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The Mini-SiTian Array: the Mini-SiTian Real-time Image Processing Pipeline (STRIP)

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Abstract This paper provides a comprehensive introduction to the mini-SiTian Real-time Image Processing pipeline (STRIP) and evaluates its operational performance. The STRIP pipeline is specifically designed for real-time alert triggering and light curve generation for transient sources. By applying the STRIP pipeline to both simulated and real observational data of the Mini-SiTian survey, it successfully identified various types of variable sources, including stellar flares, supernovae, variable stars, and asteroids, while meeting requirements of reduction speed within 5 minutes. For the real observational data set, the pipeline detected one flare event, 127 variable stars, and 14 asteroids from three monitored sky regions. Additionally, two data sets were generated: one, a real-bogus training data set comprising 218,818 training samples, and the other, a variable star light curve data set with 421 instances. These data sets will be used to train machine learning algorithms, which are planned for future integration into STRIP.
Title: The Mini-SiTian Array: the Mini-SiTian Real-time Image Processing Pipeline (STRIP)
Description:
Abstract This paper provides a comprehensive introduction to the mini-SiTian Real-time Image Processing pipeline (STRIP) and evaluates its operational performance.
The STRIP pipeline is specifically designed for real-time alert triggering and light curve generation for transient sources.
By applying the STRIP pipeline to both simulated and real observational data of the Mini-SiTian survey, it successfully identified various types of variable sources, including stellar flares, supernovae, variable stars, and asteroids, while meeting requirements of reduction speed within 5 minutes.
For the real observational data set, the pipeline detected one flare event, 127 variable stars, and 14 asteroids from three monitored sky regions.
Additionally, two data sets were generated: one, a real-bogus training data set comprising 218,818 training samples, and the other, a variable star light curve data set with 421 instances.
These data sets will be used to train machine learning algorithms, which are planned for future integration into STRIP.

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