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AQUAdexIM: highly efficient in-memory indexing and querying of astronomy time series images

机译:AQUAdexIM:高效的内存索引和天文学时间序列图像查询

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摘要

Astronomy has always been, and will continue to be, a data-based science, and astronomers nowadays are faced with increasingly massive datasets, one key problem of which is to efficiently retrieve the desired cup of data from the ocean. AQUAdexIM, an innovative spatial indexing and querying method, performs highly efficient on-the-fly queries under users' request to search for Time Series Images from existing observation data on the server side and only return the desired FITS images to users, so users no longer need to download entire datasets to their local machines, which will only become more and more impractical as the data size keeps increasing. Moreover, AQUAdexIM manages to keep a very low storage space overhead and its specially designed in-memory index structure enables it to search for Time Series Images of a given area of the sky 10 times faster than using Redis, a state-of-the-art in-memory database.
机译:天文学一直是并将继续成为一门基于数据的科学,如今天文学家面临着越来越庞大的数据集,其中一个关键问题是如何有效地从海洋中检索所需的数据杯。 AQUAdexIM是一种创新的空间索引和查询方法,可根据用户的请求执行高效的即时查询,以从服务器端现有的观测数据中搜索时间序列图像,并且仅将所需的FITS图像返回给用户,因此用户无需不再需要将整个数据集下载到本地计算机,随着数据量的不断增加,这将变得越来越不切实际。此外,AQUAdexIM设法保持非常低的存储空间开销,其特殊设计的内存索引结构使其能够搜索天空给定区域的时间序列图像,其速度是使用Redis的10倍。艺术内存数据库。

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