Machine Learning, Big Data, And Smart Buildings: A Comprehensive Survey
Qolomany, Basheer, Al-Fuqaha, Ala, Gupta, Ajay, Benhaddou, Driss, Alwajidi, Safaa, Qadir, Junaid, Fong, Alvis C.
Future buildings will offer new convenience, comfort, and efficiency possibilities to their residents. Changes will occur to the way people live as technology involves into people's lives and information processing is fully integrated into their daily living activities and objects. The future expectation of smart buildings includes making the residents' experience as easy and comfortable as possible. The massive streaming data generated and captured by smart building appliances and devices contains valuable information that needs to be mined to facilitate timely actions and better decision making. Machine learning and big data analytics will undoubtedly play a critical role to enable the delivery of such smart services. In this paper, we survey the area of smart building with a special focus on the role of techniques from machine learning and big data analytics. This survey also reviews the current trends and challenges faced in the development of smart building services.
Apr-1-2019
- Country:
- Asia > Middle East
- Iraq (0.92)
- Europe > United Kingdom (0.92)
- North America
- Canada (0.92)
- United States > Texas
- Harris County > Houston (0.27)
- Oceania (1.00)
- Asia > Middle East
- Genre:
- Overview (1.00)
- Research Report > New Finding (0.45)
- Industry:
- Technology:
- Information Technology
- Artificial Intelligence
- Machine Learning
- Learning Graphical Models
- Directed Networks > Bayesian Learning (1.00)
- Undirected Networks > Markov Models (1.00)
- Neural Networks > Deep Learning (1.00)
- Performance Analysis > Accuracy (0.92)
- Statistical Learning
- Clustering (1.00)
- Regression (0.67)
- Learning Graphical Models
- Representation & Reasoning > Uncertainty
- Bayesian Inference (1.00)
- Machine Learning
- Data Science > Data Mining
- Big Data (1.00)
- Internet of Things (1.00)
- Artificial Intelligence
- Information Technology