Machine Learning in Modern Astronomy: Learning and Interpreting the Data Driven UniverseLink opens in a new window
- Detection and characterisation of astrophysical transients
- Deep learning, Bayesian classification, contextual machine learning
- Data-mining of large scale astronomical surveys
- Reproducible science, and open-source software development
Alongside my work with GOTO, I am also a member of the ENGRAVE and ePESSTO+ collaborations
Observing time awarded:
2021B: 8 nights on INT/IDS as PI, Probing the GW followup landscape via a systematic spectroscopic classification campaign
Teaching and Outreach:
I was a problems class tutor for the first year modules PX145, PX148, and PX120 for 2 years, delivering a weekly problems class based on the course material and providing marking and support for the assessed problems sheets.
I have a lot of experience with science communication and am always keen to give outreach talks to schools and astronomy societies, on a variety of topics -- previously I've done talks on the solar system, exoplanets, asteroids, and astrophotography. Please contact me via email for more information!
GOTO transient discoveries (all-time)