Adaptive Control in Smart Home Environments PowerPoint Presentation, PPT - DocSlides

Adaptive Control in Smart Home Environments PowerPoint Presentation, PPT - DocSlides

2018-11-14 17K 17 0 0

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I. Introduction. Zelin Wang, Dr Safak Dogan, Prof Ahmet . Kondoz. , . Dr . Milosh . Stolikj, Prof . Dmitri . Jarnikov. . Institute for Digital Technologies, Loughborough University London, UK. Z.Wang2@lboro.ac.uk. ID: 729277

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Slide1

Adaptive Control in Smart Home Environments

I. Introduction

Zelin Wang, Dr Safak Dogan, Prof Ahmet

Kondoz

, Dr Milosh Stolikj, Prof Dmitri Jarnikov

Institute for Digital Technologies, Loughborough University London, UKZ.Wang2@lboro.ac.uk

System adaptive control is therefore important in

associating services and devices with users, acting as the brain of a smart home

to understand its users and provide supervised services.

System Architecture

Activity Recognition Tests

ARAS Dataset is used to compare performance of commonly used classification methods in stage 1.

Ontology Design

An ontology with detailed components in smart home is proposed for establishing relations among user, services and devices in stage 2.

A smart home refers to an indoor living environment, where different kinds of devices can interconnect together and interface with each other accordingly, making the lives of inhabitants more comfortable.

Association

via terms and concepts in proposed ontology for Stage 2

.Use of multimedia datasets to build up testing environments for reinforcement learning for Stage 3.

II. Motivation and Objective

III. Methodologies

IV. Progress

Research

objective here is to develop a framework of home adaptive control where: Analysing information collected on home devices about user activities and environment condition.Predicting user’s needs and adjusting settings of home environments in advance.

Stage 1: Activity RecognitionStage 2: Semantic Interoperability Stage 3: Machine Learning

V. Future Works

The work presented in this

poster

was carried out as part of CLOUDSCREENS, a Marie Curie

Initial Training

Networks action funded by the European Commission’s 7th Framework Program

under the

Grant Number 608028


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