Dr PC Cowan
Top university
1 year ago
"ChatGPT" for astronomical light curves University of Auckland in New Zealand
Degree Level
PhD
Field of study
Computer Science
Funding
Fully Funded
Deadline
Expired
Country
New Zealand
University
University of Auckland

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Where to contact
Official Email
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Keywords
Computer Science
Data Science
Machine Learning
Signal Processing
Experimental Physics
Mathematics
Artificial Intelligence
Astronomy
Time Series Analysis
Python Programming
Fourier Analysis
Mathematical Modelling
Astrophysics/astroparticle Physics
Data Modeling
About this position
The Japan/New Zealand/US Microlensing Observations in Astrophysics (MOA) collaboration has been engaged with the detection of exoplanets via gravitational microlensing of over 25 years. This work has resulted in a large data archive of high cadence observations. These field observations need to be reduced, producing light curves of observed objects. The millions of light curves produced will have to be categorized using, for example, machine learning. These categories can be used to (i) classify new light curves and (ii) identify new, unknown classes of objects. The candidate will:Generate light curves for transient objects in the MOA project fields towards the Galactic Bulge and Magellanic clouds using existing photometric software as required, andPerform unsupervised learning to categorize transient light curves,Identify classes of known progenitor objects, such as variable stars, eclipsing binaries, novae etc.,Identify classes of unknown progenitor objects,Investigate one or more classes of light curves.The candidate must have experience in:Python programmingBasic astronomy and astrophysicsExperimental physicsIdeally, the candidate would have experience in:Machine LearningSignal processing, especially time series analysis, fourier analysisData modellingEmail your CV and academic record (including grades and subjects) to the contacts for this position. Also include the GPE estimation calculated used the online calculator linked to in the "Funding Notes" section. Requests for further information or correspondence without all of this information will be treated with low priority and are unlikely to receive a response.
Funding details
Fully Funded
How to apply
? Email CV and academic record to the contacts for this position
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