https://www.takatohorii.jp/en/tags/machine-learning/Machine LearningHugoBlox Kit (https://hugoblox.com)en-usFri, 01 Apr 2022 00:00:00 +0000https://www.takatohorii.jp/media/icon_hu_da05098ef60dc2e7.pnghttps://www.takatohorii.jp/en/tags/machine-learning/https://www.takatohorii.jp/en/projects/foot-bigdata/Fri, 01 Apr 2022 00:00:00 +0000https://www.takatohorii.jp/en/projects/foot-bigdata/<p>Standing, walking, and running all connect us to the ground through the soles of our feet. This project develops highly wearable insole sensors and accumulates long-term individual plantar information at scale to establish a new scientific foundation for movement, health, and skill.</p> <p>We contribute by designing machine-learning and deep-learning models for the collected plantar time-series data, and by developing algorithms that automatically estimate motor skills and physical states. The outcomes are extended to motor learning support, computational understanding of human motion, and motion control models in robotics.</p> <section class="not-prose my-10"> <div class="flex items-center gap-3 mb-6"> <div class="flex-shrink-0 w-10 h-10 bg-primary-100 dark:bg-primary-900/50 rounded-full flex items-center justify-center"> <svg class='w-5 h-5 text-primary-600 dark:text-primary-400' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="m9 7.5l3 4.5m0 0l3-4.5M12 12v5.25M15 12H9m6 3H9m12-3a9 9 0 1 1-18 0a9 9 0 0 1 18 0"/></svg> </div> <h3 class="text-xl sm:text-2xl font-bold text-gray-900 dark:text-white tracking-tight m-0">関連する研究費</h3> </div> <div class="grid grid-cols-1 gap-4"> <div class="group flex gap-4 bg-gradient-to-br from-white/90 to-primary-50/30 dark:from-gray-800/90 dark:to-primary-900/20 rounded-xl p-5 shadow-md hover:shadow-xl transition-all duration-300 border border-transparent hover:border-primary-200 dark:hover:border-primary-800 backdrop-blur-md"> <div class="flex-shrink-0 w-12 h-12 bg-white dark:bg-gray-800 ring-1 ring-gray-200 dark:ring-gray-700 rounded-full flex items-center justify-center shadow-sm"> <svg class='w-6 h-6 text-primary-600 dark:text-primary-400' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M4.26 10.147a60 60 0 0 0-.491 6.347A48.6 48.6 0 0 1 12 20.904a48.6 48.6 0 0 1 8.232-4.41a61 61 0 0 0-.491-6.347m-15.482 0a51 51 0 0 0-2.658-.813A60 60 0 0 1 12 3.493a60 60 0 0 1 10.399 5.84q-1.345.372-2.658.814m-15.482 0A51 51 0 0 1 12 13.489a50.7 50.7 0 0 1 7.74-3.342M6.75 15a.75.75 0 1 0 0-1.5a.75.75 0 0 0 0 1.5m0 0v-3.675A55 55 0 0 1 12 8.443m-7.007 11.55A5.98 5.98 0 0 0 6.75 15.75v-1.5"/></svg> </div> <div class="flex-1 min-w-0"> <p class="text-base sm:text-lg font-bold text-gray-900 dark:text-white leading-snug m-0"> <a href="https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-22H00537/" target="_blank" rel="noopener" class="no-underline hover:text-primary-600 dark:hover:text-primary-400 transition-colors">Plantar Science Opened up by Insole Sensor Development and Big-Data Construction of Individual Plantar Information</a> </p> <div class="flex flex-wrap items-center gap-2 mt-2"> <span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-primary-100 text-primary-800 dark:bg-primary-900/40 dark:text-primary-200">Grant-in-Aid for Scientific Research (A)</span> <span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200">Co-Investigator</span> <span class="inline-flex items-center text-xs font-mono px-2 py-0.5 rounded bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200">22H00537</span> </div> <div class="flex flex-wrap gap-x-4 gap-y-1 text-sm text-gray-700 dark:text-gray-300 mt-2"> <span class="inline-flex items-center gap-1"> <svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M6.75 3v2.25M17.25 3v2.25M3 18.75V7.5a2.25 2.25 0 0 1 2.25-2.25h13.5A2.25 2.25 0 0 1 21 7.5v11.25m-18 0A2.25 2.25 0 0 0 5.25 21h13.5A2.25 2.25 0 0 0 21 18.75m-18 0v-7.5A2.25 2.25 0 0 1 5.25 9h13.5A2.25 2.25 0 0 1 21 11.25v7.5"/></svg> 2022.04 – 2027.03 </span> <span class="inline-flex items-center gap-1"> <svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 21v-8.25M15.75 21v-8.25M8.25 21v-8.25M3 9l9-6l9 6m-1.5 12V10.333A48.4 48.4 0 0 0 12 9.75c-2.551 0-5.056.2-7.5.582V21M3 21h18M12 6.75h.008v.008H12z"/></svg> Japan Society for the Promotion of Science (KAKENHI) </span> </div> </div> </div> </div> </section>