supercharging smart meter big data analytics with microsoft azure cloud- srp case study
TRANSCRIPT
Session 403
Supercharging Smart Meter Big Data Analytics with Microsoft AzureJason Wilhite, Manager, Enterprise BI Services, SRP
Kirk Nason, Director, BI Solutions, Neudesic
Salt River Project (SRP)
SRP is one of the nation's largest public power utilities. Providing electricity to more than 984,000 retail customers across three Arizona counties
SRP is an integrated utility, providing generation, transmission and distribution services, as well as metering and billing services.
SRP's water business is one of the largest raw-water suppliers in Arizona. We deliver about 800,000 acre-feet of water annually to a 375-square-mile service area and manage a 13,000-square-mile watershed
Neudesic in the Utility Market
History & Experience• Half a decade in the domain space
• 10+ dedicated technologists developing solution & IP
Solutions & Intellectual Property• Smart Meter Analytics Solution:
Big Data Hybrid Analytics Solution for the Utility Industry
• Neudesic BI for SAP: Integrates SAP data into the Microsoft Data Platform
• Neudesic BI BIG Data Framework
SRP’s Goal & Business Challenges
• Massive amounts of data
• Disparate data sources
• Market alternatives are cost prohibitive
Maximize grid reliability, power delivery & service through Big Data analytics
Rising Infrastructure Challenges
• Must solve the infrastructure challenge to attack the business problems
Smart Meter Analytics Solution
• Big Data Business Intelligence solution
• Processes data collected from Smart Meters
• Built on the Microsoft data platform
• Built using Neudesic BI framework
• Augmented by Neudesic BI for SAP
Visualization
Domain Model
ETL
Connectivity
Meter Data and other Line of Business Data Sources
V1 Smart Meter Arch at SRP
850,000+ Residential Meters• 15-minute interval reads• 96 reads per customer per day• 81.6M meter records added per day• 2.6B rows a month = 160GB data• Reprocess 30 day rolling window
nightly
New IT challenge: ETL processing Service Level Agreement (SLA)began to slip
Smart Meters Meter Data Management System
ETL integrationBI Reporting & Analytics
Customer data (CRM)MDMs Data
Store
BI Staging
Reporting and AnalyticsSQL Server BI
Input files
V1 On Premises Data Prep SLA
6:00 PM 8:45 AM7:00:00 PM 8:00:00 PM 9:00:00 PM 10:00:00 PM 11:00:00 PM 12:00:00 AM 1:00:00 AM 2:00:00 AM 3:00:00 AM 4:00:00 AM 5:00:00 AM 6:00:00 AM 7:00:00 AM 8:00:00 AM
6:00 PMMDMS Load Start
1:59 AM - 3:47 AMValidation (1:48)
9:33 PM - 1:43 AMDerived Facts/file extract (4:10)
1:43 AM - 1:59 AMCube Processing (00:16)
6:00 PM - 9:33 PMStaging and Base Facts (3:33)
8:00 AMSLA Availability
SLA Window is 6pm to 8am = 14 hoursSmart Meter Fact Processing • Staging & prep base facts
• 81.6M meter records added daily• Reprocess 30 day rolling window nightly
• 2.6B rows a month = 160GB data• Create derived gap facts
• 188K rows daily = 20MB• Load new facts into Analysis Services
Derived facts are now taking 6 to 12 hours
Requirements to address the SLA Challenge
Maximize use of existing architecture
Minimize new CapEx expenditures
Enable Scale on Demand
Lowering overall storage costs
Protect Personally Identifiable Information
V2 Addressing the SLA Challenge
Azure Hybrid Smart Meter Solution
Smart Meters Meter Data Management System
Base Facts and Confidential data BI Reporting & Analytics
Reporting and AnalyticsSQL Server BI
Customer data (CRM)MDMs Data
Store
BI StagingBlob Storage
HDInsightInput: Base Facts
Extract meter reads from data mart and upload to blob
storage
Download derived facts
Output: Derived Facts
Input files
2.6B Rows160GB
188K Rows20MB
81.6M Rows3.5GB
Azure HDInsight Catalyst for Success
Hyper Scale on demand
Example: • 32-Node cluster running 1hr/day • 15TB Storage & Data movement• ($357.12+$354.41)=$700/month
($8,400/year)
Lowest Cost of Storage
Smart Meter Analytic Solution Content
Solution Contents:• SQL Server EDW Utility Schema
• SSAS OLAP Cube Utility Schema
• SSIS ETL Packages
• Azure HDInsight: Hive Queries & Scripts
• Neudesic BI Framework
• SharePoint Server BI Portal
• Excel Reports
• Implementation Services
Q&A
Contact Info:Kirk NasonDirector, BI [email protected](949)789-2683
Jason WilhiteManager, Enterprise BI [email protected](602) 236-5528