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GRUPPO TELECOM ITALIA
TIM SWARM Joint Open Lab
International Workshop on Consumers and the Internet of ThingsWien, April 2016
Claudio Borean
Human and Artificial Intelligence inthe Internet of Things: a possible Balance?
4 IoT: from data collection to services
4 Two “Game-changers” for IoT
4 Humans and AI
4 The «INTrEPID» example
Summary
Swarm Joint Open LabClaudio Borean
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Lab: Beyond the Internet of things (IoT)
Areas: Internet of everything and distributed systems to enable new services
SWARM Joint Open Lab studies and design innovative services leveraging on theinteractions of a multitude (“swarm”) of people, things, data, places, and on thecompetitive assets of the telco operator. New service concepts and new technologiesbased on complex adaptive systems (swarms) are explored and developed.
Swarm Joint Open LabClaudio Borean
JOL SWARM
AREAS:SWARMINTELLIGENCE,ARTIFICIALINTELLIGENCE,MACHINELEARNING,INTERNETOFTHINGS,COOPERATIVE
APPLICATIONS
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IoT: from data collection to AI-based servicesStarted with pure data collection à then control and analytics to help people understand the value à to self-sustained systems
Swarm Joint Open LabClaudio Borean
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Game-changers for IoTDeep learning: part of the machine learningfield; use of Deep neural networks with ahierarchy of multiple layers that mimic thenetwork of our brain
Swarm Joint Open LabClaudio Borean
BlockChain: enabled by Ethereumplatform, allow (among other features)decentralization of transactions operatedby the «things»
Fed by Big Data push AI further («AlphaGO») Open new dynamic business models basedon autonomous systems
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Humans and AI: Peer-to-Peer IoE
Swarm Joint Open LabClaudio Borean
* Source: http://www.ibm.com/common/ssi/cgi-bin/ssialias?subtype=XB&i nfotype=PM&appname=GBSE_GB_TI_U SEN&htmlfid=GBE03620USEN&attachm ent=GBE03620U SEN.PDF
4 Interactive smart devices with AI features able to build value through interactions with humans: cyber-physical system with seamless integration among human and artificial intelligence
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An example.. The INTrEPID Project Pilot
Claudio BoreanSwarm Joint Open Lab
http://www.fp7-intrepid.eu
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Context: “Cognitive” IoT4 Cyber and Physical system (human and machine in-the-loop)
4 Learn from sensors and user behavior and “close-the-loop”
4 Work with legacy system (also legacy no-IoT devices present)
Claudio Borean
“System Brain”: algorithms, Machine
learning and “control” strategies
Humans (e.g.
feedbacks)
Measures from IOT DEVICES
(i.e. CONNECTED
APPLIANCES)
SOLUTION:LEVERAGING ON HUMANS TO «CLOSE THE LOOP») and gatherinformation
Legacy Devices
IoTDevices
Swarm Joint Open Lab
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Learning from habits..
Swarm Joint Open LabClaudio Borean
INTrEPID home
System
INTrEPID CloudBrain
HabitsdetectionMeasure
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…To start changing user behavior with proper schedules
Swarm Joint Open LabClaudio Borean
INTrEPID Cloud Brain
Activate or schedule delay start
Brain initiallyschedules starting
from activation time close to habits
GAIN TRUST from the users and maximize
acceptance rate
After this try to MOVE habits to fit desired
load profile
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Trying different ways of interacting to transfer value of IoT…
Claudio Borean
Newsletter#1 - Understanding your standby consumption
Newsletter#2 - Your total power consumption
Newsletter#3 - Your fridge energy consumption
Newsletter#4 - Your washing machine energy consumption
Newsletter#5 - Your dishwasher energy consumption
Newsletter#6 - Your oven energy consumption
Newsletter#7 - INTrEPID 2.0 features
Newsletter#8 - Your TV energy consumption
Newsletter#9 - The INTrEPID District-Game
Newsletter#10 - Trends on your standby consumption
Newsletter#11 - The INTrEPID District-Game (update)
Swarm Joint Open Lab
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…and trying different forms of engagement to have “Humans in the control loop”: CPS Game
Claudio BoreanSwarm Joint Open Lab
Active engagement: INTrEPID game
Increase awareness impact : INTrEPID District
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We tracked how the users were engaging
Claudio Borean
+95% trendsMobile AppAnalytics TRENDS
Swarm Joint Open Lab
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..and measured reaction to load shift recommendations
Claudio Borean
Suggestions were then set far from user habits to
measure user reaction
Swarm Joint Open Lab
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Pilot feedback video
INTrEPID Pilot VIDEO
Claudio BoreanSwarm Joint Open Lab
http://jol.telecomitalia.com/jolswarm/intrepid-italian-pilot/
Thanks andQ&A!
claudio.borean@telecomitalia.it
Claudio BOREANclaudio.borean@telecomitalia.it Joint Open Lab SWARM http://jol.telecomitalia.com/jolswarm/
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