Incoming data prediction in smart home environment with HMM-based machine learning

2016 ◽  
Author(s):  
K. Zaouali ◽  
M. L. Ammari ◽  
R. Bouallegue ◽  
I. Sahloul ◽  
A. Chouaieb
Keyword(s):  
Machine Learning ◽  
Home Environment ◽  
Smart Home ◽  
Data Prediction ◽  
Smart Home Environment

Machine Learning Based Adaptive Context-Aware System for Smart Home Environment

2015 ◽  
Vol 9 (11) ◽  
pp. 55-62 ◽  
Author(s):  
M. Humayun Kabir ◽  
M. Robiul Hoque ◽  
Hyungyu Seo ◽  
Sung-Hyun Yang
Keyword(s):  
Machine Learning ◽  
Home Environment ◽  
Smart Home ◽  
Context Aware ◽  
Smart Home Environment ◽  
Context Aware System

Acoustic Presence Detection in a Smart Home Environment

2021 ◽  
pp. 138-153
Author(s):  
Andrej Zgank ◽  
Damjan Vlaj
Keyword(s):  
Machine Learning ◽  
Feature Extraction ◽  
Home Environment ◽  
Smart Home ◽  
Audio Signal ◽  
Digital Signal ◽  
Detection Task ◽  
Additional Information ◽  
Smart Home Environment ◽  
Voice Activity

The chapter presents acoustic presence detection, which can be applied to support the smart home system with information about the presence of humans in the environment. The acoustic presence detection is based on digital signal processing and machine learning methods, with the objective to classify the captured audio signal into the corresponding class. An analysis of different audio capturing devices for a smart home environment from the perspective of acoustic presence detection will be carried out. The presence detection task consists of voice activity detection, feature extraction, and classification. The extension of acoustic presence detection with additional information about the user's characteristics is proposed. This information can be used to optimize the smart home human-computer interface with personalization and customization functionalities.

IntelliHome: An internet of things‐based system for electrical energy saving in smart home environment

2019 ◽  
Vol 36 (1) ◽  
pp. 203-224 ◽  
Author(s):  
Mario A. Paredes‐Valverde ◽  
Giner Alor‐Hernández ◽  
Jorge L. García‐Alcaráz ◽  
María del Pilar Salas‐Zárate ◽  
Luis O. Colombo‐Mendoza ◽  
...  
Keyword(s):  
Internet Of Things ◽  
Energy Saving ◽  
Home Environment ◽  
Smart Home ◽  
Electrical Energy ◽  
Smart Home Environment
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