Review on stochastic modeling methods for building stock energy prediction

Validation of a Bayesian-based method for defining residential archetypes in urban building energy models

(2017) Julia Sokol et al.   ENERGY AND BUILDINGS

Meta-modeling of occupancy variables and analysis of their impact on energy outcomes of office buildings

(2016) Qinpeng Wang et al.   APPLIED ENERGY

Bayesian inference for estimating thermal properties of a historic building wall

(2016) Julien Berger et al.   BUILDING AND ENVIRONMENT

Urban building energy modeling – A review of a nascent field

(2016) Christoph F. Reinhart et al.   BUILDING AND ENVIRONMENT

Modeling Boston: A workflow for the efficient generation and maintenance of urban building energy models from existing geospatial datasets

(2016) Carlos Cerezo Davila et al.   ENERGY

Reconstructing building stock to replicate energy consumption data

(2016) Fei Zhao et al.   ENERGY AND BUILDINGS

Sensitivity analysis methods for building energy models: Comparing computational costs and extractable information

(2016) Kathrin Menberg et al.   ENERGY AND BUILDINGS

Comparative study of surrogate models for uncertainty quantification of building energy model: Gaussian Process Emulator vs. Polynomial Chaos Expansion

(2016) Young-Jin Kim   ENERGY AND BUILDINGS

A differentiated description of building-stocks for a georeferenced urban bottom-up building-stock model

(2016) Magnus Österbring et al.   ENERGY AND BUILDINGS

Assessment of linear emulators in lightweight Bayesian calibration of dynamic building energy models for parameter estimation and performance prediction

(2016) Qi Li et al.   ENERGY AND BUILDINGS

Identifying informative energy data in Bayesian calibration of building energy models

(2016) Wei Tian et al.   ENERGY AND BUILDINGS

Sensitivity analysis of environmental models: A systematic review with practical workflow

(2016) Francesca Pianosi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Bayesian-Emulator based parameter identification for calibrating energy models for existing buildings

(2016) Yoonsuk Kang et al.   Building Simulation

Integrated model for characterization of spatiotemporal building energy consumption patterns in neighborhoods and city districts

(2015) Jimeno A. Fonseca et al.   APPLIED ENERGY

Scalable methodology for large scale building energy improvement: Relevance of calibration in model-based retrofit analysis

(2015) Yeonsook Heo et al.   BUILDING AND ENVIRONMENT

Importance analysis and meta-model construction with correlated variables in evaluation of thermal performance of campus buildings

(2015) Wei Tian et al.   BUILDING AND ENVIRONMENT

Methodologies and Advancements in the Calibration of Building Energy Models

(2015) Enrico Fabrizio et al.   Energies

People occupancy detection and profiling with 3D depth sensors for building energy management

(2015) Giovanni Diraco et al.   ENERGY AND BUILDINGS

Modeling regular occupancy in commercial buildings using stochastic models

(2015) Zhenghua Chen et al.   ENERGY AND BUILDINGS

A review of modelling approaches and tools for the simulation of district-scale energy systems

(2015) Jonas Allegrini et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Variability between domestic buildings: the impact on energy use

(2015) Ralph Evins et al.   Journal of Building Performance Simulation

Uncertainty analysis of user behaviour and physical parameters in residential building performance simulation

(2014) Arthur Santos Silva et al.   ENERGY AND BUILDINGS

Estimating energy savings for the residential building stock of an entire city: A GIS-based statistical downscaling approach applied to Rotterdam

(2014) Alessio Mastrucci et al.   ENERGY AND BUILDINGS

Occupant behavior and schedule modeling for building energy simulation through office appliance power consumption data mining

(2014) Jie Zhao et al.   ENERGY AND BUILDINGS

Use of reference buildings to assess the energy saving potentials of the residential building stock: The experience of TABULA project

(2014) Ilaria Ballarini et al.   ENERGY POLICY

A review of methods to match building energy simulation models to measured data

(2014) Daniel Coakley et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Evaluation of calibration efficacy under different levels of uncertainty

(2014) Yeonsook Heo et al.   Journal of Building Performance Simulation

Influence of district features on energy consumption in non-domestic buildings

(2013) R. Choudhary et al.   BUILDING RESEARCH AND INFORMATION

Revealing occupancy patterns in an office building through the use of occupancy sensor data

(2013) Carlos Duarte et al.   ENERGY AND BUILDINGS

UK office buildings archetypal model as methodological approach in development of regression models for predicting building energy consumption from heating and cooling demands

(2013) Ivan Korolija et al.   ENERGY AND BUILDINGS

Decision making under uncertainty in the retrofit analysis of the UK housing stock: Implications for the Green Deal

(2013) A.T. Booth et al.   ENERGY AND BUILDINGS

Stochastic comparison between simplified energy calculation and dynamic simulation

(2013) Young-Jin Kim et al.   ENERGY AND BUILDINGS

A supporting method for defining energy strategies in the building sector at urban scale

(2013) Paola Caputo et al.   ENERGY POLICY

A Bayesian, spatially-varying calibration model for the TEX86 proxy

(2013) Jessica E. Tierney et al.   GEOCHIMICA ET COSMOCHIMICA ACTA

Demonstrating the Impact of the Occupant on Building Performance

(2013) Caroline M. Clevenger et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

A review of sensitivity analysis methods in building energy analysis

(2013) Wei Tian   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A hierarchical Bayesian framework for calibrating micro-level models with macro-level data

(2013) A.T. Booth et al.   Journal of Building Performance Simulation

Calibration and uncertainty analysis for computer models – A meta-model based approach for integrated building energy simulation

(2012) Massimiliano Manfren et al.   APPLIED ENERGY

A probabilistic energy model for non-domestic building sectors applied to analysis of school buildings in greater London

(2012) Wei Tian et al.   ENERGY AND BUILDINGS

Bayesian uncertainty quantification and propagation in molecular dynamics simulations: A high performance computing framework

(2012) Panagiotis Angelikopoulos et al.   JOURNAL OF CHEMICAL PHYSICS

Quantitative risk management for energy retrofit projects

(2012) Yeonsook Heo et al.   Journal of Building Performance Simulation

Handling uncertainty in housing stock models

(2011) A.T. Booth et al.   BUILDING AND ENVIRONMENT

Selection of likelihood parameters for complex models determines the effectiveness of Bayesian calibration

(2011) Karl-Heinz Rahn et al.   Ecological Informatics

A methodology for meta-model based optimization in building energy models

(2011) Bryan Eisenhower et al.   ENERGY AND BUILDINGS

Spatial distribution of urban building energy consumption by end use

(2011) B. Howard et al.   ENERGY AND BUILDINGS

Calibration of building energy models for retrofit analysis under uncertainty

(2011) Y. Heo et al.   ENERGY AND BUILDINGS

Climate Policy and the Long-Term Evolution of the U.S. Buildings Sector

(2011) Page Kyle et al.   ENERGY JOURNAL

The impact of occupants' behaviour on building energy demand

(2011) Frédéric Haldi et al.   Journal of Building Performance Simulation

Uncertainty and sensitivity decomposition of building energy models

(2011) Bryan Eisenhower et al.   Journal of Building Performance Simulation

A review of bottom-up building stock models for energy consumption in the residential sector

(2010) M. Kavgic et al.   BUILDING AND ENVIRONMENT

City-level energy and CO2 reduction effect by introducing new residential water heaters

(2010) Yoshiyuki Shimoda et al.   ENERGY

District-scale simulation for multi-purpose evaluation of urban energy systems

(2010) Yohei Yamaguchi et al.   Journal of Building Performance Simulation

Prediction of greenhouse gas reduction potential in Japanese residential sector by residential energy end-use model

(2009) Yoshiyuki Shimoda et al.   APPLIED ENERGY

Targeting household energy-efficiency measures using sensitivity analysis

(2009) S. K. Firth et al.   BUILDING RESEARCH AND INFORMATION

EnerGis: A geographical information based system for the evaluation of integrated energy conversion systems in urban areas

(2009) Luc Girardin et al.   ENERGY

Uncertainty and Sensitivity Analysis for Building Energy Rating

(2009) Vincenzo Corrado et al.   Journal of Building Physics

Modeling of end-use energy consumption in the residential sector: A review of modeling techniques

(2009) Lukas G. Swan et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A Bayesian calibration model for combining different pre-processing methods in Affymetrix chips

(2008) Marta Blangiardo et al.   BMC BIOINFORMATICS

Using building energy simulation and geospatial modeling techniques to determine high resolution building sector energy consumption profiles

(2008) Shem Heiple et al.   ENERGY AND BUILDINGS

Water quality modeling for load reduction under uncertainty: A Bayesian approach

(2008) Yong Liu et al.   WATER RESEARCH