Advanced Analytics and Machine...
Transcript of Advanced Analytics and Machine...
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© Copyright 2017 OSIsoft, LLC
Luiz Alberto RodriguesData Platform & Advanced Analytics
Manufacturing Industry
June 6, 2017
Advanced Analytics and Machine Learning
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Fonte: ICT PWC
Digital Transformation
. Digital transformation is revolutionizing not just the IT sector but the economy in its entirely. It´s progressing faster than ever with
development of increasingly powerful mobile devices, safer cloud , hyperscalecomputing, high-speed telecommunications and, more fundamentally, behavioral changes in our society.
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Industry 4.0 in Manufacturing – Components
Connectivity & Cloud
Internet of Things (IoT) & Services (& People)
Cyber-Physical
Systems (CPS)
Autonomous
Robots
Additive
Manufacturing
Big Data &
Analytics / ML
Augmented
Reality
Mobile
Devices/Apps
Intelligent
Products
Plug-and-
Play Factory
Seamless
Supply &
Value Chain
Integration
Embedded
Digital
Product
Memory
Parts-
controlled
Production
Process
Predictive
Maintenance
„Factory as a
Service“
Automated
Parts
Ordering &
Delivery
Seamless
Integration
of Planning
& Production
Human-
Robot
Collaboration
Real-time
Product &
Parts
Tracking
Self-
optimizing
Production
On-demand
Assistance
(based on
AR/VR)
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Internet of Things, People and Services
Device Connectivity &
Management
Data management &
InsightsAdvanced Analytics
Business Productivity &
Process Optimization
Gain visibility, access and
control to machinery and
processes
Manage KPIs to improve
operational performance and
decision making
Anticipate problems and deliver
new value added services
Integrate People and Business
Processes
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Economia de Escala
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Microsoft Azure - The Intelligent Cloud Platform
38
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Commitment to principles worthy of your organization’s trust
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GLOBAL
UNITED STATES
REGIONAL
INDUSTRYSTANDARDS
European Union
Model Clauses
United
Kingdom
G-Cloud
Singapore
MTCS Level 3
Australian
Signals
Directorate
Japan
Financial
Services
China Multi
Layer Protection
Scheme
China
CCCPPF
New
Zealand
GCIO
China
GB 18030
EU Safe
HarborENISA
IAF
HIPAA /
HITECH
FedRAMP
JAB P-ATO
FIPS 140-2 FERPA DISA Level 2 ITAR-readyCJIS21 CFR
Part 11
IRS 1075 Section
508 VPAT
ISO 27001
PCI DSS Level 1SOC 1 Type 2 SOC 2 Type 2
ISO 27018
Cloud Controls
Matrix
Content Delivery and
Security Association
Shared
Assessments
PPDM OPC
Foundation
BSI
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Microsoft Azure - The Intelligent Cloud Platform
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Advanced AnalyticsBeyond business intelligence
Source: Gartner
Traditional BI Advanced Analytics
VA
LU
E
DIFFICULTY
Predictive
Analytics
Prescriptive
Analytics
Diagnostic
Analytics
Descriptive
Analytics
How can we
make it happen?
What will
happen?
Why did it
happen?
What
happened?
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Big Data flow
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Cortana Intelligence SuiteTransform your data into actionable insight
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Azure IoT SuiteMicrosoft is Bringing the Internet of Your Things to life
Producers /
Consumer Connect Devices Storage Analytics Take Action
Event Hubs SQL DatabaseMachine Learning
Azure Websites
Service BusTable/Blob Storage
Stream Analytics Power BI
External Data Sources
DocumentDB HDInsightNotification Hubs
External Data Sources
Data Factory Mobile Services
BizTalk Services
{ }
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OPC Publisher
Device
Connectivity & Management
Analytics &
Operationalized Insights
Presentation &
Business Connectivity
Ind
ust
rial D
evi
ces
(OPC
and
OPC
UA
Serv
ers
)
Hot Path Analytics
Azure Stream Analytics, Azure Storm
Presentation & Business Connections
Websites, Mobile Services
Dynamics, BizTalk Services, Notification Hubs
Cloud Gateway
IoT Hub
Field Gateway
OPC API & Client
Hot Path Business Logic
Service Fabric & Actor Framework
OPC UA Integration into Azure IoT Suite
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Digital Transformation Customer Outcomes
Microsoft is focused on empowering every individual and every organization to achieve more through Digital Transformation.
Building better, stronger
engagements by
harnessing data
representing a complete
view of your customer,
then drawing actionable
intelligence, predictive
insights that can deliver
personalization at scale.
Engage your
customers
Reinventing products,
services and business
models using digital
content to capitalize on
emerging revenue
opportunities.
Transform
your products
Optimizing operations to
reshape customer
relationships and service
models by gathering data
across a wide, dispersed
set of endpoints, and
drawing insights through
advanced analytics that
can be used to introduce
improvements on a
continuous, real time basis.
Optimize your
operations
Empowering employees
with tools that fuel
collaboration and
productivity, while
mitigating the risks that
come with providing
freedom and space to
employees.
Empower your
employees
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Data Infrastructure for
Digital TransformationDr. Pat Kennedy,
CEO, OSIsoft
Common mission
Enable Digital Transformation
Deliver IoT Analytics
Satya Nadella CEO, Microsoft
*Hannover Messe 2016, Germany
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64% of large enterprises plan to
implement a big data project.
85% will be unsuccessful.
Data cleansing and preparation tasks can take 50-80% of the development time and funds.
Source: Harvard Business Review
Succeed
Analysis
Clean & Prep
Fail
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Co
rtan
a R
ead
y D
ata
Insight / Predictions as Future Data (to PI 2015)
From data to decisions and actions
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Co
rtan
a R
ead
y D
ata
Now: Technology Preview
Release: 1H 2017
Now: Production Ready
Release: Nov 2016
Cortana Intelligence
Insight / Predictions as Future Data (to PI 2015)
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videoAnalytics & Business Intelligence Partner Airlift
Deschutes BreweryCase Study Video
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RESULTSCHALLENGE SOLUTION
COMPANY and GOAL
• PI System
• PI Integrator for Microsoft Azure
• SQL Data Warehouse
• Azure Machine Learning
• Azure Data Factory
• Accurate predictions of when a
batch’s phase transitions from
fermentation to free rise
• Impact: Losing up to 72 hours in production time
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Analytics & Business Intelligence Partner Airlift
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The Red Carpet
Incubation Program
(RCIP) is a
comprehensive
collaboration between
OSIsoft and Microsoft
aimed at rapid
operationalization of
advanced analytics.
Customer
Microsoft
OSIsoft
Advanced
Analytics
Partner (Data
Science)
[Optional]
IoT Workbench forAdvanced Analytics (Azure-based)
PI Integrator forMicrosoft Azure (PII4MSA)
Red Carpet Incubation Program
Red Carpet Incubation Program for Select Customers
Integrated Steel
& Mining Craft Brewery
Mining &
ResourcesMultinational
Consumer Automotive OEM
Open
Open
Open
Toyota
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OSIsoft PI System
Red Carpet Incubation Program (RCIP) for PI Integrator for Microsoft Azure and Cortana Intelligence
IoT Workbench for Analytics
Data Science
VM
ML Web Services
Reports(Power BI)
Predictions as Future Data (to PI 2015 or later) Azure Data Factory (Orchestration)
AzureData Factory
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Looking for 2-3 Advanced Analytics Partners
for Incubation with RCIP
• 3-way MOU required. Cortana Intelligence Expertise. Cortana/ML
Data Science Resources
• Manufacturing & Resources Practice. Willingness to work in a team,
shorter RCIP timeframe. Agile and Ready to Incubate
Open (3)
RCIP uses an agile advanced analytics incubation process to move
customers through a four step process.
I. Discovery II. Installation III. Exploration IV. Operationalization
Open (3)
Open (3)
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The challenge: real time identification, tracking and event detection
People Vehicles
1.
2.
3.
Specific Actor/Object
General Characteristics
General Behavior
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What we have developed over the last 16 months
Vehicles People
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Three types of alerts already deployed to production
Vehicle on Shoulder Stopped Motorcycle Pedestrian on the Road
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Additional alert type being deployed: helmet detection
Works indoors as well
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Corp Security Application: tresspassing detection
Solution deployed by Beijing Corp Security
Partnership with MSRA1
Detects the presence of people (but not
cars) in forbidden or unexpected locations
1 We both leveraged MSRA technology (HumanSDK), as well as partnered with MSRA to deploy the real-time solution in Beijing
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Our VA system is running in real time on Azure
Helmet Detecionon Azure
AbandonedObject on Azure
Developed and tested in partnership with MSRA
and Microsoft Corporate Security
Running in realtime completely in Azure
Multiple additional live video streams and
security alerts can be added
1 Two or more cameras can run per F1 Azure node at current US$83/month commercial pricing. We expect to be able to optimize code further
< US$40/month
to monitor a
camera 24/7 1
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Some complex situations that we want to recognize automatically
Nervous behavior Drunk Fighting
Weapon
State/Object Recognition
Action Recognition
ILLUSTRATIVE – NOT EXHAUSTIVE
Fallen
Loitering
FloodingFireGeneral Disguises
Running
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Video Analytics
Next over 12 months Microsoft will be adding 50 Datacenters One new datacenter each 7 days