Critical review and research roadmap of office building energy management based on occupancy monitoring
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 …
detailed investigation towards a more effective energy performance of buildings is needed …
Machine learning for smart building applications: Review and taxonomy
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 …
We split existing solutions into two main classes: occupant-centric versus energy/devices …
Design automation of cyber-physical systems: Challenges, advances, and opportunities
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 …
whose behavior is defined by both computational and physical parts of the system. In this …
Optimising sampling rates for accelerometer-based human activity recognition
Real-world deployments of accelerometer-based human activity recognition systems need
to be carefully configured regarding the sampling rate used for measuring acceleration …
to be carefully configured regarding the sampling rate used for measuring acceleration …
HealthyOffice: Mood recognition at work using smartphones and wearable sensors
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 …
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
Passive infrared sensors have widespread use in many applications, including motion
detectors for alarms, lighting systems and hand dryers. Combinations of multiple PIR …
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
A primary strategy for the energy-efficient operation of commercial office buildings is to
deliver building services, including lighting, heating, ventilating, and air conditioning …
deliver building services, including lighting, heating, ventilating, and air conditioning …
Occupancy sensing in buildings: A review of data analytics approaches
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 …
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
Electric energy consumption forecasting is an interesting, challenging, and important issue
in energy management and equipment efficiency improvement. Existing approaches are …
in energy management and equipment efficiency improvement. Existing approaches are …
Sensing within smart buildings: A survey
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 …
as education, industry and business. Using Internet of Things devices combined with …