lighting & wellbeing & wellartificial intelligence & lighting henri juslén cfi, helvar...
TRANSCRIPT
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Artificial Intelligence & Lighting
Henri JuslénCFI, Helvar Oy Ab
6.11.2018
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THE FUTURE OF LIGHTING CONTROL
Technology enablers
AI intro
AI in building
AI examples
AI based services
Future & summary
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AI TECHNOLOGY ENABLERS
• WirelessUI – mobile devices
APPs – Connectivity
MESH – Less configuration
• SensorsImproved technologies
New type of sensors
More sensor data
• DATAMore data available from silos
New type of data
Data is more ”available”
Maintenance Systems
Other systems(Parking,…)
Video Surveillance
Access control and intruder alarm
Electricity, Water, Gasmetering
Emergency and exitlighting
Lighting Control
HVAC
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WHAT IS ARTIFICIAL INTELLIGENCE?
Technology that replicates
the human cognitive process:
Observe
Interpret
Evaluate
Decide
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DATA SCIENCE
© Helvar 5
Lifecycle
Collect
Data
Process
and Clean
Data
Build
Statistical
Models
Test
Models
Evaluate
results
Form a
Hypothesis
Business Objective/Goal
or
Product/Service Research
Deploy Service/Product
or
Pilot Prototype
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DATA SCIENCE
© Helvar6
Popular Tools and Frameworks
Databases/Big Data Languages Tools Cloud Services
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LIGHTING & AI: THE DESIGN PHASE
Problems:• Multiple possible limitations on
design (time, expertise, …)
• Lack of information (how space is
used, about occupants, …)
AI Benefits:• No need to define the perfect
outcome in detail upfront
• AI-enabled lighting systems optimise
lighting conditions
• Time on the project reduced and
user satisfaction increased
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LIGHTING & AI: INSTALLATION AND TAKING SYSTEM INTO USAGE PHASE
Problems:
• Similar challenges to designers
• Lack of expertise in installing an
advanced lighting system
AI Benefits:
• Less training and experience needed
• No need to program the outcome in
detail upfront
• Installers can save time and also
achieve better user satisfaction
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LIGHTING & AI: DAILY USE
Problems:• Occupants may not be trained to use the
system properly
• Aspects of buildings may change over time
• Some parts of lighting may deteriorate or
fail
AI Benefits:• Easier user experience - less engagement
from occupants needed
• Lighting system can adapt to change of
building use
• Energy saving
• Predictive maintenance
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AI – WHERE & BY WHOM
Lighting as a backbone or HVAC as a….
Embedded, local, cloud based…
Maintenance Systems
Other systems(Parking,…)
Video Surveillance
Access control and intruder alarm
Electricity, Water, Gasmetering
Emergency and exitlighting
Lighting Control
HVAC
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EXAMPLE: EMBEDDED; HELVAR’S ACTIVEAHEAD
• Self-organizing wireless mesh network
• Sensors learn movement patterns
• Optimizes comfort and energy saving
• Learns optimal behaviour in 24 hours
• Adapts to changes in e.g. office layout
No configuration (still possible if wanted) No extra wiring
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Time-Series Forecasting
PIR Data
EXAMPLE: CLOUD BASED; PREDICTIVE LIGHTING
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DecoderInput
Architecture of
Neural Network
Encoder Predictions
Compressed
Representation
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Energy
Savings
Aggressive
36.6%
Conservative
30.8%
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FUTURE “CHOICES”
Manual
General
Automatic General PersonalizedOpen Closed
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Physical layer
Connectivity layer
Data and processing layer
Service layer
Platformized services (building as a service)
Light Assets and systems
People and building
SMART BUILDINGS – MORE SERVICES
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SUMMARY
• AI brings significant business opportunities for building related industry
• AI-enabled systems can provide the best user experience through constant learning and improvement of performance
• Ease of design, installation and maintenance enables easier upgrade from “dumb” to intelligent systems
• Lighting as the conduit for how business-critical, value-generating data is gathered and processed
• AI can generate lifetime revenue and continuous service business
AI will change customers’ UX and lighting industry business models
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THANK YOU