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Towards Energy Smart Homes [electronic resource] : Algorithms, Technologies, and Applications / edited by Stephane Ploix, Manar Amayri, Nizar Bouguila.

Contributor(s): Ploix, Stephane [editor.] | Amayri, Manar [editor.] | Bouguila, Nizar [editor.] | SpringerLink (Online service).
Material type: materialTypeLabelBookPublisher: Cham : Springer International Publishing : Imprint: Springer, 2021Edition: 1st ed. 2021.Description: XVI, 620 p. 331 illus., 292 illus. in color. online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9783030764777.Subject(s): Telecommunication | Cooperating objects (Computer systems) | Application software | Electronics | User interfaces (Computer systems) | Human-computer interaction | Signal processing | Communications Engineering, Networks | Cyber-Physical Systems | Computer and Information Systems Applications | Electronics and Microelectronics, Instrumentation | User Interfaces and Human Computer Interaction | Digital and Analog Signal ProcessingAdditional physical formats: Printed edition:: No title; Printed edition:: No title; Printed edition:: No titleDDC classification: 621.382 Online resources: Click here to access online
Contents:
Introduction -- Smart grids, districts and energy smart homes -- Urban modeling and analytics in a smart context -- What kind of technologies for Smart-Homes -- Services for energy smart home -- Modeling and calibration for energy management in smart-places -- Machine Learning: a fundamental tool for smart-places -- Estimate building system state -- Disaggregate loads to analyze human behavior predicting energy demand -- Determine the best actions -- Generate explanation -- Human machine interface (HMI) -- Diagnose appliance and sensor faults but also misbehavior -- Tools for Energy Management system -- Conclusion.
In: Springer Nature eBookSummary: This book exemplifies how smart buildings have a crucial role to play for the future of energy. The book investigates what already exists in regards to technologies, approaches and solutions both with a scientific and technological point of view. The authors cover solutions for mirroring and tracing human activities, optimal strategies to configure home settings, and generating explanations and persuasive dashboards to get occupants better committed in their home energy managements. Solutions are adapted from the fields of Internet of Things, physical modeling, optimization, machine learning and applied artificial intelligence. Practical applications are given throughout: -Presents both theory and application on economic and social perspective of energy smart-homes; -Covers topics from smart grids and urban energetics to smart meters and Internet of Things; -Written by researchers from various communities including economy, building physics, control, artificial intelligence and informatics.
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Introduction -- Smart grids, districts and energy smart homes -- Urban modeling and analytics in a smart context -- What kind of technologies for Smart-Homes -- Services for energy smart home -- Modeling and calibration for energy management in smart-places -- Machine Learning: a fundamental tool for smart-places -- Estimate building system state -- Disaggregate loads to analyze human behavior predicting energy demand -- Determine the best actions -- Generate explanation -- Human machine interface (HMI) -- Diagnose appliance and sensor faults but also misbehavior -- Tools for Energy Management system -- Conclusion.

This book exemplifies how smart buildings have a crucial role to play for the future of energy. The book investigates what already exists in regards to technologies, approaches and solutions both with a scientific and technological point of view. The authors cover solutions for mirroring and tracing human activities, optimal strategies to configure home settings, and generating explanations and persuasive dashboards to get occupants better committed in their home energy managements. Solutions are adapted from the fields of Internet of Things, physical modeling, optimization, machine learning and applied artificial intelligence. Practical applications are given throughout: -Presents both theory and application on economic and social perspective of energy smart-homes; -Covers topics from smart grids and urban energetics to smart meters and Internet of Things; -Written by researchers from various communities including economy, building physics, control, artificial intelligence and informatics.

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