Estimating Occupancy from Measurements and Knowledge Using the Bayesian Network for Energy Management

المؤلفون المشاركون

Amayri, Manar
Ploix, Stephane
Kazmi, Hussain
Ngo, Quoc-Dung
Safadi, E. L. Abed E. L.

المصدر

Journal of Sensors

العدد

المجلد 2019، العدد 2019 (31 ديسمبر/كانون الأول 2019)، ص ص. 1-12، 12ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2019-04-10

دولة النشر

مصر

عدد الصفحات

12

التخصصات الرئيسية

هندسة مدنية

الملخص EN

A general approach is proposed to determine occupant behavior (occupancy and activity) in offices and residential buildings in order to use these estimates for improved energy management.

Occupant behavior is modelled with a Bayesian network in an unsupervised manner.

This algorithm makes use of domain knowledge gathered via questionnaires and recorded sensor data for motion detection, power, and hot water consumption as well as indoor CO2 concentration.

Different case studies have been investigated with diversity according to their context (available sensors, occupancy or activity feedback, complexity of the environment, etc.).

Furthermore, experiments integrating occupancy estimation and hot water production control show that energy efficiency can be increased by roughly 5% over known optimal control techniques and more than 25% over rule-based control while maintaining the same occupant comfort.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Amayri, Manar& Ploix, Stephane& Kazmi, Hussain& Ngo, Quoc-Dung& Safadi, E. L. Abed E. L.. 2019. Estimating Occupancy from Measurements and Knowledge Using the Bayesian Network for Energy Management. Journal of Sensors،Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1191485

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Amayri, Manar…[et al.]. Estimating Occupancy from Measurements and Knowledge Using the Bayesian Network for Energy Management. Journal of Sensors No. 2019 (2019), pp.1-12.
https://search.emarefa.net/detail/BIM-1191485

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Amayri, Manar& Ploix, Stephane& Kazmi, Hussain& Ngo, Quoc-Dung& Safadi, E. L. Abed E. L.. Estimating Occupancy from Measurements and Knowledge Using the Bayesian Network for Energy Management. Journal of Sensors. 2019. Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1191485

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1191485