A simplified urban building energy model to support early-stage energy plans

نویسندگان

چکیده

The latest attempts in determining the spatiotemporal patterns of energy use building sector have led to development a new set tools referred as “urban models” (UBEMs). Due high level complexity, computation cost UBEMs risks becoming impractically large. As substitution for complex models, this study, using simplified steady-state method calculating performance buildings, more computationally efficient UBEM is proposed. developed model uses available information buildings from open datasets, translates them into physical and, finally, estimates desired spatial and temporal resolutions. A comparison with an advanced UBEM, around simulation software EnergyPlus, proves that suggested performs within acceptable range accuracy. Furthermore, model, can improve considerably, hours only few seconds. By validating results against measured Swedish certificate (EPC) database, it be also seen MAPE does not go higher than 31%.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Climate and Energy in Urban Areas to Reduce Energy Consumption, Case Study of Saadat Abad Building

Before the modern era, cities were built on a scale that did not change the environmental balance significantly. With the expansion of population and the expansion of cities and the conversion of settlements into big cities and metropolises, new conditions have emerged which show that cities today make their own climates. The new climates created in these areas are completely different from the...

متن کامل

Energy Conservation in Building

The building sector accumulates approximately a third of the final energy consumption. Consequently, the improvement of the energy efficiency in buildings has become an essential instrument in the energy policies to ensure the energy supply in the mid to long term moreover is the most cost-effective strategy available for reducing carbon dioxide emissions This paper is studying the main objecti...

متن کامل

A neural network approach to predicting urban building energy consumption

`Only for the MLP do we include the hourly weather data as part of the input space, resulting in 25 features. And for the ResNet model, we one-hot encode day of the week and month into our input space, resulting in 41 initial input features. MULTILAYER PERCEPTRON (MLP) Our baseline of comparison is a basic MLP that consists of three fully connected layers, containing a hidden layer with 24 neur...

متن کامل

Energy efficiency in a building complex through seasonal storage of thermal energy in a confined aquifer

Confined aquifers are formations surrounded by impermeable layers called cap rocks and bed rocks. These aquifers are suitable for the seasonal storage of thermal energy. A confined aquifer was designed to meet the cooling and heating energy needs of a residential building complex located in Tehran, Iran. The annual cooling and heating energy needs of the buildings were estimated to be 8.7...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: E3S web of conferences

سال: 2022

ISSN: ['2555-0403', '2267-1242']

DOI: https://doi.org/10.1051/e3sconf/202236209002