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MOSFiT: Modular Open-Source Fitter for Transients

机译:mOsFiT:用于瞬态的模块化开源钳工

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Much of the progress made in time-domain astronomy is accomplished byrelating observational multi-wavelength time series data to models derived fromour understanding of physical laws. This goal is typically accomplished bydividing the task in two: collecting data (observing), and constructing modelsto represent that data (theorizing). Owing to the natural tendency forspecialization, a disconnect can develop between the best available theoriesand the best available data, potentially delaying advances in our understandingnew classes of transients. We introduce MOSFiT: the Modular Open-Source Fitterfor Transients, a Python-based package that downloads transient datasets fromopen online catalogs (e.g., the Open Supernova Catalog), generates Monte Carloensembles of semi-analytical light curve fits to those datasets and theirassociated Bayesian parameter posteriors, and optionally delivers the fittingresults back to those same catalogs to make them available to the rest of thecommunity. MOSFiT is designed to help bridge the gap between observations andtheory in time-domain astronomy; in addition to making the application ofexisting models and creation of new models as simple as possible, MOSFiT yieldsstatistically robust predictions for transient characteristics, with a standardoutput format that includes all the setup information necessary to reproduce agiven result. As large-scale surveys such as LSST discover entirely new classesof transients, tools such as MOSFiT will be critical for enabling rapidcomparison of models against data in statistically consistent, reproducible,and scientifically beneficial ways.
机译:时域天文学取得的许多进展是通过将观测的多波长时间序列数据与从我们对物理定律的理解中得出的模型相关联而实现的。通常通过将任务分为两部分来实现此目标:收集数据(观察)和构建表示该数据的模型(理论化)。由于专业化的自然趋势,可能在最佳可用理论和最佳可用数据之间形成脱节,这可能会延迟我们对新型瞬态的理解的进展。我们介绍MOSFiT:瞬态的模块化开源Fitter,这是一个基于Python的软件包,可以从开放的在线目录(例如,开放超新星目录)中下载瞬态数据集,生成与这些数据集及其相关贝叶斯参数相符的半分析光曲线的Monte Carloensembles。后验者,也可以选择将拟合结果返回给相同的目录,以使其余社区可以使用。 MOSFiT旨在帮助弥合时域天文学中观测与理论之间的鸿沟;除了使现有模型的应用和新模型的创建尽可能简单之外,MOSFiT还针对瞬态特性提供了统计上可靠的预测,其标准输出格式包括了再现给定结果所需的所有设置信息。随着诸如LSST之类的大规模调查发现了全新的瞬态类别,诸如MOSFiT之类的工具对于以统计上一致,可重现和科学有益的方式实现模型与数据的快速比较将至关重要。

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