Occupancy monitoring using environmental & context sensors and a hierarchical analysis framework
العنوان: | Occupancy monitoring using environmental & context sensors and a hierarchical analysis framework |
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المؤلفون: | Dan Jackson, Sebastian Mellor, Jon Hand, Patrick Olivier, Thomas Plötz, James Nicholson, Joseph Andrew Clarke, Aftab Khan, Karim Ladha, Cassim Ladha |
المصدر: | BuildSys@SenSys Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings-BuildSys '14 |
بيانات النشر: | ACM, 2014. |
سنة النشر: | 2014 |
مصطلحات موضوعية: | Engineering, Occupancy, Operations research, K200, business.industry, Real-time computing, Context (language use), Electric light, HVAC, Granularity, business, Building management, Wireless sensor network, Energy (signal processing) |
الوصف: | Saving energy in residential and commercial buildings is of great interest due to diminishing resources. Heating ventilation and air conditioning systems, and electric lighting are responsible for a significant share of energy usage, which makes it desirable to optimise their operations while maintaining user comfort. Such optimisation requires accurate occupancy estimations. In contrast to current, often invasive or unreliable methods we present an approach for accurate occupancy estimation using a wireless sensor network (WSN) that only collects non-sensitive data and a novel, hierarchical analysis method. We integrate potentially uncertain contextual information to produce occupancy estimates at different levels of granularity and provide confidence measures for effective building management. We evaluate our framework in real-world deployments and demonstrate its effectiveness and accuracy for occupancy monitoring in both low- and high-traffic area scenarios. Furthermore, we show how the system is used for analysing historical data and identify effective room misuse and thus a potential for energy saving. |
وصف الملف: | application/pdf |
URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::532f549dfd0203a898730080ca63119d https://doi.org/10.1145/2674061.2674080 |
حقوق: | OPEN |
رقم الأكسشن: | edsair.doi.dedup.....532f549dfd0203a898730080ca63119d |
قاعدة البيانات: | OpenAIRE |
الوصف غير متاح. |