首页> 外文OA文献 >Point source detection and extraction from simulated Planck TOD using optimal adaptive filters
【2h】

Point source detection and extraction from simulated Planck TOD using optimal adaptive filters

机译:基于maTLaB的模拟普朗克TOD点源检测与提取  最优自适应滤波器

摘要

Wavelet-related techniques have proven useful in the processing and analysisof one and two dimensional data sets (spectra in the former case, images in thelatter). In this work we apply adaptive filters, introduced in a previous work(Sanz et al. 2001), to optimize the detection and extraction of point sourcesfrom a one-dimensional array of time-ordered data such as the one that will beproduced by the future 30 GHz LFI28 channel of the ESA Planck mission. At a$4sigma$ detection level 224 sources over a flux of 0.88 Jy are detected witha mean relative error (in absolute value) of 21% and a systematic bias of-7.7%. The position of the sources in the sky is determined with errorsinferior to the size of the pixel. The catalogue of detected sources iscomplete at fluxes $geq$ 4.3 Jy. The number of spurious detections is lessthan a 10% of the true detections. We compared the results with the onesobtained by filtering with a Gaussian filter and a Mexican Hat Wavelet of widthequal to the scale of the sources. The adaptive filter outperforms the otherfilters in all considered cases. We conclude that optimal adaptive filters arewell suited to detect and extract sources with a given profile embedded in abackground of known statistical properties. In the Planck case, they could beuseful to obtain a real-time preliminary catalogue of extragalactic sources,which would have a great scientific interest, e. g. for follow-up observations.
机译:与小波相关的技术已被证明可用于处理和分析一维和二维数据集(前者为光谱,后者为图像)。在这项工作中,我们应用了先前工作中介绍的自适应滤波器(Sanz等人,2001年),以优化从一维时间排序数据数组中检测和提取点源的能力,例如未来将要产生的数据。 ESA普朗克任务的30 GHz LFI28通道。在4σ的检测水平下,检测到224个通量为0.88 Jy的光源,平均相对误差(绝对值)为21%,系统偏差为-7.7%。确定源在天空中的位置时的误差小于像素的大小。检测到的源的目录在通量$ geq $ 4.3 Jy处是完整的。虚假检测的数量少于真实检测的10%。我们将结果与采用高斯滤波器和宽度等于光源规模的墨西哥帽小波进行滤波所获得的结果进行了比较。在所有考虑的情况下,自适应滤波器的性能均优于其他滤波器。我们得出结论,最佳自适应滤波器非常适合于检测和提取嵌入已知统计属性背景中的给定配置文件的源。在普朗克案例中,他们可能会有用地获得河外源的实时初步目录,这将具有极大的科学意义,例如。 G。进行后续观察。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号