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Cloud Service for Elderly Care. Subject 4 Daily Activity Recognition for Elderly Care. 傅立成 教授 郭 斯 彥 教授. Outline. Introduction Technical Components Scenario. 2. Objectives. Three goals of cloud-based platform Integrate various resources of elderly care.

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Cloud Service for Elderly Care

Subject 4

Daily Activity Recognition for Elderly Care

傅立成 教授 郭斯彥 教授

outline
Outline
  • Introduction
  • Technical Components
  • Scenario

2

objectives
Objectives
  • Three goals of cloud-based platform
    • Integrate various resources of elderly care.
    • Provide necessary care services and information to elders, care-givers and researchers.
    • Provide extensible service provision interface to extend our service

3

technical components

Inference Engine

Improvement

ADL Data Mining

Platform

Cloud Services

Healthcare Platform

Cloud Database

Service Expansion

Demo

Technical Components

(5)Healthcare Platform Service

(4)ADL Data Mining Platform

(3)Inference Engine Improvement

(2)Cloud Middleware

Cloud Middleware(Live E!、API)

Activity Recognition

Weather

(1)Data Collection

4

data collection 1 5
Data Collection (1/5)
  • WSN
    • Indoor Temperature, Humidity
    • Outdoor Temperature, Humidity, Rainfall
    • Heartbeat, Systolic, Diastolic
  • User Feedback
    • Excretion frequency
    • Quality of sleep
    • Pain index
  • Activities of Daily Living
  • Read
  • Watch TV
  • Prepare Food
  • Drink
  • Go out & Go home
  • Sleep
  • Clean

5

cloud middleware 2 5

Live E! Data

Transfer Platform

or sensor data

Cloud Database

Cloud Middleware(2/5)
  • Live E! protocol
  • Developed by The University of Tokyo
  • IEEE 1888
  • API for cloud data center
  • Design a highly reliable middleware to access cloud databases.
  • The high flexibility feature of cloud facilitates dynamic adjustment of servicesand the receiving of useful information.

Cloud Middleware

6

inference engine adjustment 3 5

Active Recognition

Adjustment

ADL Database

(HBase)

Home Service

Inference Engine Adjustment(3/5)
  • Use self-developed cloud MREM algorithm to adapt home-side activity recognition model to context change dynamically.

Cloud Collaborative Mode Mining Service

Model Update

Cloud Model

Update Service

Activities Data

MREM: MapReduce-Assisted EM

8

adl data mining platform 4 5
ADL Data Mining Platform(4/5)
  • Objectives
    • Mine useful caring knowledge from collected data
    • Serve as a readily accessible web service.
  • Possible combining applications
    • Chronic diseases alerting system
    • Other possibilities.
  • Properties:
    • Large-scale MapReduce enabled data mining.
    • Directly connection with the healthcare platform
      • Mining result may directly return to the healthcare platform.
    • Automatic medical advices generation.

Other

Cloud Database

Data Mining Platform

Households

Cloud Middleware

Other Information

healthcare platform service 5 5

Attention XML

FaceBook

Elderly Information

Caring Record

Healthcare Platform Service(5/5)
  • Provide current information
    • body measurement, activity of daily living (ADL), and doctor prescription
    • To elderly and their families, and medical institutes.
  • Support Caring record for medical staff to better understand elderly people from long-term health status.
  • Explore potential applicative possibility through caring records analysis
    • Data mining related applications
  • Enhance social involvement of elderly people through Facebook application
    • Automatic sentence analysis and generation

10