以數據驅動雲平台架構 推動智慧醫療 AI 創新
楊瑞祥 博士 研華科技 Sep. 18, 2019
Service Field
Industry 4.0, Industry IoT, Embedded Computing,
Smart City (Medical, Retail, Logistics) Serve Worldwide IoT Solution Integrators Market Cap
about USD$6 Billion (Jun. 2019) Revenue
USD$1.6 Billion (2018) Mission
Enabling an Intelligent Planet
Worldwide Presence
America
550pp
Europe
540pp
N. Asia & SAP
500pp
China
3,100pp
Taiwan
3,400pp
14 Repair Centers
27 Countries 3 Manufacturing Sites
4 Logistics Centers
Year Rank Brand Value (USD M)
2003 11 N/A
2004 10 195
2005 11 N/A
2006 12 N/A
2007 13 232
2008 10 299
2009 12 204
2010 12 197
2011 10 241
2012 11 260
2013 12 260
2014 10 323
2015 7 386
2016 6 436
2017 6 484
2018 5 500
Hospital Digital Transformation Market Trend
Hygiene Management
Pharmacy Automation
Patient Flow Solutions
Secure Communications
Mobile Asset
Tracking Smart Rooms
$2 B $3 B $1 B $0.5 B $4 B $1 B
2025
Advantech iHealthcare Solution Direction
Hospital Command Center
Hospital IT Infrastructure
Business Intelligence Hospital Monitoring Hospital Management
• Financial KPI & Analysis
• Patient Status & Analysis
• Hospital Quality KPI
• Safety & Security Management
• Patient Occupancy Notification
• Indoor AIR Quality Monitoring
• Equipment Management
HIS/PACS/EMR Data Source ER Workload Ratio
ICU Alarm Analysis Patient Flow Logistics
• Bed Allocation/assignment
• Exam/ Surgical throughput
• Discharge planning Hospital Efficiency
• Inpatient occupancy
• Inpatient turnaround time
• Equipment turnover cycle Quality Measurement
• Care Activity
• Clinical pathways
• Urgent readmissions
• Outpatient
• Ward
• Emergency Room
• ICU Room
Mortality Rate In-Patient Days Infection Rate
ICU OR ER
Dynamic, critical, no room for error, lack visibility
Enabling Data Driven Hospital Command Center
Solution Operation Data Device Information Video & Environment Hospital IT Infrastructure
Business Intelligence Hospital Monitoring Hospital Management
• Financial KPI & Analysis
• Patient Status & Analysis
• Hospital Quality KPI
• Safety & Security Management
• Patient Occupancy Notification
• Indoor AIR Quality Monitoring
• Equipment Management
iOutpatient iWard Hospital IT Devices Intelligent Camera Sensors HIS/PACS/EMR Data Source
IHCC Domain Microservice
ER Workload Ratio ICU Alarm Analysis Patient Flow Logistics
• Bed Allocation/assignment
• Exam/ Surgical throughput
• Discharge planning Hospital Efficiency
• Inpatient occupancy
• Inpatient turnaround time
• Equipment turnover cycle Quality Measurement
• Care Activity
• Clinical pathways
• Urgent readmissions
• iOutpatient
• iWard
• Emergency Room
• ICU Room
Edge Intelligence
Edge Industrial APP
WISE-PaaS Data Platform Industrial APP
Edge.SRP
WISE-PaaS/ VideoSense
WISE-PaaS/ SignageCMS WISE-PaaS/ EPaperCMS iHospital Service Pack iHospital RTLS Service
Interactive KIOSK
Intelligent Patient Room
Hospital RTLS Medication
Dispensing Queuing &
Self Check-in
ePaper Management
Hospital IT Management System
HIS & NIS EMR LIS & RIS PACS
Data & Service Integration & Transformation (WISE-PaaS Connected) iHospital Command Center AI Prediction
BI Dashboard Central Management Division Operation Financial Patient Flow Patient Care
v.20190722
iHospital Link
Intelligent Ward
iOutpatient Service Hospital Management
Intelligent Nursing Station
Cloud Native Data Platform for iHospital AI Driven Innovations
Information (KPI) Insight Prediction-based Actions
AI-based patient status score
Threshold and AI-based (trend and pattern recognition)
ICU Dashboards with AI Assistant
AI Innovations in Neurology with WISE-PaaS
CZ
PZ
PZ
FZ
Fp2
PZ
Processed EEG and physiological data Prediction
Dashboard and AFS to train AI-based EEG prediction engine
Inference engine deployment
WISE-PaaS Data Platform
NCKU Data Platform for Advancement of AI in Medicine
Hospital IT Servers HIS
ETL Server
DAQ1 ~ DAQn
NIS Edge Computing
Inference Engine Other Input Physiological
Data
Prediction Input Data Processed Data Phase 3
Hospital IT Phase 1
PACS BI Relevant data for AI Asset Performance Management
• Device Profile
• Threshold for Alarm &
Notification AI Framework Service
• Algorithm computation
• Inference Engine Life-Cycle Management
Visualization
• Drag & Drop Customization
• AI-Enabled for Actionable Insight Phase 4
LDAP Server
Bedside Infotainment Portable Devices
Nursing Cellphone Alarm
External Systems Phase 5
DAQ1 ~ DAQn
Index Data System Data
Phase 2
RIS / LIS
Cloud Native Data Platform for iHospital AI Driven Innovations
Advantech Private Cloud – WISE-STACK
Rack-scale, Pre-integrated, Turnkey Solution
Elastic Scalability & High Availability
Simplified Data Endpoints and Edge Cluster Management for Cost Optimization
Fast Edge-to-Cloud Integration to
Enable AI Solution Development
WISE-PaaS 4.0 Architecture with Microservices & I.APP
Visualization Services AI Framework Service (AFS)
• Code IDE
• Hyper Parameter
• Feature Extraction
• Data Pre-Processing Asset Performance Management (APM)
• Asset Models
• Asset Evaluation
• Workflow Integration
• Alarm/Trigger
• OTA
• Auth. Mgmt.
• Model Management
• Inference Engine Deploy
• Compute Resource Mgmt.
WISE-STACK
Commercial Services• Subscription & License
• Single Sign-On
• Consumption Mgmt.
• Metering & Billing
Monitoring Services
• Health Check
• Log & Metrics
• Alarm & Notification
• Auto Scaling
• Private Domain
• Code Pipeline
Operation Services DB Storage & IoT Hub Services
• API Gateway
• Service Discovery
• Breaker
• Rate-Limiting
• Load Balancing
• Dynamic Expansion
• Multi Languages Support
Public Clouds:
Multi-Tenancy High
Availability Micro Services
Management Resource
Management Elastic Scaling
…
Private Clouds:IaaS Management
Edge Connectivity Services Microservices Framework
DevSecOPs Cross Clouds/
Regions Deployment
OCF Alibaba ACK
End to End Security: SSL/TLS EnSaaS Listing Service
Industrial APP (I.APP)
&
Microservices
v.20190704.2
Energy &
Environment
Machine to Intelligence
iFactory/
Industry 4.0 Smart City iHealthcare iRetail iLogistics
Domain SRP
• Multiple Data Sources
• 2D & 3D Rendering
OMA LwM2M
Amazon EKS Azure AKS
WISE-PaaS 4.0 Architecture with Microservices & I.APP
Visualization Services AI Framework Service (AFS)
• Code IDE
• Hyper Parameter
• Feature Extraction
• Data Pre-Processing Asset Performance Management (APM)
• Asset Models
• Asset Evaluation
• Workflow Integration
• Alarm/Trigger
• OTA
• Auth. Mgmt.
• Model Management
• Inference Engine Deploy
• Compute Resource Mgmt.
WISE-STACK
Commercial Services• Subscription & License
• Single Sign-On
• Consumption Mgmt.
• Metering & Billing
Monitoring Services
• Health Check
• Log & Metrics
• Alarm & Notification
• Auto Scaling
• Private Domain
• Code Pipeline
Operation Services DB Storage & IoT Hub Services
• API Gateway
• Service Discovery
• Breaker
• Rate-Limiting
• Load Balancing
• Dynamic Expansion
• Multi Languages Support
Public Clouds:
Multi-Tenancy High
Availability Micro Services
Management Resource
Management Elastic Scaling
…
Private Clouds:IaaS Management
Edge Connectivity Services Microservices Framework
DevSecOPs Cross Clouds/
Regions Deployment
OCF Alibaba ACK
End to End Security: SSL/TLS EnSaaS Listing Service
Industrial APP (I.APP)
&
Microservices
v.20190704.2
Energy &
Environment
Machine to Intelligence
iFactory/
Industry 4.0 Smart City iHealthcare iRetail iLogistics
Domain SRP
• Multiple Data Sources
• 2D & 3D Rendering
OMA LwM2M
Amazon EKS Azure AKS
Edge data acquisition and device management Microservice
Management
Platform operation and management Data pipeline and storage Visualization Tool Device management AI development and operation
tool
Data Platform for Various Medical Datatypes
Intuitive ways to store and use data
WISE-PaaS/Dashboard For Fast Visualization Iterations
Support more than 50 visualization plugins
IOT Hub
SCADA- SimpleJson Data Source RMM-
SimpleJson Data Source
…
Support more than 49 data source plugins
Seamless integration from
Edge to Cloud
Management Dashboards for Distributed & Mobile Assets
AI Solution for Real-Time Physiological Monitoring
Aside from images, the medical field has abundant of time series data perfect for AI
modelling to provide assistance on pattern recognition and prediction. There is already
tremendous progress with ECG on pattern recognition. Similar waveform with high
potential for medical advancement include EEG, EOG, EMG, respiration, and body
temperature distribution.
Rule Engine Event Configuration Alarm Configuration
Asset Model Monitor Module Measurement Module
Task Training Task Model Deployment
Quality Monitoring Key Factor Monitoring
Email / Restful API Catalog
Predictive Quality Analytics Solution
Inference Engine Model Bard
Learning Visualization Model Management
OTA
WISE-PaaS/Notification
EIS EIS-D150
AFS Inference Engine
1 2
4 3
5
Physiological Parameters Monitoring and Prediction
Data collection
Use pre-built ML algorithms to calculate prediction models. Configure asset data tag and notification condition through APM
Deploy inference model to edge computer
Display insight and send notification according to rules defined in asset model
Send prediction result
back to be displayed
according to asset model
Managing Data Collection from Medical Assets Effectively
Event & Action Configuration
Rule Engine: Flexible rule base event & actions configuration.
Event Rules Configuration
Config multiple events based on Profile. EX: High- Low event for simple threshold, Comparison for complex rules, Alarm Code for machine error code setting, script for flexible configuration by simple scripting.
Actions Rules Configuration Config Actions based on each event rules. EX: Log setting or E-mail / Line / Wechat push notification.
Also provide Script for flexible configuration by
simple scripting.
WISE-PaaS/AFS - AI Framework Services
Edge Intelligence
Operating System: Container Runtime :
WISE-PaaS/AFS Inference Engine Inference Engine
Input & Output Plugin
Data Pre-Process & Trained Model Plugin Cloud Inference and Edge Inference
Model Deployment OTA Model & File Update
Development Tools Plugin Template
Restful API Model Compression
Industrial APP (I.APP)
&
Microservices
WISE-PaaS/AFS Training and Model Management
Unified Platform for AI Models Training, Deployment and Life Cycle Management.
Resource Schedule
& Cluster Management
GPU
Training Data Source
Workspace Notebook (on line)
Upload Code (off line)
Catalog Pre-build Algorithm
Data Preprocess Feature Extraction Neural Network
Deep Learning Cluster & Classifier
3
rdParty Algorithm
Marketplace Integration
Task & Trigger
Re-Training Model Deployment Model Update Rule Hyperparameter Tuning
Model Board Model Repository Model Performance
SDK Model Management
Data Source Smart
Retail
• Face Recognition
• & Passenger Flow Calculation
Smart Machine
• PHM
• Motor PMS
• Predictive Cutting Edge Broken
Smart Factory
• AOI
• Process Quality Analysis
• Inventory Forecast
Public Clouds: … Private Clouds: WISE-STACK Hybrid Clouds: GPU Server
v.20190706
WISE-PaaS Information Security Solutions
Edge Intelligence
Edge Industrial APP
WISE-PaaS Data Platform Industrial APP
Edge.SRP
WISE-PaaS/ VideoSense
WISE-PaaS/ SignageCMS WISE-PaaS/ EPaperCMS iHospital Service Pack iHospital RTLS Service
Interactive KIOSK
Intelligent Patient Room
Hospital RTLS Medication
Dispensing Queuing &
Self Check-in
ePaper Management
Hospital IT Management System
HIS & NIS EMR LIS & RIS PACS
Data & Service Integration & Transformation (WISE-PaaS Connected) iHospital Command Center AI Prediction
BI Dashboard Central Management Division Operation Financial Patient Flow Patient Care
v.20190722
iHospital Link
Intelligent Ward
iOutpatient Service Hospital Management
Intelligent Nursing Station
