A review of unsupervised statistical learning and visual analytics techniques applied to performance analysis of non-residential buildings

C Miller, Z Nagy, A Schlueter - Renewable and Sustainable Energy …, 2018 - Elsevier
Measured and simulated data sources from the built environment are increasing rapidly. It is
becoming normal to analyze data from hundreds, or even thousands of buildings at once …

Current state and future challenges in building management: Practitioner interviews and a literature review

T Abuimara, BW Hobson, B Gunay, W O'Brien… - Journal of Building …, 2021 - Elsevier
Building management tools, such as building automation systems (BASs) and computerized
maintenance management systems (CMMSs), are intended to support the efficient operation …

Predicting the quantifiable impacts of ISO 50001 on climate change mitigation

A McKane, P Therkelsen, A Scodel, P Rao… - Energy policy, 2017 - Elsevier
Energy consumption in the industrial and commercial (service) sectors accounts for nearly
40% of global greenhouse gas emissions. Reducing this energy consumption will be critical …

Does a knowledge gap contribute to the performance gap? Interviews with building operators to identify how data-driven insights are interpreted

AA Markus, BW Hobson, HB Gunay, S Bucking - Energy and Buildings, 2022 - Elsevier
Data-driven operation and maintenance analytics for improving building energy
performance are prevalent in the literature and produce various visualizations and key …

Lessons learned from implementing night ventilation of mass in a next-generation smart building

GA Mhuireach, GZ Brown, J Kline, D Manandhar… - Energy and …, 2020 - Elsevier
Summer temperature extremes are expected to increase during the next century. Integrating
night ventilation of mass (NVM) strategies in new 'smart'buildings could increase resilience …

Computational intelligence based anomaly detection for building energy management systems

O Linda, D Wijayasekara, M Manic… - 2012 5th international …, 2012 - ieeexplore.ieee.org
In the past several decades Building Energy Management Systems (BEMSs) have become
vital components of most modern buildings. BEMSs utilize advanced microprocessor …

Screening meter data: Characterization of temporal energy data from large groups of non-residential buildings

C Miller - 2016 - research-collection.ethz.ch
This study focuses on the screening of characteristic data from the ever-expanding sources
of raw, temporal sensor data from commercial buildings. A two-step framework is presented …

A boiler room in a 600-bed hospital complex: study, analysis, and implementation of energy efficiency improvements

JC Fraile, J San-José, A González-Alonso - Energies, 2014 - mdpi.com
The aim of energy efficiency is to use less energy to provide the same service. In hospitals,
energy efficiency offers a powerful and cost-effective tool to reduce greenhouse gas …

Models for driving energy efficiency nationally using energy management

G Siciliano, P de los Reyes, C Kramer… - Strategic planning for …, 2015 - Taylor & Francis
Energy management is a proven strategy for achieving clear energy, environmental, and
economic benefits across industry—yet diverse barriers, risks, and challenges continue to …

Development of a holistic method to analyse the consumption of energy and technical services in manufacturing facilities

J Cosgrove, J Littlewood, P Wilgeroth - Smart Energy Control Systems for …, 2017 - Springer
This chapter describes the background to energy usage in production operations and sets
out some principles, process steps and methods to provide a more holistic view of the …