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Autonomic Provisioning and Application Mapping on Spot Cloud Resources

Dubois, Daniel J.; Casale, Giuliano


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{
  "description": "<p>1. Attached files:&nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;</p>\n\n<p>500_100_fmincon_0.95_1.mat&nbsp;&nbsp; &nbsp;<br />\nExperiment with 500 users, 100ms max response time, 95% availability, exact algorithm.</p>\n\n<p>500_100_heuristic_0.95_1.mat<br />\nExperiment with 500 users, 100ms max response time, 95% availability, our algorithm.</p>\n\n<p>2000_70_fmincon_0.95_1.mat<br />\nExperiment with 2000 users, 70ms max response time, 95% availability, exact algorithm.</p>\n\n<p>2000_70_heuristic_0.95_1.mat<br />\nExperiment with 2000 users, 70ms max response time, 95% availability, our algorithm.</p>\n\n<p>2000_100_fmincon_0.9_1.mat<br />\nExperiment with 2000 users, 100ms max response time, 90% availability, exact algorithm.</p>\n\n<p>2000_100_heuristic_0.9_1.mat &nbsp; &nbsp;<br />\nExperiment with 2000 users, 100ms max response time, 90% availability, our algorithm.</p>\n\n<p>2000_100_fmincon_0.95_1.mat &nbsp; &nbsp;&nbsp;<br />\nExperiment with 2000 users, 100ms max response time, 95% availability, exact algorithm.</p>\n\n<p>2000_100_heuristic_0.95_1.mat &nbsp;&nbsp;<br />\nExperiment with 2000 users, 100ms max response time, 95% availability, our algorithm.</p>\n\n<p>2000_100_fmincon_0.999_1.mat &nbsp; &nbsp;<br />\nExperiment with 2000 users, 100ms max response time, 99.9% availability, exact algorithm.</p>\n\n<p>2000_100_heuristic_0.999_1.mat &nbsp;<br />\nExperiment with 2000 users, 100ms max response time, 99.9% availability, our algorithm.</p>\n\n<p>2000_300_fmincon_0.95_1.mat &nbsp; &nbsp;&nbsp;<br />\nExperiment with 2000 users, 300ms max response time, 95% availability, exact algorithm.</p>\n\n<p>2000_300_heuristic_0.95_1.mat&nbsp;<br />\nExperiment with 2000 users, 300ms max response time, 95% availability, our algorithm.</p>\n\n<p>10000_100_fmincon_0.95_1.mat &nbsp; &nbsp;<br />\nExperiment with 10000 users, 100ms max response time, 95% availability, exact algorithm.</p>\n\n<p>10000_100_heuristic_0.95_1.mat &nbsp;<br />\nExperiment with 10000 users, 100ms max response time, 95% availability, our algorithm.</p>\n\n<p>2. Data format:</p>\n\n<p>MATLAB data format, can be load from MATLAB using the following command:</p>\n\n<p>results = load(filename);</p>\n\n<p>results is defined as a structure with the following fields:</p>\n\n<p>results.cost<br />\n&nbsp;&nbsp; &nbsp;Type:&nbsp;&nbsp; &nbsp;scalar, positive real number.<br />\n&nbsp;&nbsp; &nbsp;Desc:&nbsp;&nbsp; &nbsp;hourly cost in US dollars.</p>\n\n<p>&nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;<br />\nresults.time<br />\n&nbsp;&nbsp; &nbsp;Type:&nbsp;&nbsp; &nbsp;scalar, positive real number.<br />\n&nbsp;&nbsp; &nbsp;Desc:&nbsp;&nbsp; &nbsp;total time (in seconds) needed by the algorithm to compute the solution.</p>\n\n<p>results.evaluations<br />\n&nbsp;&nbsp; &nbsp;Type:&nbsp;&nbsp; &nbsp;scalar, positive integer number.<br />\n&nbsp;&nbsp; &nbsp;Desc:&nbsp;&nbsp; &nbsp;number of constraints evaluations needed by the algorithm to compute the&nbsp;<br />\n&nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;solution.</p>\n\n<p><br />\nresults.d<br />\n&nbsp;&nbsp; &nbsp;Type:&nbsp;&nbsp; &nbsp;matrix, non negative positive real number.&nbsp;<br />\n&nbsp;&nbsp; &nbsp;Desc:&nbsp;&nbsp; &nbsp;association matrix between rented resources (columns) and application&nbsp;<br />\n&nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;components (rows). The sum of all the elements of this matrix is equal to<br />\n&nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;the ECUs used by the application.</p>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "Imperial College London", 
      "@type": "Person", 
      "name": "Dubois, Daniel J."
    }, 
    {
      "affiliation": "Imperial College London", 
      "@type": "Person", 
      "name": "Casale, Giuliano"
    }
  ], 
  "url": "https://zenodo.org/record/20281", 
  "datePublished": "2015-09-21", 
  "@type": "Dataset", 
  "@context": "https://schema.org/", 
  "distribution": [
    {
      "contentUrl": "https://zenodo.org/api/files/3ab9284e-ce3d-4f7a-80ec-c0e240cd0fdc/dubois-iccac15-results.zip", 
      "encodingFormat": "zip", 
      "@type": "DataDownload"
    }
  ], 
  "identifier": "https://doi.org/10.5281/zenodo.20281", 
  "@id": "https://doi.org/10.5281/zenodo.20281", 
  "workFeatured": {
    "url": "http://www.autonomic-conference.org", 
    "alternateName": "ICCAC '15", 
    "location": "Cambridge, MA, USA", 
    "@type": "Event", 
    "name": "2015 IEEE INTERNATIONAL CONFERENCE ON CLOUD AND AUTONOMIC COMPUTING"
  }, 
  "name": "Autonomic Provisioning and Application Mapping on Spot Cloud Resources"
}
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