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	<id>https://ascend4.org/index.php?action=history&amp;feed=atom&amp;title=Real-time_ASCEND%2FSolver</id>
	<title>Real-time ASCEND/Solver - Revision history</title>
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	<updated>2026-05-03T21:36:00Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
	<generator>MediaWiki 1.43.6</generator>
	<entry>
		<id>https://ascend4.org/index.php?title=Real-time_ASCEND/Solver&amp;diff=1160&amp;oldid=prev</id>
		<title>Jpye at 13:18, 2 August 2010</title>
		<link rel="alternate" type="text/html" href="https://ascend4.org/index.php?title=Real-time_ASCEND/Solver&amp;diff=1160&amp;oldid=prev"/>
		<updated>2010-08-02T13:18:33Z</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;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&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 13:18, 2 August 2010&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-l2&quot;&gt;Line 2:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 2:&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;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;Contributed by: [[Dipak Chirmade]]&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;Contributed by: [[Dipak Chirmade]]&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;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&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;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;== Real-time solver ==&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;== Real-time solver ==&lt;/div&gt;&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-l17&quot;&gt;Line 17:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 16:&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;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;If we calculate dCoffee/dt we can get a graph as shown in following diagram  &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;If we calculate dCoffee/dt we can get a graph as shown in following diagram  &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;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&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;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;div class=&amp;quot;thumb tnone&amp;quot;&amp;gt;&amp;lt;div class=&amp;quot;thumbinner&amp;quot; style=&amp;quot;width:602px;&amp;quot;&amp;gt;[[Image:DTCoffee.png]] &amp;lt;div class=&amp;quot;thumbcaption&amp;quot;&amp;gt;&amp;lt;div class=&amp;quot;magnify&amp;quot;&amp;gt;[[File:DTCoffee.png|&amp;lt;img src=&amp;quot;/skins/common/images/magnify-clip.png&amp;quot; width=&amp;quot;15&amp;quot; height=&amp;quot;11&amp;quot; alt=&amp;quot;&amp;quot; /&amp;gt;]]&amp;lt;/div&amp;gt;Rate of change of coffee temperature with reference to environment temperature.&amp;lt;/div&amp;gt;&amp;lt;/div&amp;gt;&amp;lt;/div&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;div class=&amp;quot;thumb tnone&amp;quot;&amp;gt;&amp;lt;div class=&amp;quot;thumbinner&amp;quot; style=&amp;quot;width:602px;&amp;quot;&amp;gt;[[Image:DTCoffee.png]] &amp;lt;div class=&amp;quot;thumbcaption&amp;quot;&amp;gt;&amp;lt;div class=&amp;quot;magnify&amp;quot;&amp;gt;[[File:DTCoffee.png|&amp;lt;img src=&amp;quot;/skins/common/images/magnify-clip.png&amp;quot; width=&amp;quot;15&amp;quot; height=&amp;quot;11&amp;quot; alt=&amp;quot;&amp;quot; /&amp;gt;]]&amp;lt;/div&amp;gt;Rate of change of coffee temperature with reference to environment temperature.&amp;lt;/div&amp;gt;&amp;lt;/div&amp;gt;&amp;lt;/div&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

&lt;!-- diff cache key mediawiki:diff:1.41:old-1091:rev-1160:php=table --&gt;
&lt;/table&gt;</summary>
		<author><name>Jpye</name></author>
	</entry>
	<entry>
		<id>https://ascend4.org/index.php?title=Real-time_ASCEND/Solver&amp;diff=1091&amp;oldid=prev</id>
		<title>Jpye at 00:50, 1 August 2010</title>
		<link rel="alternate" type="text/html" href="https://ascend4.org/index.php?title=Real-time_ASCEND/Solver&amp;diff=1091&amp;oldid=prev"/>
		<updated>2010-08-01T00:50:58Z</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;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
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				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&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 00:50, 1 August 2010&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-l41&quot;&gt;Line 41:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 41:&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;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;As you can see, prediction after 1st step starts differing than actual measured reading meaning we needed to tune the step to get accurate simulated results.&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;As you can see, prediction after 1st step starts differing than actual measured reading meaning we needed to tune the step to get accurate simulated results.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&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;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&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;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Category:Development]]&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

&lt;!-- diff cache key mediawiki:diff:1.41:old-178:rev-1091:php=table --&gt;
&lt;/table&gt;</summary>
		<author><name>Jpye</name></author>
	</entry>
	<entry>
		<id>https://ascend4.org/index.php?title=Real-time_ASCEND/Solver&amp;diff=178&amp;oldid=prev</id>
		<title>UploadBot: Restored page from Google Cache, uploaded by John Pye</title>
		<link rel="alternate" type="text/html" href="https://ascend4.org/index.php?title=Real-time_ASCEND/Solver&amp;diff=178&amp;oldid=prev"/>
		<updated>2010-05-13T14:03:24Z</updated>

		<summary type="html">&lt;p&gt;Restored page from Google Cache, uploaded by John Pye&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;amp;larr;back to [[Real-time ASCEND]].&lt;br /&gt;
&lt;br /&gt;
Contributed by: [[Dipak Chirmade]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Real-time solver ==&lt;br /&gt;
&lt;br /&gt;
=== Runge Kutta based single step solver ===&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;&amp;#039;&amp;#039; Work in progress! &amp;#039;&amp;#039;&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
&lt;br /&gt;
Real-time solver using Runge Kutta method is currently implemented as an extern method for initial testing purpose. &lt;br /&gt;
Building a stand alone real-time solver is already in progress.&lt;br /&gt;
&lt;br /&gt;
Using real-time data reader, one can calculate dCoffee/dt for cooling of coffee example. From initial test, I have collected following logs&lt;br /&gt;
Source:[http://ascendcode.cheme.cmu.edu/viewvc.cgi/code/branches/dipak/models/dipak/Workspace_Broken/sensorreadings.logs &amp;lt;font color=&amp;quot;orange&amp;quot;&amp;gt;dipak&amp;lt;/font&amp;gt;:models/dipak/Workspace_Broken/sensorreadings.logs]&lt;br /&gt;
&lt;br /&gt;
If we calculate dCoffee/dt we can get a graph as shown in following diagram &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;lt;div class=&amp;quot;thumb tnone&amp;quot;&amp;gt;&amp;lt;div class=&amp;quot;thumbinner&amp;quot; style=&amp;quot;width:602px;&amp;quot;&amp;gt;[[Image:DTCoffee.png]] &amp;lt;div class=&amp;quot;thumbcaption&amp;quot;&amp;gt;&amp;lt;div class=&amp;quot;magnify&amp;quot;&amp;gt;[[File:DTCoffee.png|&amp;lt;img src=&amp;quot;/skins/common/images/magnify-clip.png&amp;quot; width=&amp;quot;15&amp;quot; height=&amp;quot;11&amp;quot; alt=&amp;quot;&amp;quot; /&amp;gt;]]&amp;lt;/div&amp;gt;Rate of change of coffee temperature with reference to environment temperature.&amp;lt;/div&amp;gt;&amp;lt;/div&amp;gt;&amp;lt;/div&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Todo: Application: Once we have dCoffee/dt, we can solve &amp;#039;&amp;#039;&amp;#039;model&amp;#039;&amp;#039;&amp;#039; like following &lt;br /&gt;
&lt;br /&gt;
&amp;lt;source lang=&amp;quot;a4c&amp;quot;&amp;gt;Qdot = h A (T_coffee - T_amb)&lt;br /&gt;
&lt;br /&gt;
Qdot = - m_coffee * cp_coffee * dT_coffee / dt&lt;br /&gt;
&lt;br /&gt;
where Qdot is the heat transfer rate&lt;br /&gt;
  h is the convection coefficient&lt;br /&gt;
  A is the heat transfer surface area&lt;br /&gt;
  T_coffee and T_amb are the coffee (+ cup) and ambient air temperatures, respectively.&lt;br /&gt;
&lt;br /&gt;
  m_coffee is the mass of the coffee + cup&lt;br /&gt;
  cp_coffee is the average specific heat capacity of the cup + coffee etc&amp;lt;/source&amp;gt;&lt;br /&gt;
&amp;lt;br /&amp;gt;&lt;br /&gt;
Following graph shows simulated results from real-time solver Vs real-reading over 10 mins of time slot. &lt;br /&gt;
&lt;br /&gt;
Source can be found at: Source:[http://ascendcode.cheme.cmu.edu/viewvc.cgi/code/branches/dipak/models/dipak/RealtimeSolver &amp;lt;font color=&amp;quot;orange&amp;quot;&amp;gt;dipak&amp;lt;/font&amp;gt;:models/dipak/RealtimeSolver]&lt;br /&gt;
&amp;lt;div class=&amp;quot;thumb tnone&amp;quot;&amp;gt;&amp;lt;div class=&amp;quot;thumbinner&amp;quot; style=&amp;quot;width:602px;&amp;quot;&amp;gt;[[Image:RK_Solver.png]] &amp;lt;div class=&amp;quot;thumbcaption&amp;quot;&amp;gt;&amp;lt;div class=&amp;quot;magnify&amp;quot;&amp;gt;[[File:RK_Solver.png|&amp;lt;img src=&amp;quot;/skins/common/images/magnify-clip.png&amp;quot; width=&amp;quot;15&amp;quot; height=&amp;quot;11&amp;quot; alt=&amp;quot;&amp;quot; /&amp;gt;]]&amp;lt;/div&amp;gt;Simulated results after 1*10 steps vs real reading&amp;lt;/div&amp;gt;&amp;lt;/div&amp;gt;&amp;lt;/div&amp;gt;&lt;br /&gt;
&lt;br /&gt;
As you can see, prediction after 1st step starts differing than actual measured reading meaning we needed to tune the step to get accurate simulated results.&lt;/div&gt;</summary>
		<author><name>UploadBot</name></author>
	</entry>
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