如何删除丝绸编织的噪音在卫星数据?- 江南体育网页版- - - - -地球科学堆江南电子竞技平台栈交换 最近30从www.hoelymoley.com 2023 - 04 - 03 - t11:28:04z //www.hoelymoley.com/feeds/question/8198 https://creativecommons.org/licenses/by-sa/4.0/rdf //www.hoelymoley.com/q/8198 14 如何删除丝绸编织的噪音在卫星数据? 汉Zhengzu //www.hoelymoley.com/users/5214 2016 - 06 - 17 t02:06:20z 2017 - 05 - 06 - t04:31:45z < p >卫星遥感数据是一个功能强大的工具为研究大气的空间分布和时间变化的物种。< / p > < p > < >强气场< /强>是一个卫星由于NASA在拉丁字面意义大气。< / p > < p > < >强OMI < /强>这意味着臭氧监测仪器有全球观测数据\ ce {O3},美元$ \ ce {NO2} $, $ \ ce{兄弟}$等。< / p > < p > \ ce {NO2}美元获得月度平均数据从< a href = " http://www.temis.nl/airpollution/no2col/no2regioomimonth_v2.php " rel = " noreferrer " >特米< / >,ESRI网格格式文件被我在这里展示策划:< / p > < p > < a href = " https://i.stack.imgur.com/1CtFh.png " rel = " noreferrer " > < img src = " https://i.stack.imgur.com/1CtFh.png " alt = "卫星图像“> < / > < / p > < p >我已经注意到,这个数字是由离散丝绸编织(在我的阴谋,他们在绿色喜欢下雨前策划- >):< / p > < p > < a href = " https://i.stack.imgur.com/RppOR.png " rel = " noreferrer " > < img src = " https://i.stack.imgur.com/RppOR.png " alt = "摘录从相同的图像“> < / > < / p > < p >恕我直言,这些编织必须与相关的人为排放而是卫星轨道。< / p > < p >某些网格框的量化研究,这些编织列浓度会影响有限。< / p > < p >此外,NASA Giovanni在线可视化工具,如下图也是\ ce {NO2}对流层美元列在同一地区。< / p > < p > < a href = " https://i.stack.imgur.com/kVqw6.png " rel = " noreferrer " > < img src = " https://i.stack.imgur.com/kVqw6.png " alt = "更多的卫星数据" > < / > < / p > < p >没有丝绸编织喜欢我的图。< / p > < p >,我的问题是:<强>如何删除这些异常值< /强>更精确的数据。< / p > < p >就好了如果熟悉这方面给我一些建议。< / p > < h3 > < / h3 > < p >更新谢谢@deneil的注意。在这里我提出两个数据源区分。李> < / p > < ol > < < p >特米数据被称为< em >荷兰OMI没有2 <子> < /订阅> (DOMINO)数据产品v2.0 < / em >。
In its official manual here, it said, I quoted:

  • DOMINO = Level 2 product
    The DOMINO data contains geolocated column integrated $\ce{NO2}$ concentrations, or
    $\ce{NO2}$ columns (in units of molecules/cm2). DOMINO data constitute a pure Level 2 product, i.e.
  • it provides geophysical information for each and every ground pixel observed by the instrument, without the additional binning, averaging or gridding typically applied for Level 3 data.
  • The Giovanni visualization tool use OMI/Aura $\ce{NO2}$ Cloud-Screened Total and Tropospheric Column Daily L3 Global 0.25deg Lat/Lon Grid which means it's level 3 data.

  • I think the difference sitting there. But I have also tried OMI $\ce{NO2}$ level2 data from NASA (OMI has two independent data source in Dutch and NASA), it has 15 candidate scenes which was plotted different from the TEMIS DUMNO2 data.

    Here is an example. The figure below plot the level 2 data in tilted grid due to the satellite orbits. Level 3 data must resample the tilted grid data into regular grid network. So, I think my first figure shows the right result as level 2 data's character.

    A satellite image

    Updated II

    There are three different source for tropospheric $\ce{NO2}$ column. It seems that Berkely's dataset is the best choice. enter image description here

    //www.hoelymoley.com/questions/8198/-/8204 # 8204 7 答案由马特·霍尔如何删除丝绸编织的噪音在卫星数据? 马特·霍尔 //www.hoelymoley.com/users/28050 2016 - 06 - 18岁t00:10:20z 2016 - 06 - 18岁t00:10:20z 你问< p >, < em >如何删除这些异常值更精确的数据?< / em > < / p > < p >简短的回答是,你可以让你的数据看起来更自然的代表“真相”,但你可能要支付一些精度。测量本身就是不完美的问题是:这看起来像一个工件的数据收集方法。多余的能量干扰的一般名称一个信号你感兴趣的是< a href = " https://en.wikipedia.org/wiki/Noise_ (signal_processing)”rel = " noreferrer " > < / >噪音。< / p > < p >在你的情况下,有一些随机噪声,这是一致的(即空间组织)噪音。可能是不可能大幅攻击类型的噪声没有触摸信号。换句话说,你可能不得不支付降噪与一些精度的损失。这可能是一个你愿意做出权衡。< / p > < h3 > < / h3 > < p >减少噪音有很多很多方法< a href = " https://en.wikipedia.org/wiki/Noise_reduction " rel = " noreferrer " > < / >减少噪声数据。很常见的减少随机噪声的方法是应用< A href = " https://en.wikipedia.org/wiki/Smoothing " rel = " noreferrer " >平滑滤波器< / >,如一个简单的意味着在某些小,移动窗口(通常表示为一个卷积操作)。这里的问题是,它只是混合噪声图像。

    You can also think of a smoothing high-cut filter in the spatial frequency (aka wavenumber) domain. A common approach to removing the sort of spatially organized noise you have is to use a 'notch' (narrow) cut filter in this domain, which has the effect of removing noise with that spatial frequency. In other words, you can remove stripes.

    Filters that remove stripes can be found in various image processing software, or could be implemented with various scientific computing languages (e.g. MATLAB's Image Processing Toolbox or scikit-image for Python). Here are some options:

    //www.hoelymoley.com/questions/8198/-/8208 # 8208 5 汉Zhengzu回答的如何删除丝绸编织的噪音在卫星数据? 汉Zhengzu //www.hoelymoley.com/users/5214 2016 - 06 - 18岁t02:40:05z 2016 - 06 - 19 t02:56:29z < p >谢谢@Kwinkunks的回答。我读过< a href = " http://www.atmos -量- tech.net/4/1905/2011/amt - 4 - 1905 - 2011. - pdf”rel = " noreferrer " > < / >。这个图可以解释一些重要的事情。< br > < a href = " https://i.stack.imgur.com/8K68c.png " rel = " noreferrer " > < img src = " https://i.stack.imgur.com/8K68c.png " alt = "在这里输入图像描述" > < / > < / p > < p >我已经做策划原始数据像第一次要情节。< br > <强> Destriped - v1.02 < / >强劲,噪音可以清楚地显示数据。< / p > < p >添加另一个图来表示感应噪声大的重要性。< / p > < p > < a href = " https://i.stack.imgur.com/Cya9e.png " rel = " noreferrer " > < img src = " https://i.stack.imgur.com/Cya9e.png " alt = "在这里输入图像描述" > < / > < / p > < p >巨大的差异!< / p > < p >,我将学习一些技术处理dest江南登录网址app下载riped问题。我熟悉Python < / em > < em >。类似项目经验的人都可以把你的方法。< / p >
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