Assessment of predictive models for estimation of water consumption in public preschool buildings
المؤلفون المشاركون
Jurisevic, Nebojsa M.
Gordic, Dusan R.
Vukasinovic, Vladimir
Vukicevic, Arso M.
المصدر
Journal of Engineering Research
العدد
المجلد 10، العدد 2 B (30 يونيو/حزيران 2022)، ص ص. 98-111، 14ص.
الناشر
جامعة الكويت مجلس النشر العلمي
تاريخ النشر
2022-06-30
دولة النشر
الكويت
عدد الصفحات
14
التخصصات الرئيسية
الملخص EN
Preschool buildings are among the biggest water consumers in the public buildings sector, in which efficient management of water consumption could make considerable savings in city budgets.
the aim of this study was twofold: 1) to assess prognostic performances of 21 parameters that influence the water consumption and 2) to assess performances of two different approaches (statistical and machine learning-based) with 6 various predictive models for the estimation of water consumption by using the observed parameters.
the considered data set was collected from the total share of public preschool buildings in the city of kragujevac, serbia, over a three-year period.
top-performing statistical-based model was multiple linear regression, while the best machine learning method was random forest.
particularly, random forest gained the best overall performances while the multiple linear regression showed the same precision as the random forest when dealing with buildings that consume more than 200m3/month.
it is found that both methods provide satisfying estimates, leaving for potential users to choose between better performances (random forest) or usability (multiple linear regression).
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Jurisevic, Nebojsa M.& Gordic, Dusan R.& Vukasinovic, Vladimir& Vukicevic, Arso M.. 2022. Assessment of predictive models for estimation of water consumption in public preschool buildings. Journal of Engineering Research،Vol. 10, no. 2 B, pp.98-111.
https://search.emarefa.net/detail/BIM-1494651
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Jurisevic, Nebojsa M.…[et al.]. Assessment of predictive models for estimation of water consumption in public preschool buildings. Journal of Engineering Research Vol. 10, no. 2 B (Jun. 2022), pp.98-111.
https://search.emarefa.net/detail/BIM-1494651
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Jurisevic, Nebojsa M.& Gordic, Dusan R.& Vukasinovic, Vladimir& Vukicevic, Arso M.. Assessment of predictive models for estimation of water consumption in public preschool buildings. Journal of Engineering Research. 2022. Vol. 10, no. 2 B, pp.98-111.
https://search.emarefa.net/detail/BIM-1494651
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references : p. 110-111
رقم السجل
BIM-1494651
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر