https://bennetoutland.github.io/tags/system-identification/System-IdentificationHugoBlox Kit (https://hugoblox.com)en-usMon, 01 Jan 2024 00:00:00 +0000https://bennetoutland.github.io/media/icon_hu_da05098ef60dc2e7.pnghttps://bennetoutland.github.io/tags/system-identification/https://bennetoutland.github.io/projects/adaptive-hvac/Mon, 01 Jan 2024 00:00:00 +0000https://bennetoutland.github.io/projects/adaptive-hvac/<p>A data-driven approach to HVAC control for environments with unknown thermal characteristics.</p> <ul> <li>Created a heat transfer model of a standard office/warehouse environment equipped with an HVAC system</li> <li>Embedded physical information of a general environment into ARX for model identification</li> <li>Gradient descent was used to optimize a PID controller to regulate the internal temperature</li> </ul>