TLW: A Real-Time Light Curve Classification Algorithm for Transients Based on Machine Learning

TLW: A Real-Time Light Curve Classification Algorithm for Transients Based on Machine Learning

The real-time light curve classification of transients is helpful in searching for rare transients. We propose a new algorithm based on machine learning, namely the Temporary Convective Network and Light Gradient Boosting Machine Combined with Weight Module Algorithm (TLW). The TLW algorithm can cla...

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Bibliographic Details
Main Authors: Mengci Li, Chao Wu, Zhe Kang, Chengzhi Liu, Shiyu Deng, Zhenwei Li
Format: Article
Language:English
Published: MDPI AG 2024-01-01
Series:Universe
Subjects:
transient
light curve
photometry
real-time classification
machine learning
Online Access:https://www.mdpi.com/2218-1997/10/1/31

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