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From Smart Water Meters to Demand and Customer
Relationship Management
Turning smart water meter data into a business intelligence tool
Piero Fraternali Giorgia Baroffio Andrea Cominola
Politecnico di Milano
piero.fraternali | giorgia.baroffio@polimi.it andrea.cominola@polimi.it
OUR COMMON PROBLEM: THE EXAMPLE OF: LONDON
2
UK_WATER SUPPLY UTILITY
15 million customers
2.6 Gl/day drinking water
3 billion $ revenue (2013-14)
Demand management
DEMAND MANAGEMENT
CAPACITY EXPANSION
2010 2040
consortium cluster
From water data to customer relationship and
demand management
5
Data acquisition
and consolidation
Consumption data
repository
• Privacy
• Security
Consumer Portal
• Awareness
• Feedback Engagement & Behavior Change
• Recommendations
• Goals, Achievements, Rewards
Water data analytics
• End use disaggregation
• Consumption patterns detection
User modeling
• Clustering
• Demand prediction and simulation
Personalized tips
Household features
Engagement: motivation drivers
6
extrinsic
intrinsic
Price discounts
Redeemable goods
Consumption Goals
Water games
Educational
resources
Social sharing
Peer comparison
Water diaryAwareness
tools
Awareness
7
Peer comparison
8
Water education
9
Water games
Redeemable goods
11
Data analytics
12
Outalgorithm
User modeling
13
Users’ BEHAVIORAL MODELING through
CLUSTERING and CLASSIFICATION techniques.
11 %
52 %
37 %
High consumers
Medium consumers
Low consumers
Hour the day
0 5 10 15 20 25
Normalizedhouseholdconsumption
0
0.05
0.1
0.15
WATER CONSUMPTION PROFILES
Status
• Today
– Gamified Consumer Portal in alpha test
– 400 households in Canton Ticino (CH), AMI at 1 hr resolution
• End of 2015
– Deployment in Valencia with Emivasa, Grupo Aguas de Valencia.
– 650'000 smart meter in 2015 (490'000 already deployed)
– Access to 2500+ smart meter at 1h resolution
• 2016-17
– Deployment in London with Thames Water
• Long term investment: 3 M smart meter before 2030 (40’000 in 2015)
thank you
http://www.smarth2o-fp7.eu/
@smartH2Oproject
#SmartH2O
@NRMPolimi
piero.fraternali | giorgia.baroffio | andrea.cominola
@polimi.it
Politecnico di Milano
Department of Electronics,
Information and Bioengineering

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From Smart Water Meters to Demand and Customer Relationship Management

  • 1. From Smart Water Meters to Demand and Customer Relationship Management Turning smart water meter data into a business intelligence tool Piero Fraternali Giorgia Baroffio Andrea Cominola Politecnico di Milano piero.fraternali | giorgia.baroffio@polimi.it andrea.cominola@polimi.it
  • 2. OUR COMMON PROBLEM: THE EXAMPLE OF: LONDON 2 UK_WATER SUPPLY UTILITY 15 million customers 2.6 Gl/day drinking water 3 billion $ revenue (2013-14)
  • 5. From water data to customer relationship and demand management 5 Data acquisition and consolidation Consumption data repository • Privacy • Security Consumer Portal • Awareness • Feedback Engagement & Behavior Change • Recommendations • Goals, Achievements, Rewards Water data analytics • End use disaggregation • Consumption patterns detection User modeling • Clustering • Demand prediction and simulation Personalized tips Household features
  • 6. Engagement: motivation drivers 6 extrinsic intrinsic Price discounts Redeemable goods Consumption Goals Water games Educational resources Social sharing Peer comparison Water diaryAwareness tools
  • 13. User modeling 13 Users’ BEHAVIORAL MODELING through CLUSTERING and CLASSIFICATION techniques. 11 % 52 % 37 % High consumers Medium consumers Low consumers Hour the day 0 5 10 15 20 25 Normalizedhouseholdconsumption 0 0.05 0.1 0.15 WATER CONSUMPTION PROFILES
  • 14. Status • Today – Gamified Consumer Portal in alpha test – 400 households in Canton Ticino (CH), AMI at 1 hr resolution • End of 2015 – Deployment in Valencia with Emivasa, Grupo Aguas de Valencia. – 650'000 smart meter in 2015 (490'000 already deployed) – Access to 2500+ smart meter at 1h resolution • 2016-17 – Deployment in London with Thames Water • Long term investment: 3 M smart meter before 2030 (40’000 in 2015)
  • 15. thank you http://www.smarth2o-fp7.eu/ @smartH2Oproject #SmartH2O @NRMPolimi piero.fraternali | giorgia.baroffio | andrea.cominola @polimi.it Politecnico di Milano Department of Electronics, Information and Bioengineering