iot: mapping the value beyond the «hype» 2019... · dashboards. improved ml model is hot deployed...
TRANSCRIPT
1 |
FROM ACTIONABLE INSIGHTS TO DATA ANALYTICS
AND VALUE-ADDED PROCESS INTEGRATION
IOT: MAPPING THE VALUE
BEYOND THE «HYPE»
© 2019 Software AG. All rights reserved. For internal use only and for Software AG Partners.
David Becquet
Digital Consultancy & Solution Architecture Software AG
2 |
DATA IS THE NEW OIL. ANY BUSINESS CAN BE METAPHORICALLY SEEN AS A
PIPELINE
3 |
GETTING THE “BIGGER PICTURE“ FROM THE START, END-TO-END VALUE PIPELINE
S p e e d L a y e r
B a t c h L a y e r
Access & Connect
Anything Integrate Data & Systems Analyze & Predict
Enable Business
Value
Streaming
Analytics Predictive Model
Execution
Gateway/
Edge
Business
Intelligence
Time Series
Analytics Predictive Model
Creation
Connected Assets
Enterprise/Business
Applications & Production
Systems
MES ERP
SaaS
Historian
Device
Connectivity
APIs, Integration &
Applications Enablement
Storage
In-Memory Dashboards
IOT SYSTEM MANAGEMENT, SECURITY & GOVERNANCE
EMPLOYEES
CUSTOMERS
SUPPLIERS
DIFFERENT
ENTERPRISE
DEPARTMENTS
4 |
CUMULOCITY IOT: A FIT-FOR-PURPOSE PLATFORM
OPEN, AGNOSTIC, SCALABLE AND INDUSTRIAL-GRADE
all verticals – all use cases – all networks
…
DEVICE CONNECTIVITY & MANAGEMENT
INTEGRATION & API
DATA & ANALYTICS
APPLICATION ENABLEMENT
SOLUTION ACCELERATORS
+ HYBRID CLOUD
EDGE ON
PREMISES
Smart Bike Digital Factory … Applications
Platform
Devices
5 | © 2019 Software AG. All rights reserved. For internal use only
DELIVERING VALUE ACROSS INDUSTRIES
Operational Efficiency Predictive Maintenance Product Quality Product Availability
Efficiency & Optimizations
Personalized user
tracking services
“Bike-as-a-service” Insurance telematics
New Value-Added Services & Models
Smart Logistics
6 |
Time
Incre
asin
g V
alu
e &
RO
I
Disparate sensors and initiatives,
make sense of multitude of
insights, visualize and alert
Advanced alerting and
suggest actions
to improve and correct,
through process integration
Develop, predictive
analysis, ML and DL
Automatically take
‘Corrective Actions’
Data Driven
Model Driven
Process Driven
GROWING THE (BUSINESS) CASE
ALONG THE MATURITY CURVE
7 | © 2019 Software AG. All rights reserved.
PHASE 1. DATA DRIVEN ACTIONS
COLLECT AND VISUALIZE ACTIONABLE INSIGHTS
Sample Customer
Solution
Remote Assets Condition
Monitoring
Benefits
• Real-time alerting on
failures
• Reduction in unplanned
downtime &
maintenance costs
8 | © 2019 Software AG. All rights reserved.
PHASE 2. PROCESS DRIVEN
INTRODUCE NEW PROCESSES TO CAPTURE VALUE OF DATA
Sample Customer
Solution
Automatic Order Process
Integration
Benefits
• Optimized supply chain
• Improved customer
experience
• Reduction of «out of
stock» inventories
9 | © 2019 Software AG. All rights reserved.
PHASE 3. MODEL DRIVEN
ANALYZE THE DATA FOR PATTERNS/ MACHINE LEARNING
Sample Customer
Solution
Predictive Product
Quality & Asset Maintenance
Benefits
• Autonomous operations
at the edge
• Lowered manufacturing
costs
• Improved quality
10 |
ADVANCED IIOT ANALYTICS FOR PAINT STATIONS ANOMALY-DRIVEN MAINTENANCE FLOW
Industrial PC
Streaming
Analytics
DASHBOARD
(Cumulocity
Edge)
Streaming
Processing
ANALYTICS
(CEP & AI/ML
Engines)
Pattern
Recognition
Predictive
Analytics
Edge Cloud
Persistence
Realtime Visual
Analytics
Sensor
Measures
Connecto
r
Real-time signals
from 2 paint robots
are streamed to the
Industrial PC (Edge
gateway) next to the
robot station
DEVICES
CUMULOCITY IoT
Software AG iPaaS SaaS
CRM
2
CEP engine processes
the incoming data.
A Machine Learning
model deployed to the
AI/ML engine detects
anomalies in the
production process
3
Cumulocity visualizes
production data, “digital
twin” and anomalies in
dashboards. Improved
ML model is hot
deployed to the edge
Robots data
are visualized
and anomaly
detection alerts
are shown
Aggregated data
and anomaly
events are sent to
Cumulocity
5
4 6
Machine Learning
models for anomaly
detection are
developed offline
based on historic
production data of
12 paint robots
1
For each anomaly
alert a new case
for the
maintenance team
is created in the
CRM system
7
Recipes
Low-code and
wizard-driven integrations
100+ connectors &
adapters for most on-prem
and SaaS systems
11 | © 2019 Software AG. All rights reserved. For internal use only and for Software AG Partners.
ACTIVITY RECOGNITION AND CASE MANAGEMENT
12 |
CONTACT US
AND WE’LL DISCUSS YOUR IDEA/USE CASE(S)
Let’s meet…at the booth or around a beer .
Alternatively you can reach out via email:
13 | © 2019 Software AG. All rights reserved. For internal use only and for Software AG Partners.