{"id":141,"date":"2025-02-23T00:16:56","date_gmt":"2025-02-23T00:16:56","guid":{"rendered":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/?p=141"},"modified":"2025-02-23T00:27:50","modified_gmt":"2025-02-23T00:27:50","slug":"anyas-status-report-for-02-22-25","status":"publish","type":"post","link":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/2025\/02\/23\/anyas-status-report-for-02-22-25\/","title":{"rendered":"Anya&#8217;s Status Report for 02\/22\/25"},"content":{"rendered":"<h3><strong>Accomplishments this week<\/strong><\/h3>\n<p>Home Assistant Automation Implementation [Integration Platform]<\/p>\n<p>Defined shell commands and set up tasks in config yaml files for data publishing via the HA API<\/p>\n<p><strong>Grid Price Integration from Nordpool<\/strong><\/p>\n<ul>\n<li>Configured retrieval of real-time electricity prices from <strong>Nordpool<\/strong>.<\/li>\n<li>Integrated Nordpool API into the optimization workflow to factor dynamic pricing.<\/li>\n<li>Implemented logic to optimize energy consumption based on real-time grid prices.<\/li>\n<li>Instantiated the grid price optimization problem using plp.LP<\/li>\n<li><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-142\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-content\/uploads\/sites\/364\/2025\/02\/Screen-Shot-2025-02-22-at-7.15.35-PM-300x116.png\" alt=\"\" width=\"506\" height=\"196\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-content\/uploads\/sites\/364\/2025\/02\/Screen-Shot-2025-02-22-at-7.15.35-PM-300x116.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-content\/uploads\/sites\/364\/2025\/02\/Screen-Shot-2025-02-22-at-7.15.35-PM-768x298.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-content\/uploads\/sites\/364\/2025\/02\/Screen-Shot-2025-02-22-at-7.15.35-PM-1024x398.png 1024w\" sizes=\"(max-width: 506px) 100vw, 506px\" \/><\/li>\n<\/ul>\n<h6><strong>Challenges &amp; Next Steps<\/strong><\/h6>\n<ul>\n<li>Sensor Deployment: I am awaiting final integration of sensors to obtain real-time load consumption data<\/li>\n<li>Performance Optimization:\u00a0 I need to fine-tune the grid pricing model for higher accuracy.<\/li>\n<li>Scalability: Need to expand the system to support multiple optimization strategies dynamically.<\/li>\n<li><strong>Progress and Schedule<\/strong><\/li>\n<li><span style=\"font-size: 1rem\">Completed foundational tasks and progressing into real-time data collection and optimization refinements.<\/span><\/li>\n<li>Minor delays in sensor delivery [due to snow storm] could impact the timeline for model training.<\/li>\n<li><strong>Action Items for Next Week<\/strong>\n<ul>\n<li>Deploy sensors and verify real-time data collection.<\/li>\n<li>Train models using load consumption data<\/li>\n<li>Conduct further tests on the dayahead optimization strategy.<\/li>\n<li>Optimize automation workflows in Home Assistant.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Accomplishments this week Home Assistant Automation Implementation [Integration Platform] Defined shell commands and set up tasks in config yaml files for data publishing via the HA API Grid Price Integration from Nordpool Configured retrieval of real-time electricity prices from Nordpool. Integrated Nordpool API into the optimization workflow to factor dynamic pricing. Implemented logic to optimize &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/2025\/02\/23\/anyas-status-report-for-02-22-25\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Anya&#8217;s Status Report for 02\/22\/25&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1050,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/posts\/141"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/users\/1050"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/comments?post=141"}],"version-history":[{"count":3,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/posts\/141\/revisions"}],"predecessor-version":[{"id":149,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/posts\/141\/revisions\/149"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/media?parent=141"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/categories?post=141"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamd5\/wp-json\/wp\/v2\/tags?post=141"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}