عنوان فارسی مقاله: | تخمین کمی دقیق از عملکرد انرژی ساختمان های مسکونی با استفاده از ابزار یادگیری ماشین آماری |
عنوان انگلیسی مقاله: | Accurate quantitative estimation of energy performance of residential buildings using statistical machine learning tools |
چکیده
1. معرفی
2. داده
3. روش ها
3.1. شناسایی داده ها و تجزیه و تحلیل آماری
3.2. ترسیم آماری از متغیرهای ورودی به متغیرهای خروجی
3.2.1. حداقل مربعات که مکررا دوبار وزن دهی شده
3.2.2. طبقه بندی با استفاده از جنگلهای تصادفی
32..3. اعتبار سنجی متقابل و تعمیم مدل
4. نتایج
4.1. تحلیل آماری
4.2. نتایج اعتبار سنجی متقابل با استفاده از IRLS و RF
5. بحث
کلمات کلیدی :
[PDF]Energy performance of residential buildings Feed forward neural ... https://engineering.purdue.edu/ME697Y/.../2014/.../Pso%20Kyung-Min.pdf Accurate quantitative estimation of energy performance of residential buildings using statistical machine learning tools', Energy and Buildings, Vol. 49, pp. 560- ... Energy efficiency dataset - SlideShare https://www.slideshare.net/AnkitGhosalkar/project-report-on-energy-efficiency-dataset Jun 5, 2013 - The buildings differwith respect to Glazing Area, Glazing Area .... A. Xifara: Accurate quantitative estimation of energy performance of residential ... Accurate quantitative estimation of energy performance of residential ... https://www.bsria.co.uk/.../accurate-quantitative-estimation-of-energy-performance-of... Accurate quantitative estimation of energy performance of residential buildings using statistical machine learning tools. A statistical machine learning framework ... UCI Machine Learning Repository: Energy efficiency Data Set https://archive.ics.uci.edu/ml/datasets/Energy+efficiency Nov 30, 2012 - We perform energy analysis using 12 different building shapes simulated in ... quantitative estimation of energy performance of residential ... Quantitative estimation of improvements in the efficiency of district ... journals.sagepub.com/doi/abs/10.1177/0143624414558951 by V Martinaitis - 2015 - Cited by 1 - Related articles Ghiaus Ch. Experimental estimation of building energy performance by ... Modelling and simulation of the energy use in an occupied residential building in cold ...