Urban micro-climate prediction through long short-term memory network with long-term monitoring for on-site building energy estimation

Air humidity characteristics of local climate zones: A three-year observational study in Nanjing

(2020) Xiaoshan Yang et al.   BUILDING AND ENVIRONMENT

Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) network

(2020) Alex Sherstinsky   PHYSICA D-NONLINEAR PHENOMENA

A review on machine learning algorithms to predict daylighting inside buildings

(2020) Mohammed Ayoub   SOLAR ENERGY

Modeling urban energy dynamics under clustered urban heat island effect with local-weather extended distributed adjacency blocks

(2020) Rui Ma et al.   Sustainable Cities and Society

A framework for the optimal integration of solar assisted district heating in different urban sized communities: A robust machine learning approach incorporating global sensitivity analysis

(2020) Mohamed Hany Abokersh et al.   APPLIED ENERGY

Optimal energy retrofit plan for conservation and sustainable use of historic campus building: Case of cultural property building

(2020) Hyun Mi Cho et al.   APPLIED ENERGY

Change of climate data over 37 years in Hong Kong and the implications on the simulation-based building energy evaluations

(2020) Siwei Lou et al.   ENERGY AND BUILDINGS

A METHOD PROPOSAL FOR MONITORING THE MICROCLIMATIC CHANGE IN AN URBAN AREA

(2019) Çağdaş Kuşçu Şimşek et al.   Sustainable Cities and Society

Evaluation of a diagnostic equation for the daily maximum urban heat island intensity and its application to building energy simulations

(2019) Xiaoshan Yang et al.   ENERGY AND BUILDINGS

Modeling and forecasting building energy consumption: A review of data-driven techniques

(2019) Mathieu Bourdeau et al.   Sustainable Cities and Society

Predicting residential energy consumption using CNN-LSTM neural networks

(2019) Tae-Young Kim et al.   ENERGY

How building energy models take the local climate into account in an urban context – A review

(2019) Nicolas Lauzet et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Deep-learning neural-network architectures and methods: Using component-based models in building-design energy prediction

(2018) Sundaravelpandian Singaravel et al.   ADVANCED ENGINEERING INFORMATICS

A method to account for the urban microclimate on the creation of ‘typical weather year’ datasets for building energy simulation, using stochastically generated data

(2018) S. Tsoka et al.   ENERGY AND BUILDINGS

Improving the calibration of building simulation with interpolated weather datasets

(2018) Pablo Eguía Oller et al.   RENEWABLE ENERGY

Sensitivity of electricity consumption to air temperature, air humidity and solar radiation at the city-block scale in Osaka, Japan

(2018) Yuki Hashimoto et al.   Sustainable Cities and Society

Energy performance of cool roofs under the impact of actual weather data

(2017) Mirata Hosseini et al.   ENERGY AND BUILDINGS

An alternative method for predicting relative humidity for climate change studies

(2017) Luminda Niroshana Gunawardhana et al.   METEOROLOGICAL APPLICATIONS

Correlating cooling energy use with urban microclimate data for projecting future peak cooling energy demands: Residential neighbourhoods in Seoul

(2017) Choo Yoon Yi et al.   Sustainable Cities and Society

Electrical load forecasting models: A critical systematic review

(2017) Corentin Kuster et al.   Sustainable Cities and Society

Prediction of outdoor air temperature using neural networks: Application in 4 European cities

(2016) Sotiris Papantoniou et al.   ENERGY AND BUILDINGS

Impacts on cooling energy consumption due to the UHI and vegetation changes in Manchester, UK

(2016) Cynthia P. Skelhorn et al.   ENERGY AND BUILDINGS

Study on the future weather data considering the global and local climate change for building energy simulation

(2015) Hideki Kikumoto et al.   Sustainable Cities and Society

Forecasting energy consumption of multi-family residential buildings using support vector regression: Investigating the impact of temporal and spatial monitoring granularity on performance accuracy

(2014) Rishee K. Jain et al.   APPLIED ENERGY

A fresh look at weather impact on peak electricity demand and energy use of buildings using 30-year actual weather data

(2013) Tianzhen Hong et al.   APPLIED ENERGY

A proposed method for generating high resolution current and future climate data for Passivhaus design

(2012) Robert S. McLeod et al.   ENERGY AND BUILDINGS

The appropriate spatial resolution of future weather files for building simulation

(2011) M. Eames et al.   Journal of Building Performance Simulation

Impacts of urbanization on urban structures and energy demand: What can we learn for urban energy planning and urbanization management?

(2010) Reinhard Madlener et al.   Sustainable Cities and Society

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT