context modeling and reasoning framework for cara pervasive healthcare
DESCRIPTION
Context Modeling and Reasoning Framework for CARA Pervasive Healthcare. Bingchuan Yuan, John Herbert University College Cork, Ireland. Introduction. System Evaluation. 1. 5. System Overview. 2. Reasoning Engine. 3. Case Study. Demo Video. 4. 6. Contents. Population > 65. - PowerPoint PPT PresentationTRANSCRIPT
Context Modeling and Reasoning Framework for CARA Pervasive Healthcare
Bingchuan Yuan, John HerbertUniversity College Cork, Ireland
Contents
Introduction1
System Overview2
Reasoning Engine3
Case Study4
System Evaluation5
Demo Video6
2
Introduction
Healthcare Vs Aging SocietyThe healthcare system has become a national challenge with increasing growing aging population.
Population > 65 Healthcare Cost
3
Pervasive Healthcare
Traditional clinical setting Home-centered settingWireless sensor networks & Web technologies
Introduction
WSN
Internet
4
Related Work
CodeBlue – Wireless Sensors for Medical Care PlaceLab – Living Labs to Study Context-aware computing
SAPHE – Smart and Aware Pervasive Healthcare Environment
Introduction
5
System Overview
CARA for Pervasive HealthcareCARA (Context-Aware Real-time Assistant)Real-time Intelligent At-home healthcare
Rich Internet ApplicationUniversal accessReal-time user interactionAdobe Flash
6
System Overview
CARA Components
7
WSN (Wireless Sensor Network)
Data Review System
Remote Monitoring System
Healthcare Reasoning System
System Architecture
System Overview
Home Gateway
8
Reasoning Engine
Overview Flow Chart
9
Reasoning Engine
Context Modeling
- Person entity Identify the person, his profile and his movement.- Physiology entity Identify vital signs of a person.- Area entity Identify rooms and area in the environment.- Object entityIdentify objects the person can interact with.
10
Reasoning Engine
11
Fuzzy Set Examples
Reasoning Engine
12
Fuzzy Relations
Reasoning Engine
13
Fuzzy Relations
Reasoning Engine
Medical History
Activity Events
Medical Condition
Decision
Personal EntitiesAmbient Entities
Object Entities Physiology Entities
14
Rules Example
Reasoning Engine
15
Rules Setting
Reasoning Engine
16
Case Study
1
Real-time Remote Monitoring Under
Supervision
2
Real-time Remote At-home
Monitoring
3
Remote Pervasive Healthcare & Data
Review
17
Real-time Remote Monitoring Under Supervision Scenario
Case Study
Web
18
Real-time Remote At-home Monitoring Scenario
Case Study
Web
19
Case Study
Remote Pervasive Healthcare & Data Review Scenario
Sensor Data Review Video ReplayWeb
20
Snapshot
System Evaluation
21
System Evaluation
Use Case Testing
(a) Scale of situation prediction (b) confidence of situation prediction
22
System Evaluation
Performance
Different amounts of fuzzy rules with several data sets input are applied
23
Demo Video
24
Demo Video
University College Cork