Critical review and research roadmap of office building energy management based on occupancy monitoring

S Salimi, A Hammad - Energy and Buildings, 2019 - Elsevier
Buildings are responsible for a large portion of global energy consumption. Therefore, a
detailed investigation towards a more effective energy performance of buildings is needed …

Machine learning for smart building applications: Review and taxonomy

D Djenouri, R Laidi, Y Djenouri… - ACM Computing Surveys …, 2019 - dl.acm.org
The use of machine learning (ML) in smart building applications is reviewed in this article.
We split existing solutions into two main classes: occupant-centric versus energy/devices …

Design automation of cyber-physical systems: Challenges, advances, and opportunities

SA Seshia, S Hu, W Li, Q Zhu - IEEE Transactions on Computer …, 2016 - ieeexplore.ieee.org
A cyber-physical system (CPS) is an integration of computation with physical processes
whose behavior is defined by both computational and physical parts of the system. In this …

Optimising sampling rates for accelerometer-based human activity recognition

A Khan, N Hammerla, S Mellor, T Plötz - Pattern Recognition Letters, 2016 - Elsevier
Real-world deployments of accelerometer-based human activity recognition systems need
to be carefully configured regarding the sampling rate used for measuring acceleration …

HealthyOffice: Mood recognition at work using smartphones and wearable sensors

A Zenonos, A Khan, G Kalogridis… - 2016 IEEE …, 2016 - ieeexplore.ieee.org
Stress, anxiety and depression in the workplace are detrimental to human health and
productivity with significant financial implications. Recent research in this area has focused …

Predicting room occupancy with a single passive infrared (PIR) sensor through behavior extraction

YP Raykov, E Ozer, G Dasika, A Boukouvalas… - Proceedings of the …, 2016 - dl.acm.org
Passive infrared sensors have widespread use in many applications, including motion
detectors for alarms, lighting systems and hand dryers. Combinations of multiple PIR …

Leveraging existing occupancy-related data for optimal control of commercial office buildings: A review

W Shen, G Newsham, B Gunay - Advanced Engineering Informatics, 2017 - Elsevier
A primary strategy for the energy-efficient operation of commercial office buildings is to
deliver building services, including lighting, heating, ventilating, and air conditioning …

Occupancy sensing in buildings: A review of data analytics approaches

H Saha, AR Florita, GP Henze, S Sarkar - Energy and Buildings, 2019 - Elsevier
A review of the literature pertaining to building occupancy detection, counting, and tracking–
three areas under the umbrella of building occupancy estimation–is presented with a focus …

Multiple electric energy consumption forecasting using a cluster-based strategy for transfer learning in smart building

T Le, MT Vo, T Kieu, E Hwang, S Rho, SW Baik - Sensors, 2020 - mdpi.com
Electric energy consumption forecasting is an interesting, challenging, and important issue
in energy management and equipment efficiency improvement. Existing approaches are …

Sensing within smart buildings: A survey

W Alsafery, O Rana, C Perera - ACM Computing Surveys, 2023 - dl.acm.org
Increasingly, buildings are being fitted with sensors for the needs of different sectors, such
as education, industry and business. Using Internet of Things devices combined with …