Review of developments in whole-building statistical energy consumption models for commercial buildings

H Fu, JC Baltazar, DE Claridge - Renewable and Sustainable Energy …, 2021 - Elsevier
A significant portion of energy consumption occurs in buildings today. Accurate and easy-to-
implement methods are needed to calculate building energy consumption for a wide range …

Fault detection and diagnosis encyclopedia for building systems: a systematic review

SP Melgaard, KH Andersen, A Marszal-Pomianowska… - Energies, 2022 - mdpi.com
This review aims to provide an up-to-date, comprehensive, and systematic summary of fault
detection and diagnosis (FDD) in building systems. The latter was performed through a …

A survey on explainable anomaly detection

Z Li, Y Zhu, M Van Leeuwen - ACM Transactions on Knowledge …, 2023 - dl.acm.org
In the past two decades, most research on anomaly detection has focused on improving the
accuracy of the detection, while largely ignoring the explainability of the corresponding …

An inquiry into the capabilities of baseline building energy modelling approaches to estimate energy savings

Z Afroz, HB Gunay, W O'Brien, G Newsham, I Wilton - Energy and Buildings, 2021 - Elsevier
While baseline energy modelling approaches for buildings are progressing to meet the
demand for measurement and verification (M&V) of savings of an energy performance …

Detection of zone sensor and actuator faults through inverse greybox modelling

HB Gunay, Z Shi, G Newsham, R Moromisato - Building and Environment, 2020 - Elsevier
Zone-level sensor and actuator faults can substantially affect the energy and comfort
performance of heating, ventilation, and air conditioning (HVAC) systems in commercial …

A framework for a multi-source, data-driven building energy management toolkit

AA Markus, BW Hobson, HB Gunay, S Bucking - Energy and Buildings, 2021 - Elsevier
Poor building energy performance often arises from suboptimal operations such as
inappropriate control sequences or hard faults in heating, ventilation, and air-conditioning …

Simplified weather-related building energy disaggregation and change-point regression: Heating and cooling energy use perspective

DW Kim, KU Ahn, H Shin, SE Lee - Buildings, 2022 - mdpi.com
End-use consumption provides more detailed information than total consumption and
reveals the mechanism of energy flow through a given building. Specifically, for weather …

Islands of misfit buildings: Detecting uncharacteristic electricity use behavior using load shape clustering

M Quintana, P Arjunan, C Miller - Building Simulation, 2021 - Springer
Many energy performance analysis methodologies assign buildings a descriptive label that
represents their main activity, often known as the primary space usage (PSU). This attribute …

Remote characterization of envelope performance through inverse modelling with building automation system data

HB Gunay, D Darwazeh, S Shillinglaw, I Wilton - Energy and Buildings, 2021 - Elsevier
This paper presents a proof-of-concept of an inverse model-based method for the
characterization of envelope thermal transmittance and air permeance with historical space …

Impact of measured data frequency on commercial building energy model calibration for retrofit analysis

M Derakhti, W O'Brien, S Bucking - Science and Technology for the …, 2022 - Taylor & Francis
Developing an accurate energy model remains challenging because of the numerous
parameters that define a building's performance and the difficulty of the measuring them …