DATA-DRIVEN DISRUPTION SEIZING COMPETITIVE ADVANTAGE … · 2020-03-25 · industrial company,...
Transcript of DATA-DRIVEN DISRUPTION SEIZING COMPETITIVE ADVANTAGE … · 2020-03-25 · industrial company,...
DATA-DRIVEN DISRUPTION
SEIZING COMPETITIVE ADVANTAGE MOVING FROM
REACTIVE TO PREDICTIVE MAINTENANCE
Kalman Tiboldi
Chief Business Innovation Officer
#IoTBuild
TVH GROUP
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DIGITAL DISRUPTION
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“If you went to bed last night as an
industrial company, you’re going to
wake up this morning as a software
and analytics company,”Source: User Summit Days 2014
GE invests $1,4 billion into its fast-growing software business this year,
which it forecasts will reach $15 billion in 2020
INDUSTRY 4.0
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LOGISTICS 4.0 FOR LIFT TRUCK INDUSTRY
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TECHNOLOGIES DRIVING INDUSTRY 4.0
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Cloud Computing
Internet Of ThingsBig & Fast data
Augmented reality
Artificial intelligence
Mobile
3D Printing
Autonomous robots
SMART PRODUCTS
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Physical Components
Mechanical and
Electrical Parts
Smart Components
Sensors, chips, storage, software,
embedded operating system…
Connectivity Components
Ports, antennae, protocols,
wired or wireless connections
STILL CUBEXX
DIGITAL TWINS
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SENSORS DATA ANALYTICS
VIRTUAL MODEL FOR PHYSICAL PRODUCTS
CYBER-PHYSICAL WORLD
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MERGING THE REAL AND VIRTUAL WORLDS
DRIVING FORCES BEHIND IoT
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IoT BUSINESS OPPORTUNITIES
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SMART LIFT TRUCKS
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MAKING THE LIFT TRUCK SMARTER
Putting more intelligence on existing machines
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MAJOR COMPONENTS OF FLEET MANAGEMENT
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FLEET MONITORING & MANAGEMENT
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FIELD SERVICE MANAGEMENT
SECURITY – IMPACT SENSING
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FLEET MAINTENANCE
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IoT-ENABLED SERVICE ECOSYSTEM
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INTELLIGENT SPARE PARTS
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NEXT GENERATION SERVICE ENGINEERING
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COMBINING HUMAN AND ARTIFICIAL INTELLIGENCE SMART GLOVES
AUGMENTED REALITY
IMAGE RECOGNITION
NATURAL LANGUAGE PROCESSING
ARTIFICIAL INTELLIGENCE
CHAT BOTS
ADVANCED TECHNICAL SUPPORT
CONNECTED TVH EQUIPMENT
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ONE SIZE DOES NOT FIT ALL
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BTLE Bluetooth Low Energy
LoRa Low power, Long Range
NB-IoT NarrowBand IoT
LTE Long-Term Evolution
LTE-M Long-Term Evolution Mobile
NFC Near Field CommunicationChoose the right wireless communication technology
LTE, WiFi - Predictive maintenance
LoRa, Sigfox, NB-IoT – Asset tracking
BTLE – Local data transfer
Multi-Interface Gateway with Edge Analytics Capability
CAN-Bus data transmission
rate : 1 Mbps
SOM=Share Of Market Source: LoRa Alliance
IoT - SOURCE OF BIG DATA
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FAST DATA
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MOVING TOWARDS ADVANCED ANALYTICS
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IoT & PREDICTIVE ANALYTICS
Raw Data
Collection
Edge Data
Filtering
Real-Time Data
Analysis
Exploratory
Data Analysis
Predictive
Modelling
Integrate into
Operations
Iterate
Signal Analysis
Event Analysis
Root Cause Analysis
Sensor value distribution analysis
Linear regression …
Event Tracking & Filtering
Event Correlation
Event Aggregations …
PR
ED
ICT
IVE
EN
GIN
E
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PRDECTIVE MAINTENANCE COST SAVING
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Reduction in maintenance costs
Elimination ofbreakdown
25-30% 70-35%
Reduction ofdowntime35-45%
Increase in production35-45%
Repair cost reduction vs.average 2011-2014
49-51%
Source: IBM – Published on Oct 27, 2016 Source: Gartner – Published on Oct 17, 2016
Source: Volvo Construction Equipment 2016By 2022, IoT will save consumers
and businesses $1 trillion a year in
maintenance, services and
consumables.
Average cost reduction moving from preventive
to predictive maintenance
10-20%
BUSINESS BENEFITS FOR TVH
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Moving from Two-Step to One-Step Maintenance
Increasing the availability of equipment, optimize
the usage and reduce the operational cost
Empowering Equipment Maintenance Combining Human
Intelligence with Machine Learning
Allowing the development of a new business model
Offering Lifting Capacity as a Service
Improve driver safety and promote responsible driving
NEW BUSINESS MODEL – MOVING FROM PRODUCT TO SERVICE
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OEM’s will not sell equipment alone, but a solution including maintenance and insurance
Pay-per-usage
Reducing downtime
Extending asset life
Lifting capacity as a service Measuring the residual value
Detecting and avoiding overloading
CONNECTED EQUIPMENT ECOSYSTEM
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Connected Equipment Ecosystem
Geospatial Services
Location
Geo-fencing
Service Company
Service and Asset
Management
Equipment
Sensor based information
Social Media
Customer experience
Customer
User profile
Events
from the local
environment
ORIGINAL EQUIPMENT
MANUFACTURER (OEM)CUSTOMER
Real-time alerts
Consolidated view
Improvement proposals
Technical specifications
Maintenance procedures
Digital twin API
Real-time alerts
Maintenance and service issues
Data produced by equipment
Real-time alerts & updates
Maintenance services
Improved user experience
ORGANISATIONAL AND CULTURAL CHANGE
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Big Data, Fast Data, Advanced Analytics, Data Science.
Technology is not enough.
Unless your organization truly values data, these are nothing
but buzzwords.
Building a Mixed Team of Business and IT Data
Specialists with a Culture of Analytic Agility is a good
way to go
Digital Transformation
is much more than just implementation of technology. It requires a top-down
organizational and cultural change. Senior leaders need to lead by example showing
people that the old way is no longer good enough.
MY FINAL POINTS…
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The Internet of Things is about the transformation of
physicals object into a digital data products.
It is radically changing the way businesses operate
and people interact with the physical world.
The benefits of Predictive Maintenance are
significant. Its implementation requires more than
just technological choices. It has impact on the
organizational structure and culture.
New digital business models require ecosystems of
people, businesses and technologies that must scale
beyond the enterprise