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    <title>topic IoT DEMO: Detecting Food Spoilage with SAS ESP in Streaming Analytics</title>
    <link>https://communities.sas.com/t5/Streaming-Analytics/IoT-DEMO-Detecting-Food-Spoilage-with-SAS-ESP/m-p/825013#M269</link>
    <description>&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-left" image-alt="871227828.jpg" style="width: 400px;"&gt;&lt;img src="https://communities.sas.com/t5/image/serverpage/image-id/73644i3993402CF9D23547/image-size/medium?v=v2&amp;amp;px=400" role="button" title="871227828.jpg" alt="871227828.jpg" /&gt;&lt;/span&gt;Food loss occurring between the farm and the market results in over 100 Billion pounds of wasted food every year. This equates to a financial loss of over $100 Billion. One cause of food spoilage is equipment malfunction during transportation, which can result in a lack of adequate climate control. Obviously, temperature and humidity can be good indicators of a potential problem with a food shipment, but with more types of sensors, such as those sensitive to different gasses, it may be possible to discover a problem before a significant amount of food is compromised.&lt;/P&gt;
&lt;P&gt;Using a combination of inexpensive sensors and controllers, Azure IoT services, and SAS Analytics, we have developed a demonstration of how these pieces can come together to yield timely alerts for food beginning to spoil.&lt;/P&gt;
&lt;P&gt;IoT applications almost always have both edge and cloud components: individual assets are monitored at the edge, while fleets are monitored and analytics are developed and trained in the cloud.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Key take-aways from the demonstration:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Learn how to design a streaming model for real-time food spoilage detection&lt;/LI&gt;
&lt;LI&gt;Learn how to create an ESP model on the edge and in the cloud&lt;/LI&gt;
&lt;LI&gt;Best practices for integrating ESP on edge in in the cloud with Azure IOT Services&lt;/LI&gt;
&lt;/UL&gt;
&lt;DIV&gt;
&lt;DIV class="cke_widget_wrapper cke_widget_block cke_widget_inlineimage cke_widget_wrapper_webPartInRteInlineImage cke_widget_wrapper_webPartInRteAlignCenter cke_widget_wrapper_webPartInRte" tabindex="-1" role="region" data-cke-widget-wrapper="1" data-cke-filter="off" data-cke-display-name="div" data-cke-widget-id="1" aria-label="Inline image in RTE. Use Alt + F11 to go to toolbar. Use Alt + P to open the property pane."&gt;
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&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Click&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;A title="https://sasoffice365.sharepoint.com/:v:/r/sites/IoTEnablement/Shared%20Documents/1%20Presentations/Detecting%20Food%20Spoilage%20with%20SAS%20ESP_Evan%20Guarnaccia_20220505.mp4?csf=1&amp;amp;web=1&amp;amp;e=x0sOg6" href="https://sasoffice365.sharepoint.com/:v:/r/sites/IoTEnablement/Shared%20Documents/1%20Presentations/Detecting%20Food%20Spoilage%20with%20SAS%20ESP_Evan%20Guarnaccia_20220505.mp4?csf=1&amp;amp;web=1&amp;amp;e=x0sOg6" target="_blank" rel="noopener" data-cke-saved-href="https://sasoffice365.sharepoint.com/:v:/r/sites/IoTEnablement/Shared%20Documents/1%20Presentations/Detecting%20Food%20Spoilage%20with%20SAS%20ESP_Evan%20Guarnaccia_20220505.mp4?csf=1&amp;amp;web=1&amp;amp;e=x0sOg6" data-interception="on"&gt;here&lt;/A&gt;&amp;nbsp;to listen to a video overview of the demo!&amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Fri, 22 Jul 2022 19:55:35 GMT</pubDate>
    <dc:creator>bkooman</dc:creator>
    <dc:date>2022-07-22T19:55:35Z</dc:date>
    <item>
      <title>IoT DEMO: Detecting Food Spoilage with SAS ESP</title>
      <link>https://communities.sas.com/t5/Streaming-Analytics/IoT-DEMO-Detecting-Food-Spoilage-with-SAS-ESP/m-p/825013#M269</link>
      <description>&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-left" image-alt="871227828.jpg" style="width: 400px;"&gt;&lt;img src="https://communities.sas.com/t5/image/serverpage/image-id/73644i3993402CF9D23547/image-size/medium?v=v2&amp;amp;px=400" role="button" title="871227828.jpg" alt="871227828.jpg" /&gt;&lt;/span&gt;Food loss occurring between the farm and the market results in over 100 Billion pounds of wasted food every year. This equates to a financial loss of over $100 Billion. One cause of food spoilage is equipment malfunction during transportation, which can result in a lack of adequate climate control. Obviously, temperature and humidity can be good indicators of a potential problem with a food shipment, but with more types of sensors, such as those sensitive to different gasses, it may be possible to discover a problem before a significant amount of food is compromised.&lt;/P&gt;
&lt;P&gt;Using a combination of inexpensive sensors and controllers, Azure IoT services, and SAS Analytics, we have developed a demonstration of how these pieces can come together to yield timely alerts for food beginning to spoil.&lt;/P&gt;
&lt;P&gt;IoT applications almost always have both edge and cloud components: individual assets are monitored at the edge, while fleets are monitored and analytics are developed and trained in the cloud.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Key take-aways from the demonstration:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Learn how to design a streaming model for real-time food spoilage detection&lt;/LI&gt;
&lt;LI&gt;Learn how to create an ESP model on the edge and in the cloud&lt;/LI&gt;
&lt;LI&gt;Best practices for integrating ESP on edge in in the cloud with Azure IOT Services&lt;/LI&gt;
&lt;/UL&gt;
&lt;DIV&gt;
&lt;DIV class="cke_widget_wrapper cke_widget_block cke_widget_inlineimage cke_widget_wrapper_webPartInRteInlineImage cke_widget_wrapper_webPartInRteAlignCenter cke_widget_wrapper_webPartInRte" tabindex="-1" role="region" data-cke-widget-wrapper="1" data-cke-filter="off" data-cke-display-name="div" data-cke-widget-id="1" aria-label="Inline image in RTE. Use Alt + F11 to go to toolbar. Use Alt + P to open the property pane."&gt;
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&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Click&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;A title="https://sasoffice365.sharepoint.com/:v:/r/sites/IoTEnablement/Shared%20Documents/1%20Presentations/Detecting%20Food%20Spoilage%20with%20SAS%20ESP_Evan%20Guarnaccia_20220505.mp4?csf=1&amp;amp;web=1&amp;amp;e=x0sOg6" href="https://sasoffice365.sharepoint.com/:v:/r/sites/IoTEnablement/Shared%20Documents/1%20Presentations/Detecting%20Food%20Spoilage%20with%20SAS%20ESP_Evan%20Guarnaccia_20220505.mp4?csf=1&amp;amp;web=1&amp;amp;e=x0sOg6" target="_blank" rel="noopener" data-cke-saved-href="https://sasoffice365.sharepoint.com/:v:/r/sites/IoTEnablement/Shared%20Documents/1%20Presentations/Detecting%20Food%20Spoilage%20with%20SAS%20ESP_Evan%20Guarnaccia_20220505.mp4?csf=1&amp;amp;web=1&amp;amp;e=x0sOg6" data-interception="on"&gt;here&lt;/A&gt;&amp;nbsp;to listen to a video overview of the demo!&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 22 Jul 2022 19:55:35 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Streaming-Analytics/IoT-DEMO-Detecting-Food-Spoilage-with-SAS-ESP/m-p/825013#M269</guid>
      <dc:creator>bkooman</dc:creator>
      <dc:date>2022-07-22T19:55:35Z</dc:date>
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