{"id":1292,"date":"2020-01-22T20:23:19","date_gmt":"2020-01-22T18:23:19","guid":{"rendered":"https:\/\/iot.ttu.ee\/?page_id=1292"},"modified":"2020-12-16T10:28:52","modified_gmt":"2020-12-16T08:28:52","slug":"research","status":"publish","type":"page","link":"https:\/\/iot.ttu.ee\/et\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\t\t
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Our skills<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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  • We have long experience what kind of sensors<\/strong> are needed to measure different signals and how to pre-process<\/strong> these signals for feature extraction<\/b> and prepare it for training and validation.<\/li>
  • We have long experience how to design embedded hardware<\/strong> and develop\u00a0software<\/strong> for it.\u00a0
    • Long experience and collaboration with other partners regarding embedded hardware design.<\/li>
    • Embedded software written for countless number of projects.<\/li><\/ul><\/li>
    • We know how to choose optimal<\/strong> machine learning models for embedded hardware<\/strong> and optimize<\/strong> it to reduce computational effort, of reduze the size for devices with small memory.
      • Our researchers are daily-basis working on such issues in different projects<\/li><\/ul><\/li>
      • We can build a new machine learning model<\/strong> or re-train the existing model<\/strong> in case you need to work with completely new kind of data with the help of machine learning.<\/li>
      • We can help you to choose a right hardware accelerator<\/strong> to speed up computationally intensive machine learning models.
        • We have a wide range of hardware available to test different approaches.<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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          Our research focus<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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          Our research areas are divided into three main groups. They are all connected together to focus on novel optimization methods and prototyping to validate new approaches.<\/span><\/p>

          • Machine Learning optimization techniques<\/span><\/strong>
            <\/span><\/strong>
            • Main competences<\/em>
              • Development of new ML optimization technologies<\/li>
              • Acceleration of ML inference with hardware accelerators<\/li>
              • Development of ML models on FPGA<\/li>
              • Image processing and compression<\/li><\/ul><\/li>
              • Side competences<\/em>
                • Sensor signal measurement<\/li>
                • Signal processing and feature extraction<\/li>
                • Sensor fusion<\/li><\/ul><\/li><\/ul><\/li>
                • Embedded System Design<\/strong>
                  • Embedded hardware design<\/li>
                  • Embedded software design<\/li>
                  • Rapid prototyping<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

                    Our skills We have long experience what kind of sensors are needed to measure different signals and how to pre-process these signals […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1292","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/iot.ttu.ee\/et\/wp-json\/wp\/v2\/pages\/1292","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/iot.ttu.ee\/et\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/iot.ttu.ee\/et\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/iot.ttu.ee\/et\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/iot.ttu.ee\/et\/wp-json\/wp\/v2\/comments?post=1292"}],"version-history":[{"count":61,"href":"https:\/\/iot.ttu.ee\/et\/wp-json\/wp\/v2\/pages\/1292\/revisions"}],"predecessor-version":[{"id":1703,"href":"https:\/\/iot.ttu.ee\/et\/wp-json\/wp\/v2\/pages\/1292\/revisions\/1703"}],"wp:attachment":[{"href":"https:\/\/iot.ttu.ee\/et\/wp-json\/wp\/v2\/media?parent=1292"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}