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Smart Meter Data Analytic Using
Hadoop
Omkar Nibandhe and Abhishek Korpe
students
SMART METER
DATA ANALYTICS
(SMDA)
USING HADOOP
By :
Omkar Nibandhe ( Student )
Abhishek Korpe ( Student )
03-04-2014SMDAusingHADOOP
2
Why Smart Meter Data
Analytics ?
03-04-2014SMDAusingHADOOP
3
What are SMART METERS ?
MIF
• Track and store the amount of energy used.
• Send the collected data to the Energy
Distribution company server at regular time
intervals.
House/
Industry
Smart Meter Server
03-04-2014SMDAusingHADOOP
4
Advantages
• Service Provider
• Demand-Response
• Time of use tariff
• Load Profile Analysis
• Theft Detection
• Billing Accuracy
• Customers
• Usage Pattern
• Billing Accuracy
• Convenience in change
of service provider
03-04-2014SMDAusingHADOOP
5
Confronting the data deluge
• Rate Generation – 15 minutes.
• For single meter – 3000 readings/month (approx ).
• For 1 million meters – 36 Billion readings/year
(approx).
• Annual Growth – 13% ( 2010 – 2015 ).
• Total Shipment – 460.9 Million Smart Meters.
Source: Build smart metering solutions with IBM Informix TimeSeries
03-04-2014SMDAusingHADOOP
6
Capitalizing on the unique
value of Hadoop
Solution ?
• Reducing data load times.
• Improving query performance.
• Massive Scalability.
03-04-2014SMDAusingHADOOP
7
Demand - Response
03-04-2014SMDAusingHADOOP
8
Time of use Tariff
03-04-2014SMDAusingHADOOP
9
Load Profile Analysis
Using hadoopUsing hadoop
load
time
03-04-2014SMDAusingHADOOP
10
Data Flow Diagram
Predictive
Analysis
( FLUME )
Load Profile
Analysis
03-04-2014SMDAusingHADOOP
11
Hadoop Cluster in LAB 412
Masters
Slaves
Slave1
Slave7 Slave8 Slave9 Slave11
Slave6Slave5Slave4Slave3Slave2
Slave10
Slave19Slave18
Slave17Slave16Slave15Slave14Slave13
Slave12
Slave20 Slave21
03-04-2014SMDAusingHADOOP
12
LAB 412 (MESCOE Pune, India)
03-04-2014SMDAusingHADOOP
13
SMDA - NameNode
03-04-2014SMDAusingHADOOP
14
SMDA - SecondaryNameNode
03-04-2014SMDAusingHADOOP
15
SMDA - JobTracker
03-04-2014SMDAusingHADOOP
16
SMDA – Input ( .MIF )
03-04-2014SMDAusingHADOOP
17
1392 19501 0.157
SMDA - Output
03-04-2014SMDAusingHADOOP
18
Test Job 1
03-04-2014SMDAusingHADOOP
19
Test Job 2 ( Combiner )
03-04-2014SMDAusingHADOOP
20
Future Scope
• Analysis of -
• Customer segmentation.
• Customer behavior.
• Meter ping commands.
• Outage management.
• Power quality.
• Extending data point(s) : weather, geographical location, family
consumption, etc.
03-04-2014SMDAusingHADOOP
21
Thanks to ….
• Irish Social Science Data Archive ( ISSDA ).
• Rahul Khinvasara – Director, zCon Solutions Pvt. Ltd.
• Modern Education Society’s College of Engineering (MESCOE).
• Prof. Balaji Bodkhe – Guide, MESCOE.
• Prof. N. Shaikh – Head of Computer Department, MESCOE.
• Prof. A. Hake – Vice Principal, MESCOE.
• Prof. P. Raut – Administrative Head, MESCOE.
03-04-2014SMDAusingHADOOP
22
Any Suggestions ??
03-04-2014SMDAusingHADOOP
23
Thank You.
03-04-2014SMDAusingHADOOP
24
Any Questions?
03-04-2014SMDAusingHADOOP
25
Smart Meter Data Analytics Using Hadoop

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