{"id":266,"date":"2025-04-26T22:59:23","date_gmt":"2025-04-27T03:59:23","guid":{"rendered":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/?p=266"},"modified":"2025-04-26T23:01:58","modified_gmt":"2025-04-27T04:01:58","slug":"janas-status-report-for-04-26-2025","status":"publish","type":"post","link":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/2025\/04\/26\/janas-status-report-for-04-26-2025\/","title":{"rendered":"Jana\u2019s Status Report for 04\/26\/2025"},"content":{"rendered":"<p><span style=\"font-weight: 400\">This week I got the mister working. I also finalized the data collection of image and sensor data for the ML plant health detection model. In total we now have 746 data points, consisting of 14 plants across 4 species. Based on testing results I made some adjustments to the ML model, mainly fine-tuning the image and sensor models using our dataset before training the late fusion classifier. With these adjustments, I was able to achieve the following results:<\/span><\/p>\n<p><span style=\"font-weight: 400\">True Positive Rate (TPR): 0.9091<\/span><\/p>\n<p><span style=\"font-weight: 400\">True Negative Rate (TNR): 0.9496<\/span><\/p>\n<p><span style=\"font-weight: 400\">False Positive Rate (FPR): 0.0504<\/span><\/p>\n<p><span style=\"font-weight: 400\">False Negative Rate (FNR): 0.0909<\/span><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-268\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-content\/uploads\/sites\/345\/2025\/04\/confusion_matrix-300x225.png\" alt=\"\" width=\"300\" height=\"225\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-content\/uploads\/sites\/345\/2025\/04\/confusion_matrix-300x225.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-content\/uploads\/sites\/345\/2025\/04\/confusion_matrix-768x576.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-content\/uploads\/sites\/345\/2025\/04\/confusion_matrix.png 800w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-269\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-content\/uploads\/sites\/345\/2025\/04\/normalized_confusion_matrix-300x225.png\" alt=\"\" width=\"300\" height=\"225\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-content\/uploads\/sites\/345\/2025\/04\/normalized_confusion_matrix-300x225.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-content\/uploads\/sites\/345\/2025\/04\/normalized_confusion_matrix-768x576.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-content\/uploads\/sites\/345\/2025\/04\/normalized_confusion_matrix.png 800w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><span style=\"font-weight: 400\">Although the results don\u2019t quite meet the requirements I initially set in the use case and design requirements (FPR &lt;5 %), I believe that the model performs reasonably well given dataset and time constraints, so I will be adjusting the design requirements to be FPR and FNR &lt;10%. <\/span><span style=\"font-weight: 400\"><br \/>\n<\/span><span style=\"font-weight: 400\"><br \/>\n<\/span><span style=\"font-weight: 400\">Aside from that, Zara and I began testing the overall system on 3 African Violet plants. We placed the plants in the greenhouse system and set it to automatic mode, and have been monitoring the plants daily to ensure that the system works as required (lights turn on according to schedule, heaters\/misters\/watering work according to PID control, etc.)<\/span><span style=\"font-weight: 400\"><br \/>\n<\/span><span style=\"font-weight: 400\"><br \/>\n<\/span><span style=\"font-weight: 400\">I am on schedule, as I have now completed all my tasks. I am now focusing on getting the final assignments such as the poster, video, and report done.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Next Week\u2019s Deliverables:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Complete poster<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Complete video<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Complete demo<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Complete report<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>This week I got the mister working. I also finalized the data collection of image and sensor data for the ML plant health detection model. In total we now have 746 data points, consisting of 14 plants across 4 species. Based on testing results I made some adjustments to the ML model, mainly fine-tuning the &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/2025\/04\/26\/janas-status-report-for-04-26-2025\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Jana\u2019s Status Report for 04\/26\/2025&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1016,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[12],"tags":[6],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/posts\/266"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/users\/1016"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/comments?post=266"}],"version-history":[{"count":2,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/posts\/266\/revisions"}],"predecessor-version":[{"id":270,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/posts\/266\/revisions\/270"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/media?parent=266"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/categories?post=266"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s25-teamb3\/wp-json\/wp\/v2\/tags?post=266"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}