Planning for IoT Edge Analytics 物聯網架構下的先進分析 · Dell Software | Advanced...
Transcript of Planning for IoT Edge Analytics 物聯網架構下的先進分析 · Dell Software | Advanced...
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洪哲裕 / Cheyu HUNG
Dell Software | Advanced Analytics, Statistica Solution, GC & SAK
Planning for IoT Edge Analytics物聯網架構下的先進分析
Why are Analytics essential to IoT? [為什麼物聯網,不能沒有分析?]
"Data is inherently dumb, it doesn't actually do anything unless you know how to use it and how to
act on it, because algorithms are where the real value lies; algorithms define action,”
November 2015 –Gartner Symposium 2015 in Barcelona, Peter Sondergaard, senior vice president and head of research at the analyst househttp://www.v3.co.uk/v3-uk/news/2433966/algorithms-key-for-turning-dumb-data-into-real-business-benefits
Dell Global Technology Adoption Index
14% growthMost effective at leveraging data
8% growthLeast effective at leveraging data
Dell Global Technology Adoption Index
61% have data that can be analyzed
Only 24%understand how to extract value from that data and are pursuing it
IT/business alignment• Define objectives
• Set KPIs
• Assess environment
• Anticipate needs
Business becomes
data-driven
Transform the business• Connect the intelligence
• Build analytics capabilities
• Deliver agile, secure BI
Drive operational efficiency• Adapt to changing needs
• Optimize performance
• Lower costs
The big data journey: start with the end in mind
Industrial Automation and Manufacturing
.
Building Automation,
Energy, Utilities
HealthcareLife Sciences
TransportLogistics Retail
Cost Savings via Automation
43%
Opportunity for Innovation
48%
ProcessImprovements
50%
Process Improvements
38%
Opportunity for Innovation
40%
Cost Savings via Automation
52%
Cost Savings via Automation
35%
Opportunity for Innovation
38%
Demand From End Users
40%
Need Competitive Advantage
33%
Need for Faster Decision Making
41%
Opportunity for Innovation
43%
Process Improvements
42%
Cost Savings via Automation
46%
Opportunity for Innovation
57%
The impact of analytics on IoT[分析對物聯網帶來的影響]
What is predictive analytics?
Data
Demographic
Social
Behavioral
Financial
Da
ta B
len
din
g
Machine Learning & Data Mining
Machine learning
crunches data to build a
predictive model
Pre
dic
tive
Mo
de
l De
plo
ye
d
Predictive Model
Pre
dic
tive
Sc
ore
Ge
ne
rate
dThe
predictive model acts on unseen”
data
Buy or Click
Churn or defect
Default or prepay
Become diseased, infected, readmitted
Commit fraud , crime or terrorism
Likelihood to…
Breakdown or become defective
The output is a score
An
aly
tics E
mb
ed
de
d in
to B
usin
ess
Dashboards
Mobile
Web
Process improvement
Internet of Things – Core Analytics[物聯網與核心分析]
Core Analytics
Traditional data sources
Cloud
Cloud
Data center
Internet of Things – Edge Analytics[物聯網與端點分析]
Data Flow
Gateway
Edge AnalyticsCore Analytics
Cloud
Cloud
Data center
Dell Statistica Edge AnalyticsDell Statistica
Statistica Big Data AnalyticsNeural networkExport model:1. Java2. PMML3. C4. C ++5. SQL
Boomi
Date/Time
Trans type
VelocityTrigger
Analytic model deployed on Dell Edge Gateways
IoT Analytics executed at the edge
Edge data retuned for Core Analytics
Dell analytic models deploy to the edge
[佈署分析模型到端點]
Edge data as part of Core Analytics
[端點上的數據就是核心分析的一部分]
1
2
Statistica Platform OverviewEnterprise Analytics Platform
Real-time scoring
Reusable templates & recipes
Simplifieddeployment
Validated & compliantEmbedded
Business Rules
User admin & security
ComprehensiveAnalytics
IntegratedText & NLP
Automation & scheduling
Multi-sitedeployment
& collaboration
Open source, API,& 3rd partyintegration
Automated model monitoring
& managementOn-premise or in the cloud
In-database & in-Hadoop analytics
Data blending & preparation
Data discovery & visualization
Interactive analysis, modeling, & analytic
workflows
No coding required
Validated data entry
RDBMS OSI PI Flat files SharePoint & Exchange
HadoopNoSQL
Dashboards Mobile
Process improvement
IoT
Embeddable
Access any data, any where
One-click score code generation
Hive on Spark
Operations/Maintenance
System optimization
Resource management
Customer service
Building automation / Energy and Utilities[智慧大樓自動化,能源與公共事業管理]
Challenge
• Analyze complex power plant performance data
• Make real-time optimization and corrections
Alliant Energy Optimizes Power Plant Performance
Results• Optimization of Low NOx Operations• Optimization for Robust Performance 340
Mega Watt Cyclone Unit with OFA ports
Supply chain management
Preventative maintenance
Patient care
Operational efficiency
Healthcare and Life Sciences[醫療保健和生命科學]
Shire Biopharmaceutical
Problem
Project
• Shire’s Rare Diseases Business Unit needed a
validated data capture and analysis tool to conduct
statistical process control, monitor processes and
identify areas of improvement.
• Replacing a mix of in-house scripts and tools, Dell
Statistica gave Shire Internal Manufacturing controlled
access to validated, real-time process data in support
of manufacturing operations management across the
enterprise
Outcomes• Seamless, unified data presentation
• Flexible, scalable data entry forms
• Validated interface with Laboratory Information
Management System (LIMS)
• Automatic distribution of predefined control charts
• Efficient cross-site process and product comparison
Challenge
• Statistical process control
• Monitor processes
• Identify areas of improvement
Shire Biopharmaceutical
Results
• Seamless, unified data presentation
• Flexible, scalable data entry forms
• Validated interface with LIMS
• Automatic distribution of predefined control charts
• Efficient cross-site process and product comparison
Medical device company saves hundreds of thousands of dollars with analytics
Read the full case study >
Published: May 2015 | Expires: May 2017
Business needTo enhance innovation, quality and regulatory compliance, Instrumentation
Laboratory needed to enable staff across the company to easily access data and
perform advanced analytics.
Benefits● Saved hundreds of thousands of dollars by avoiding scrap and rework
● Enabled staff enterprise-wide to easily access data and perform
advanced analytics
● Helped ensure regulatory compliance by automating process
monitoring and alerting
● Saved scientists and engineers hours of work a day, enabling them to
focus on innovation
SolutionWith Dell’s analytics platform, scientists and engineers enterprise-wide are
saving valuable time, improving product quality and avoiding expensive rework
with easy, consistent analytics, automated process monitoring, and alerting. “Scrapping a single batch of cards would cost us hundreds of thousands of dollars. Statistica helps us quickly figure out what went wrong and fix it so we can avoid those costs.”
John Young, Business Analyst, Instrumentation Laboratory
Big data analytics transforms the operating room
Read the full case study >
Published: March 2015 | Expires: March 2017
Business needSurgeons at the University of Iowa Hospitals and Clinics needed to know if
patients were susceptible to infections in order to make critical treatment
decisions in the operating room. Reducing the infection rate has major
implications for overall patient health and cost savings.
Benefits● 58 percent reduction in occurrence of surgical site infections
● Merging historical and live patient data to predict infection likelihood
● Reduced cost of patient care
● Personalized healthcare based on patient’s own characteristics
● Running predictive models and accessing results with a mobile application
or web browser
SolutionThe surgical team harnessed the power of big data analytics, coupled with
other methods, to keep patients safe —reducing surgical site infections by 58
percent — while decreasing the cost of care. “Predictive analytics is allowing us to deal with the ever-increasing types of data that healthcare institutions need to deal with.”
Dr. John Cromwell, Director of Gastrointestinal Surgery, University of Iowa Hospitals and Clinics
Edge Analytics
Deployed on virtually any platform, a prerequisite to
success in a diverse IoT landscape
Everywhere / Anywhere Analytics
Analytics for deeper, more accurate insights
Installed on Dell Edge Gateways
Purpose built, fully integrated, vetted and
hardened
The Dell analytics difference.
Rich Partner Ecosystem
of industry leading and vertical market partners
Digital Strategy Consulting
for collaborative system design,
development and delivery
Vertical and Domain Enabled
Deploy industry specific models and algorithms to
create faster value
Thank You!