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    <title>PFS-JIRA</title>
    <link>https://pfspipe.ipmu.jp/jira</link>
    <description>This file is an XML representation of an issue</description>
    <language>en-us</language>    <build-info>
        <version>8.3.4</version>
        <build-number>803005</build-number>
        <build-date>13-09-2019</build-date>
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<item>
            <title>[PIPE2D-460] Evaluate the interpolations between model templates</title>
                <link>https://pfspipe.ipmu.jp/jira/browse/PIPE2D-460</link>
                <project id="10002" key="PIPE2D">DRP 2-D Pipeline</project>
                    <description>&lt;p&gt;Evaluate the accuracy of interpolations of the AMBRE model spectra. The interpolations were provided in &lt;a href=&quot;https://pfspipe.ipmu.jp/jira/browse/PIPE2D-365&quot; title=&quot;Interpolate between model templates &quot; class=&quot;issue-link&quot; data-issue-key=&quot;PIPE2D-365&quot;&gt;&lt;del&gt;PIPE2D-365&lt;/del&gt;&lt;/a&gt;, where 4D radial basis functions were used for interpolations.&lt;/p&gt;</description>
                <environment></environment>
        <key id="13785">PIPE2D-460</key>
            <summary>Evaluate the interpolations between model templates</summary>
                <type id="3" iconUrl="https://pfspipe.ipmu.jp/jira/secure/viewavatar?size=xsmall&amp;avatarId=10518&amp;avatarType=issuetype">Task</type>
                                            <priority id="10000" iconUrl="https://pfspipe.ipmu.jp/jira/images/icons/priorities/medium.svg">Normal</priority>
                        <status id="10002" iconUrl="https://pfspipe.ipmu.jp/jira/images/icons/statuses/generic.png" description="The issue is resolved, reviewed, and merged">Done</status>
                    <statusCategory id="3" key="done" colorName="green"/>
                                    <resolution id="10000">Done</resolution>
                                        <assignee username="takuji.yamashita">Takuji Yamashita</assignee>
                                    <reporter username="takuji.yamashita">Takuji Yamashita</reporter>
                        <labels>
                            <label>flux-calibration</label>
                            <label>model-templates</label>
                    </labels>
                <created>Fri, 27 Sep 2019 06:09:12 +0000</created>
                <updated>Mon, 11 Nov 2019 20:59:22 +0000</updated>
                            <resolved>Fri, 8 Nov 2019 06:56:28 +0000</resolved>
                                                                        <due></due>
                            <votes>0</votes>
                                    <watches>3</watches>
                                                                <comments>
                            <comment id="16251" author="takuji.yamashita" created="Fri, 25 Oct 2019 08:15:58 +0000"  >&lt;p&gt;To evaluate the accuracies, the interpolations were made at each parameter point that we have.&#160;&lt;br/&gt;
 An RBF fitting was performed for every spectrum.&#160;A document is in preparation. Target value of the accuracy is &amp;lt;1%.&lt;br/&gt;
 &#160;&lt;br/&gt;
 &lt;b&gt;Model templates&lt;/b&gt;&lt;br/&gt;
 All the AMBRE templates with 6000 K &amp;lt; Teff &amp;lt; 8000 K&lt;/p&gt;
&lt;ul&gt;
	&lt;li&gt;2590 models of the plan-parallel model (p-model)&lt;/li&gt;
	&lt;li&gt;2125 models of the spherical model (s-model)&lt;/li&gt;
&lt;/ul&gt;


&lt;p&gt;&lt;b&gt;Computer&lt;/b&gt;&lt;br/&gt;
 3.8GHz CPU, 62GB memory, CentOS7, 7 cores are used.&lt;br/&gt;
 &#160;&lt;br/&gt;
 &lt;b&gt;Processing time&lt;/b&gt;&lt;br/&gt;
 ~10 days for 2590 p-model spectra; ~5 days for 2125 s-model spectral. On average, 5 min for p-model, 3 min for s-model. Most of the interpolations takes only ~10 sec. Interpolations which use many neighbor spectra take much time.&#160;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12209_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12209/12209_numspec_time.png&quot; title=&quot;numspec_time.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12209&quot; file-preview-title=&quot;numspec_time.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12208/_thumb_12208.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt; &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12211_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12211/12211_pmodel_rms_4param.png&quot; title=&quot;pmodel_rms_4param.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12211&quot; file-preview-title=&quot;pmodel_rms_4param.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12209/_thumb_12209.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &#160;&lt;br/&gt;
 &lt;b&gt;RMS of residuals&lt;/b&gt;&lt;br/&gt;
 For each interpolation spectrum, a residual is calculated as a function of wavelength.&lt;br/&gt;
 Residual (%) == (Interpolation - Reference) / Reference * 100,&#160;&lt;br/&gt;
 where Reference is an original AMBRE spectrum.&lt;br/&gt;
 Overall, the accuracies is good enough. On average, they are 0.03 (&lt;ins&gt;/-0.03)% and 0.02 (&lt;/ins&gt;/-0.04)% in p-mode and s-model, respectively. I found that accuracies become worse a bit at lower Teff and high metallicity in both p/s-models.&lt;br/&gt;
 &#160;&lt;br/&gt;
 P-model&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12214_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12214/12214_pmodel_rms_numspec.png&quot; title=&quot;pmodel_rms_numspec.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12214&quot; file-preview-title=&quot;pmodel_rms_numspec.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12211/_thumb_12211.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12215_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12215/12215_pmodel_rms_Teff.png&quot; title=&quot;pmodel_rms_Teff.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12215&quot; file-preview-title=&quot;pmodel_rms_Teff.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12214/_thumb_12214.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12213_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12213/12213_pmodel_rms_logg.png&quot; title=&quot;pmodel_rms_logg.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12213&quot; file-preview-title=&quot;pmodel_rms_logg.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12215/_thumb_12215.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12216_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12216/12216_pmodel_rms_Z.png&quot; title=&quot;pmodel_rms_Z.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12216&quot; file-preview-title=&quot;pmodel_rms_Z.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12213/_thumb_12213.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12216_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12216/12216_pmodel_rms_Z.png&quot; title=&quot;pmodel_rms_Z.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12216&quot; file-preview-title=&quot;pmodel_rms_Z.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12216/_thumb_12216.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12217_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12217/12217_smodel_rms_4param.png&quot; title=&quot;smodel_rms_4param.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12217&quot; file-preview-title=&quot;smodel_rms_4param.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12212/_thumb_12212.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &#160;&lt;br/&gt;
 S-model&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12220_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12220/12220_smodel_rms_numspec.png&quot; title=&quot;smodel_rms_numspec.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12220&quot; file-preview-title=&quot;smodel_rms_numspec.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12217/_thumb_12217.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12221_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12221/12221_smodel_rms_Teff.png&quot; title=&quot;smodel_rms_Teff.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12221&quot; file-preview-title=&quot;smodel_rms_Teff.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12220/_thumb_12220.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12222_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12222/12222_smodel_rms_Z.png&quot; title=&quot;smodel_rms_Z.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12222&quot; file-preview-title=&quot;smodel_rms_Z.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12221/_thumb_12221.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12218_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12218/12218_smodel_rms_alpha.png&quot; title=&quot;smodel_rms_alpha.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12218&quot; file-preview-title=&quot;smodel_rms_alpha.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12219/_thumb_12219.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12210_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12210/12210_rms_table.png&quot; title=&quot;rms_table.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12210&quot; file-preview-title=&quot;rms_table.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12222/_thumb_12222.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12210_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12210/12210_rms_table.png&quot; title=&quot;rms_table.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12210&quot; file-preview-title=&quot;rms_table.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12218/_thumb_12218.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;br/&gt;
 &#160;&lt;/p&gt;

&lt;p&gt;&lt;span class=&quot;image-wrap&quot; style=&quot;&quot;&gt;&lt;a id=&quot;12210_thumb&quot; href=&quot;https://pfspipe.ipmu.jp/jira/secure/attachment/12210/12210_rms_table.png&quot; title=&quot;rms_table.png&quot; file-preview-type=&quot;image&quot; file-preview-id=&quot;12210&quot; file-preview-title=&quot;rms_table.png&quot;&gt;&lt;img src=&quot;https://pfspipe.ipmu.jp/jira/secure/thumbnail/12210/_thumb_12210.png&quot; style=&quot;border: 0px solid black&quot; /&gt;&lt;/a&gt;&lt;/span&gt;&lt;/p&gt;


&lt;p&gt; &lt;b&gt;P and S-models&lt;/b&gt;&lt;br/&gt;
 Both models reproduce with high accuracies. The results show that the accuracy of p-model is systematically higher than that of s-model. This is because the parameter grid of the p-model templates is dense like a regular grid while one of s-model is sparse.&#160;&lt;/p&gt;</comment>
                            <comment id="16305" author="takuji.yamashita" created="Fri, 8 Nov 2019 06:56:28 +0000"  >&lt;p&gt;The results of the evaluations was provided and a code for this work was uploaded at github.&#160;&lt;/p&gt;</comment>
                    </comments>
                <issuelinks>
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                                        <issuelink>
            <issuekey id="13359">PIPE2D-365</issuekey>
        </issuelink>
                            </outwardlinks>
                                                        </issuelinktype>
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