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		<id>https://wiki.openmod-initiative.org/index.php?action=history&amp;feed=atom&amp;title=Lemlab</id>
		<title>Lemlab - Revision history</title>
		<link rel="self" type="application/atom+xml" href="https://wiki.openmod-initiative.org/index.php?action=history&amp;feed=atom&amp;title=Lemlab"/>
		<link rel="alternate" type="text/html" href="https://wiki.openmod-initiative.org/index.php?title=Lemlab&amp;action=history"/>
		<updated>2026-05-06T16:28:55Z</updated>
		<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://wiki.openmod-initiative.org/index.php?title=Lemlab&amp;diff=16393&amp;oldid=prev</id>
		<title>Sebastian Dirk Lumpp at 18:18, 26 January 2022</title>
		<link rel="alternate" type="text/html" href="https://wiki.openmod-initiative.org/index.php?title=Lemlab&amp;diff=16393&amp;oldid=prev"/>
				<updated>2022-01-26T18:18:37Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class='diff diff-contentalign-left'&gt;
				&lt;col class='diff-marker' /&gt;
				&lt;col class='diff-content' /&gt;
				&lt;col class='diff-marker' /&gt;
				&lt;col class='diff-content' /&gt;
			&lt;tr valign='top'&gt;
			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;← Older revision&lt;/td&gt;
			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;Revision as of 18:18, 26 January 2022&lt;/td&gt;
			&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 37:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 37:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|is_suited_for_many_scenarios=No&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|is_suited_for_many_scenarios=No&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|montecarlo=Yes&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|montecarlo=Yes&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;background: #ffa; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|computation_time_minutes=&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;10&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|computation_time_minutes=&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;20&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|computation_time_hardware=CPU: Intel Core i7-8550U, SSD: Samsung 3000MB/s read, 1800 MB/s write&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|computation_time_hardware=CPU: Intel Core i7-8550U, SSD: Samsung 3000MB/s read, 1800 MB/s write&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|computation_time_comments=50 prosumers, one day&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|computation_time_comments=50 prosumers, one day&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Sebastian Dirk Lumpp</name></author>	</entry>

	<entry>
		<id>https://wiki.openmod-initiative.org/index.php?title=Lemlab&amp;diff=16390&amp;oldid=prev</id>
		<title>Sebastian Dirk Lumpp at 18:08, 26 January 2022</title>
		<link rel="alternate" type="text/html" href="https://wiki.openmod-initiative.org/index.php?title=Lemlab&amp;diff=16390&amp;oldid=prev"/>
				<updated>2022-01-26T18:08:08Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class='diff diff-contentalign-left'&gt;
				&lt;col class='diff-marker' /&gt;
				&lt;col class='diff-content' /&gt;
				&lt;col class='diff-marker' /&gt;
				&lt;col class='diff-content' /&gt;
			&lt;tr valign='top'&gt;
			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;← Older revision&lt;/td&gt;
			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;Revision as of 18:08, 26 January 2022&lt;/td&gt;
			&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 21:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 21:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|processing_software=PostgreSQL, Ethereum&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|processing_software=PostgreSQL, Ethereum&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|External optimizer=Gurobi, CPLEX, GLPK&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|External optimizer=Gurobi, CPLEX, GLPK&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;background: #ffa; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|Additional software=PostgreSQL, Ethereum&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|Additional software=&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;PyCharm, &lt;/ins&gt;PostgreSQL, Ethereum&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|GUI=No&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|GUI=No&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|model_class=agent-based simulation&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|model_class=agent-based simulation&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 37:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 37:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|is_suited_for_many_scenarios=No&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|is_suited_for_many_scenarios=No&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|montecarlo=Yes&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|montecarlo=Yes&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;color: red; font-weight: bold; text-decoration: none;&quot;&gt;|computation_time_minutes=10&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;color: red; font-weight: bold; text-decoration: none;&quot;&gt;|computation_time_hardware=CPU: Intel Core i7-8550U, SSD: Samsung 3000MB/s read, 1800 MB/s write&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;color: red; font-weight: bold; text-decoration: none;&quot;&gt;|computation_time_comments=50 prosumers, one day&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|Model input file format=No&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|Model input file format=No&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|Model file format=No&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|Model file format=No&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|Model output file format=No&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;|Model output file format=No&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Sebastian Dirk Lumpp</name></author>	</entry>

	<entry>
		<id>https://wiki.openmod-initiative.org/index.php?title=Lemlab&amp;diff=16387&amp;oldid=prev</id>
		<title>Sebastian Dirk Lumpp: Initial edit</title>
		<link rel="alternate" type="text/html" href="https://wiki.openmod-initiative.org/index.php?title=Lemlab&amp;diff=16387&amp;oldid=prev"/>
				<updated>2022-01-26T17:59:35Z</updated>
		
		<summary type="html">&lt;p&gt;Initial edit&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;{{Model&lt;br /&gt;
|Full_Model_Name=local energy market laboratory&lt;br /&gt;
|Acronym=lemlab&lt;br /&gt;
|author_institution=Technical University of Munich&lt;br /&gt;
|authors=Sebastian Dirk Lumpp, Markus Doepfert, Michel Zade&lt;br /&gt;
|contact_persons=Sebastian Dirk Lumpp&lt;br /&gt;
|contact_email=sebastian.lumpp@tum.de&lt;br /&gt;
|website=https://github.com/tum-ewk/lemlab&lt;br /&gt;
|source_download=https://github.com/tum-ewk/lemlab&lt;br /&gt;
|logo=Lemlab logo.png&lt;br /&gt;
|text_description=An open-source tool for the agent-based development and testing of local energy market applications. lemlab allows the user to simulate a LEM using a full agent-based modelling (ABM) in either simulation (SIM) or real-time (RTS) modes. This allows the rapid testing of algorithms as well as the real-time integration of hardware and software components.&lt;br /&gt;
|User documentation=https://lemlab.readthedocs.io&lt;br /&gt;
|Code documentation=https://lemlab.readthedocs.io&lt;br /&gt;
|open_source_licensed=Yes&lt;br /&gt;
|license=GNU General Public License version 3.0 (GPL-3.0)&lt;br /&gt;
|model_source_public=Yes&lt;br /&gt;
|Link to source=https://github.com/tum-ewk/lemlab&lt;br /&gt;
|data_availability=all&lt;br /&gt;
|open_future=No&lt;br /&gt;
|modelling_software=Python, Pyomo&lt;br /&gt;
|processing_software=PostgreSQL, Ethereum&lt;br /&gt;
|External optimizer=Gurobi, CPLEX, GLPK&lt;br /&gt;
|Additional software=PostgreSQL, Ethereum&lt;br /&gt;
|GUI=No&lt;br /&gt;
|model_class=agent-based simulation&lt;br /&gt;
|sectors=local energy markets&lt;br /&gt;
|technologies=Renewables, Conventional Generation, CHP&lt;br /&gt;
|Demand sectors=Households, Other&lt;br /&gt;
|Energy carriers (Renewable)=Sun, Wind&lt;br /&gt;
|Storage (Gas)=No&lt;br /&gt;
|Storage (Heat)=No&lt;br /&gt;
|math_modeltype=Simulation, Agent-based&lt;br /&gt;
|math_modeltype_shortdesc=Agents: intertemporal convex optimization&lt;br /&gt;
Markets: (iterative) double-sided auctions, p2p clearing&lt;br /&gt;
Forecasting: naive, deterministic forecasting, neural networks&lt;br /&gt;
|deterministic=perfect forecast, deterministic, stochastic&lt;br /&gt;
|is_suited_for_many_scenarios=No&lt;br /&gt;
|montecarlo=Yes&lt;br /&gt;
|Model input file format=No&lt;br /&gt;
|Model file format=No&lt;br /&gt;
|Model output file format=No&lt;br /&gt;
}}&lt;/div&gt;</summary>
		<author><name>Sebastian Dirk Lumpp</name></author>	</entry>

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