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    <title>topic Re: the algorithm of location allocation (MINIMIZE_FACILITIES) in ArcGIS Network Analyst Questions</title>
    <link>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612733#M5871</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;BLOCKQUOTE class="jive-quote"&gt;Li,&lt;BR /&gt;&lt;BR /&gt;The ArcGIS Location-Allocation does not use any integer programming to solve this complicated combinatorial problem. It uses heuristics. The LP approach cannot be used to solve lvery arge problems and can take too long to converge to a good solution. &lt;BR /&gt;&lt;BR /&gt;Details about the algorithm are listed here:&lt;BR /&gt;&lt;A href="http://resources.arcgis.com/en/help/main/10.1/#/Algorithms_used_by_the_ArcGIS_Network_Analyst_extension/004700000053000000/"&gt;http://resources.arcgis.com/en/help/main/10.1/#/Algorithms_used_by_the_ArcGIS_Network_Analyst_extension/004700000053000000/&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;Jay Sandhu&lt;/BLOCKQUOTE&gt;&lt;BR /&gt;&lt;SPAN&gt; &lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN&gt;Hi Jay,&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Thanks for that. I understand if the problem is combinatorial problem of the type N Choose P, that would use heuristics. But the 'minimize_facilities' seems not in that category, more like a set covering problem, to minimize P.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;It mentioned &lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;In addition, the location-allocation solver has options to solve a variety of location problems such as to&lt;/SPAN&gt;&lt;SPAN style="text-decoration:underline;"&gt;&lt;SPAN style="text-decoration:underline;"&gt; minimize weighted impedance, maximize coverage, or achieve a target market share&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;SPAN&gt;. Heuristics are used to solve the location-allocation problems.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;which didn't include the 'minimize_facilities'.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;So I am kind of confused about this.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Li&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Wed, 01 Aug 2012 15:25:41 GMT</pubDate>
    <dc:creator>LiZhang</dc:creator>
    <dc:date>2012-08-01T15:25:41Z</dc:date>
    <item>
      <title>the algorithm of location allocation (MINIMIZE_FACILITIES)</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612731#M5869</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;Hi,&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;I need to understand the algorithm behind location allocation (MINIMIZE_FACILITIES). Does anyone know the details about that. The one on the GIS help website is not enough.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Basically, I need to know how GIS minimizes the number of the locations.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;I suppose GIS first calculates (records) all feasible demand points a specific facility can cover within the cutoff time (this step can be done by service area). Then the GIS minimizes the total facilities number. So for the second step, does GIS use integer programming or some other ways to solve that?&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Hope someone can provide some help.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Thanks a lot.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Li&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 31 Jul 2012 23:22:45 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612731#M5869</guid>
      <dc:creator>LiZhang</dc:creator>
      <dc:date>2012-07-31T23:22:45Z</dc:date>
    </item>
    <item>
      <title>Re: the algorithm of location allocation (MINIMIZE_FACILITIES)</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612732#M5870</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;Li,&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;The ArcGIS Location-Allocation does not use any integer programming to solve this complicated combinatorial problem. It uses heuristics. The LP approach cannot be used to solve lvery arge problems and can take too long to converge to a good solution. &lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Details about the algorithm are listed here:&lt;/SPAN&gt;&lt;BR /&gt;&lt;A href="http://resources.arcgis.com/en/help/main/10.1/#/Algorithms_used_by_the_ArcGIS_Network_Analyst_extension/004700000053000000/"&gt;http://resources.arcgis.com/en/help/main/10.1/#/Algorithms_used_by_the_ArcGIS_Network_Analyst_extension/004700000053000000/&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Jay Sandhu&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 01 Aug 2012 14:05:20 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612732#M5870</guid>
      <dc:creator>JaySandhu</dc:creator>
      <dc:date>2012-08-01T14:05:20Z</dc:date>
    </item>
    <item>
      <title>Re: the algorithm of location allocation (MINIMIZE_FACILITIES)</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612733#M5871</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;BLOCKQUOTE class="jive-quote"&gt;Li,&lt;BR /&gt;&lt;BR /&gt;The ArcGIS Location-Allocation does not use any integer programming to solve this complicated combinatorial problem. It uses heuristics. The LP approach cannot be used to solve lvery arge problems and can take too long to converge to a good solution. &lt;BR /&gt;&lt;BR /&gt;Details about the algorithm are listed here:&lt;BR /&gt;&lt;A href="http://resources.arcgis.com/en/help/main/10.1/#/Algorithms_used_by_the_ArcGIS_Network_Analyst_extension/004700000053000000/"&gt;http://resources.arcgis.com/en/help/main/10.1/#/Algorithms_used_by_the_ArcGIS_Network_Analyst_extension/004700000053000000/&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;Jay Sandhu&lt;/BLOCKQUOTE&gt;&lt;BR /&gt;&lt;SPAN&gt; &lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN&gt;Hi Jay,&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Thanks for that. I understand if the problem is combinatorial problem of the type N Choose P, that would use heuristics. But the 'minimize_facilities' seems not in that category, more like a set covering problem, to minimize P.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;It mentioned &lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;In addition, the location-allocation solver has options to solve a variety of location problems such as to&lt;/SPAN&gt;&lt;SPAN style="text-decoration:underline;"&gt;&lt;SPAN style="text-decoration:underline;"&gt; minimize weighted impedance, maximize coverage, or achieve a target market share&lt;/SPAN&gt;&lt;/SPAN&gt;&lt;SPAN&gt;. Heuristics are used to solve the location-allocation problems.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;which didn't include the 'minimize_facilities'.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;So I am kind of confused about this.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Li&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 01 Aug 2012 15:25:41 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612733#M5871</guid>
      <dc:creator>LiZhang</dc:creator>
      <dc:date>2012-08-01T15:25:41Z</dc:date>
    </item>
    <item>
      <title>Re: the algorithm of location allocation (MINIMIZE_FACILITIES)</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612734#M5872</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;The help on Minimize Facilities here:&lt;/SPAN&gt;&lt;BR /&gt;&lt;A href="http://resources.arcgis.com/en/help/main/10.1/#/Location_allocation_analysis/004700000050000000/"&gt;http://resources.arcgis.com/en/help/main/10.1/#/Location_allocation_analysis/004700000050000000/&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Says&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;BLOCKQUOTE class="jive-quote"&gt;Minimize Facilities is the same as Maximize Coverage but with the exception of the number of facilities to locate, which in this case is determined by the solver&lt;/BLOCKQUOTE&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;So it is a set covering but what it does is starts with an estimate of the number of facilities needed and internally calls a variation of maximize coveraege to quickly and intelligently narrow down the number of minimum facilities needed and then finishes by running maximize coverage with the minimum facilities needed to populate the results.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Regards,&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN&gt;Jay Sandhu&lt;/SPAN&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 01 Aug 2012 16:24:22 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612734#M5872</guid>
      <dc:creator>JaySandhu</dc:creator>
      <dc:date>2012-08-01T16:24:22Z</dc:date>
    </item>
    <item>
      <title>Re: the algorithm of location allocation (MINIMIZE_FACILITIES)</title>
      <link>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612735#M5873</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;SPAN&gt;Hi Jay,&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Thanks a lot. This is really helpful.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Li&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;BLOCKQUOTE class="jive-quote"&gt;The help on Minimize Facilities here:&lt;BR /&gt;&lt;A href="http://resources.arcgis.com/en/help/main/10.1/#/Location_allocation_analysis/004700000050000000/"&gt;http://resources.arcgis.com/en/help/main/10.1/#/Location_allocation_analysis/004700000050000000/&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;Says&lt;BR /&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;BR /&gt;So it is a set covering but what it does is starts with an estimate of the number of facilities needed and internally calls a variation of maximize coveraege to quickly and intelligently narrow down the number of minimum facilities needed and then finishes by running maximize coverage with the minimum facilities needed to populate the results.&lt;BR /&gt;&lt;BR /&gt;Regards,&lt;BR /&gt;Jay Sandhu&lt;/BLOCKQUOTE&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 09 Aug 2012 21:13:54 GMT</pubDate>
      <guid>https://community.esri.com/t5/arcgis-network-analyst-questions/the-algorithm-of-location-allocation-minimize/m-p/612735#M5873</guid>
      <dc:creator>LiZhang</dc:creator>
      <dc:date>2012-08-09T21:13:54Z</dc:date>
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