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	<title>Crow-AMSAA Model - Grouped Data Example - Revision history</title>
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	<updated>2026-05-06T17:10:04Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://www.reliawiki.com/index.php?title=Crow-AMSAA_Model_-_Grouped_Data_Example&amp;diff=66120&amp;oldid=prev</id>
		<title>Lisa Hacker at 21:20, 18 September 2023</title>
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		<updated>2023-09-18T21:20:22Z</updated>

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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 21:20, 18 September 2023&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot;&gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;noinclude&amp;gt;{{Banner RGA Examples}}&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;noinclude&amp;gt;{{Banner RGA Examples}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;This example appears in the [&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[Crow-AMSAA (NHPP)|&lt;/del&gt;Reliability &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Growth and Repairable System Analysis Reference]&lt;/del&gt;]&#039;&#039;.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;This example appears in the [&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;https://help.reliasoft.com/reference/reliability_growth_and_repairable_system_analysis &lt;/ins&gt;Reliability &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;growth reference&lt;/ins&gt;]&#039;&#039;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/noinclude&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/noinclude&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Lisa Hacker</name></author>
	</entry>
	<entry>
		<id>https://www.reliawiki.com/index.php?title=Crow-AMSAA_Model_-_Grouped_Data_Example&amp;diff=54099&amp;oldid=prev</id>
		<title>Chris Kahn at 16:45, 14 May 2014</title>
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		<updated>2014-05-14T16:45:12Z</updated>

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&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;{|border=&amp;quot;1&amp;quot; align=&amp;quot;center&amp;quot; style=&amp;quot;border-collapse: collapse;&amp;quot; cellpadding=&amp;quot;5&amp;quot; cellspacing=&amp;quot;5&amp;quot;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;{|border=&amp;quot;1&amp;quot; align=&amp;quot;center&amp;quot; style=&amp;quot;border-collapse: collapse;&amp;quot; cellpadding=&amp;quot;5&amp;quot; cellspacing=&amp;quot;5&amp;quot;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|+&#039;&#039;&#039;Grouped &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;failure times data&lt;/del&gt;&#039;&#039;&#039;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|+&#039;&#039;&#039;Grouped &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Failure Times Data&lt;/ins&gt;&#039;&#039;&#039;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;!Run Number&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;!Run Number&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;!Cumulative Failures&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;!Cumulative Failures&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Chris Kahn</name></author>
	</entry>
	<entry>
		<id>https://www.reliawiki.com/index.php?title=Crow-AMSAA_Model_-_Grouped_Data_Example&amp;diff=52814&amp;oldid=prev</id>
		<title>David J. Groebel at 00:11, 23 April 2014</title>
		<link rel="alternate" type="text/html" href="https://www.reliawiki.com/index.php?title=Crow-AMSAA_Model_-_Grouped_Data_Example&amp;diff=52814&amp;oldid=prev"/>
		<updated>2014-04-23T00:11:48Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 00:11, 23 April 2014&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot;&gt;Line 1:&lt;/td&gt;
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&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;noinclude&amp;gt;{{Banner RGA Examples}}&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;noinclude&amp;gt;{{Banner RGA Examples}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;This example appears in the [[Crow-AMSAA (NHPP)|Reliability Growth and Repairable System Analysis Reference &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;book&lt;/del&gt;]]&#039;&#039;.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;This example appears in the [[Crow-AMSAA (NHPP)|Reliability Growth and Repairable System Analysis Reference]]&#039;&#039;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/noinclude&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/noinclude&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>David J. Groebel</name></author>
	</entry>
	<entry>
		<id>https://www.reliawiki.com/index.php?title=Crow-AMSAA_Model_-_Grouped_Data_Example&amp;diff=49228&amp;oldid=prev</id>
		<title>Kate Racaza: Created page with &#039;&lt;noinclude&gt;{{Banner RGA Examples}} &#039;&#039;This example appears in the Reliability Growth and Repairable System Analysis Reference book&#039;&#039;. &lt;/noinclude&gt;  Consider …&#039;</title>
		<link rel="alternate" type="text/html" href="https://www.reliawiki.com/index.php?title=Crow-AMSAA_Model_-_Grouped_Data_Example&amp;diff=49228&amp;oldid=prev"/>
		<updated>2014-01-31T17:38:08Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;#039;&amp;lt;noinclude&amp;gt;{{Banner RGA Examples}} &amp;#039;&amp;#039;This example appears in the &lt;a href=&quot;/index.php/Crow-AMSAA_(NHPP)&quot; title=&quot;Crow-AMSAA (NHPP)&quot;&gt;Reliability Growth and Repairable System Analysis Reference book&lt;/a&gt;&amp;#039;&amp;#039;. &amp;lt;/noinclude&amp;gt;  Consider …&amp;#039;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;lt;noinclude&amp;gt;{{Banner RGA Examples}}&lt;br /&gt;
&amp;#039;&amp;#039;This example appears in the [[Crow-AMSAA (NHPP)|Reliability Growth and Repairable System Analysis Reference book]]&amp;#039;&amp;#039;.&lt;br /&gt;
&amp;lt;/noinclude&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Consider the grouped failure times data given in the following table. Solve for the Crow-AMSAA parameters using MLE.					&lt;br /&gt;
&lt;br /&gt;
{|border=&amp;quot;1&amp;quot; align=&amp;quot;center&amp;quot; style=&amp;quot;border-collapse: collapse;&amp;quot; cellpadding=&amp;quot;5&amp;quot; cellspacing=&amp;quot;5&amp;quot;&lt;br /&gt;
|+&amp;#039;&amp;#039;&amp;#039;Grouped failure times data&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
!Run Number&lt;br /&gt;
!Cumulative Failures&lt;br /&gt;
!End Time(hours)&lt;br /&gt;
!&amp;lt;math&amp;gt;\ln{(T_i)}\,\!&amp;lt;/math&amp;gt;&lt;br /&gt;
!&amp;lt;math&amp;gt;\ln{(T_i)^2}\,\!&amp;lt;/math&amp;gt;&lt;br /&gt;
!&amp;lt;math&amp;gt;\ln{(\theta_i)}\,\!&amp;lt;/math&amp;gt;&lt;br /&gt;
!&amp;lt;math&amp;gt;\ln{(T_i)}\cdot\ln{(\theta_i)}\,\!&amp;lt;/math&amp;gt; &lt;br /&gt;
|-&lt;br /&gt;
|1||	2||	200||	5.298||	28.072||	0.693||	3.673&lt;br /&gt;
|-&lt;br /&gt;
|2||	3||	400||	5.991	||35.898||	1.099||	6.582&lt;br /&gt;
|-&lt;br /&gt;
|3||	4||	600||	6.397||	40.921||	1.386||	8.868&lt;br /&gt;
|-&lt;br /&gt;
|4||	11||	3000||	8.006||	64.102||	2.398	||19.198&lt;br /&gt;
|-&lt;br /&gt;
| ||	  ||Sum =||25.693 ||168.992||5.576||38.321&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Solution&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
&lt;br /&gt;
Using RGA, the value of &amp;lt;math&amp;gt;\hat{\beta }\,\!&amp;lt;/math&amp;gt;, which must be solved numerically, is 0.6315. Using this value, the estimator of &amp;lt;math&amp;gt;\lambda \,\!&amp;lt;/math&amp;gt; is: &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\begin{align}&lt;br /&gt;
  \hat{\lambda }  = &amp;amp; \frac{11}{3,{{000}^{0.6315}}} \\ &lt;br /&gt;
 = &amp;amp; 0.0701  &lt;br /&gt;
\end{align}\,\!&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Therefore, the intensity function becomes: &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\hat{\rho }(T)=0.0701\cdot 0.6315\cdot {{T}^{-0.3685}}\,\!&amp;lt;/math&amp;gt;&lt;/div&gt;</summary>
		<author><name>Kate Racaza</name></author>
	</entry>
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