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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!