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    <title>Optimization | Kalyan Perumalla</title>
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    <description>Optimization</description>
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      <title>Optimization</title>
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      <title>Exascale Computing for the National Energy Grid</title>
      <link>https://kalper.net/kp/items/projects/exasgd/</link>
      <pubDate>Sat, 01 Jan 2022 00:00:00 +0000</pubDate>
      <guid>https://kalper.net/kp/items/projects/exasgd/</guid>
      <description>&lt;p&gt;&lt;strong&gt;Exascale Computing for the Stochastic Grid Dynamics&lt;/strong&gt; of the US national energy transmission network is a part of the Exascale Computing Project to tap the world&amp;rsquo;s largest supercomputer to solve the nation&amp;rsquo;s energy grid problems.&lt;/p&gt;
&lt;figure  id=&#34;figure-exascale-computing-project&#34;&gt;
  &lt;div class=&#34;d-flex justify-content-center&#34;&gt;
    &lt;div class=&#34;w-100&#34; &gt;&lt;img alt=&#34;Exascale Computing Project&#34; srcset=&#34;
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               width=&#34;500&#34;
               height=&#34;150&#34;
               loading=&#34;lazy&#34; data-zoomable /&gt;&lt;/div&gt;
  &lt;/div&gt;&lt;figcaption&gt;
      Exascale Computing Project
    &lt;/figcaption&gt;&lt;/figure&gt;
&lt;h2 id=&#34;overview&#34;&gt;Overview&lt;/h2&gt;
&lt;blockquote&gt;
&lt;p&gt;The Exascale Computing Project that enables US revolutions in technology development: scientific Discovery; health care; and energy, economic, and national security.
Exascale computing will provide the capability to tackle challenges at levels of complexity and performance that previously were out of reach.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2 id=&#34;the-problem&#34;&gt;The Problem&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;How can we secure the national energy transmission network despite unexpected cyber attacks, natural disasters, and unpredictable load fluctuations?&lt;/li&gt;
&lt;li&gt;How fast and far into the future can we make it resilient?&lt;/li&gt;
&lt;li&gt;How can we ultimately achieve this at the least cost to everyone?&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;the-solution&#34;&gt;The Solution&lt;/h2&gt;
&lt;blockquote&gt;
&lt;p&gt;Enter Exascale computing and Global Optimization.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;This project attacks this nationally important problem with an unprecedented high-technology approach that relies on supercomputing to work out the very best global solutions on-the-fly, rapidly examining millions of configurations involving all the energy generators, transmission lines, event contingencies, and complex physical constraints.  Very high-end algorithms implemented with sophisticated parallel processing software is designed for the state-of-the-art supercomputing hardware, combining the know-how of some of the very best minds across the US national laboratory systems, tapping a range of experts in energy domain sciences, computational optimization, numerical algorithms, high-end computing hardware, and advanced software stack organization techniques.&lt;/p&gt;
&lt;h2 id=&#34;organization&#34;&gt;Organization&lt;/h2&gt;
&lt;!-- Kalyan Perumalla is the ORNL site lead and Co-PI in this multi-lab research project.--&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Sponsor&lt;/strong&gt;: US Department of Energy (DOE)
&lt;ul&gt;
&lt;li&gt;&lt;em&gt;Office&lt;/em&gt;: Advanced Scientific Computing Research (ASCR)&lt;/li&gt;
&lt;li&gt;&lt;em&gt;Program&lt;/em&gt;: &lt;a href=&#34;https://www.exascaleproject.org&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Exascale Computing Project (ECP)&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Institutions&lt;/strong&gt;: PNNL, ORNL, ANL, LLNL, NREL&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Period&lt;/strong&gt;: 2019-2023/24&lt;/li&gt;
&lt;/ul&gt;
&lt;details class=&#34;spoiler &#34;  id=&#34;spoiler-1&#34;&gt;
  &lt;summary&gt;Abbreviations&lt;/summary&gt;
  &lt;p&gt;&lt;ul&gt;
&lt;li&gt;PNNL = Pacific Northwest National Laboratory&lt;/li&gt;
&lt;li&gt;ORNL = Oak Ridge National Laboratory&lt;/li&gt;
&lt;li&gt;ANL = Argonne National Laboratory&lt;/li&gt;
&lt;li&gt;LLNL = Lawrence Livermore National Laboratory&lt;/li&gt;
&lt;li&gt;NREL = National Renewable Energy Laboratory&lt;/li&gt;
&lt;li&gt;PI = Principal Investigator&lt;/li&gt;
&lt;/ul&gt;
&lt;/p&gt;
&lt;/details&gt;
&lt;h2 id=&#34;gallery&#34;&gt;Gallery&lt;/h2&gt;








    


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&lt;/div&gt;

&lt;h2 id=&#34;related-publications&#34;&gt;Related Publications&lt;/h2&gt;</description>
    </item>
    
    <item>
      <title>Design Considerations for GPU-based Mixed Integer Programming on Parallel Computing Platforms</title>
      <link>https://kalper.net/kp/publication/2021-08-09-icpp-mip/</link>
      <pubDate>Mon, 09 Aug 2021 00:00:00 +0000</pubDate>
      <guid>https://kalper.net/kp/publication/2021-08-09-icpp-mip/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://dl.acm.org/doi/abs/10.1145/3458744.3473366&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;https://dl.acm.org/doi/abs/10.1145/3458744.3473366&lt;/a&gt;&lt;/p&gt;
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