Advanced Data Management and Analytics for … · Advanced Data Management and Analytics for...
Transcript of Advanced Data Management and Analytics for … · Advanced Data Management and Analytics for...
Advanced Data Management and Analytics for Automated Demand Response (ADR) based on NoSQL
#GridInterop
Bert [email protected] Corporationwww.versant.com
Rolf [email protected] Alliance
http://www.openadr.org/
Grid-Interop 2012
Agenda
• Problem Statement• OpenADR and NoSQL Background• OpenADR Roles and Data Sources• OpenADR Roles and Data Sources• Data Sources and Data Access• NoSQL Demand Response Automation
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Problem Statement
• Demand Response (DR) programs represent a very efficient way to cope with rising energy needs
However, DR is more effective if at least partially automated A large amount of data must be processed to effectively
control DR• Transport, storage, and access of data is a key element of the Smart Grid and • Transport, storage, and access of data is a key element of the Smart Grid and
becomes even more critical for real-time systems.
VTN executesGrid DR Strategy
VEN executesResource Strategy
Tariffs
G&T status
Renewables
Weather
Price
OpenADR 2.0 Link
Resources
Locations
Load Control
Comfort
Reports
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OpenADR
Open Automated Demand Response (OpenADR) provides a non-proprietary, open standardized DR interface that allows electricity providers to allows electricity providers to communicate DR signals directly to existing customers using a common language and existing communications such as the Internet.
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OpenADR Roles and Data Sources
Entities –VTN – Virtual Top NodeVEN – Virtual End Node
1. Utility or ISO2. Aggregator3. End User3. End User
- Great number of data sources- Large amount of data- Significant analysis
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Energy Data ChallengesEnergy Data Challenges
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Energy Data Diversity Challenge
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Energy Data Integration Challenge
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Interoperability Challenge
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OpenADR Scenarios andOpenADR Scenarios andBig Data Challenges
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OpenADR Power Producer & ISO/RTO
Power Generation
Pricing
ISO/RTO Behavior
(Energy Demand)
Power Transmission
Control(ISO/RTO)
Power Transmission
(Power consumed by ISO/RTO)
P (t)* *E (t)
P(t) E(t)
Energy provided by Power ProducerAutomated Demand Response in Energy Wholesale Process (Open ADR between Power Producer and ISO/RTO)
Power Metering
+ +- -
Real-Time Energy Pricing Analytics
(Power Producer)
Big Data Challenges in ADR Wholesale – PP & ISO
P – Energy PriceE – Energy Consumed
Actual Price Calculation(based on Energy consumed)
Real-Time Energy Demand Analytics
(ISO/RTO)
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OpenADR ISO/RTO & Utility
Power Transmission
Pricing(ISO/RTO)
Utility Behavior(Energy Demand)
Power Distribution
Control(Utility)
Power Distribution
(Power consumed by Utility)
P (t)* *E (t)
P(t) E(t)
Energy provided by ISO/RTOAutomated Demand Response in Energy Wholesale Process (Open ADR between Power Transmission (ISO/RTO) and Utility
Power Metering
+ +- -
P – Energy PriceE – Energy Consumed
Actual Price Calculation(based on Energy consumed)
Real-Time Energy Pricing Analytics
(ISO/RTO)
Big Data Challenges in ADR Wholesale – ISO & Utility
Real-Time Energy Demand Analytics
(Utility)
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OpenADR Utility & Consumer
Power Distribution
Pricing(Utility)
Consumer Behavior
(Energy Demand)
Load Control(Consumer)
Load(Residential, Commercial,
Industrial)+ -
P (t)* *E (t)
P(t) E(t)
Energy provided by UtilityAutomated Demand Response in Energy Retail Process (Open ADR between Utility and Consumer)
Power Metering
+ -
P – Energy PriceE – Energy Consumed
Actual Price Calculation(based on Energy consumed)
Real-Time Energy Pricing Analytics
(Utility)
Big Data Challenges in ADR Retail – Utility & Consumer
Real-Time Energy Demand Analytics
(Consumer)
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Meter Data Analytics – Data Volume
Source: Presentation by AutoGrid
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OpenADR Scenarios andOpenADR Scenarios andNoSQL Big Data Solution
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Big Data Solution Framework (IDSM/ADR)
Utility Backend Information System
CIS
GIS
Versant’s NoSQL Based Open ADR Real-Time
Big Data Solution
DR Program Design
DR Event Management
DR Load Forecasting
DR Program Optimization
Versant’s Object-Based, Real-Time Big Data Management & Analytics Solution
Development Framework
NoSQL Based Real-Time Data Ingestion
NoSQL Based Real-Time Data Management
MDMS
OpenADRServer
Management
DR Data Management
DR Data Analytics
Forecasting
DR Custom. Management
DR Data Visualization
NoSQL Based Real-Time Data Visualization
NoSQL Based Real-Time Data Analytics
NoSQL Based Real-Time Data Output
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OpenADR Load Analysis & Forecasting
Grid Load and EnvironmentUtility Backend Information System (Control Center)
Smart Meters
Load Environment
Commercial Infrastructure Load
Smart Meters
Load Environment
Industrial InfrastructureLoad
OpenADR Server
GISVersant
GISInterface
VersantOpenADRInterface
Versant Big Data Solution
Load Analysis
Load Modeling
AMI Communication Infrastructure
OpenADR CommunicationInfrastructure
Environmental Information Communication Infrastructure
Load
Smart Meters
Load Environment
Residential InfrastructureLoad
AMI Head-End
System MDMS
Utility Communication Infrastructure
VersantMDMS
Interface
Load Simulation
Load Forecasting
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Big Data Solution – Versant Linked NoSQL
JPA 2.0 compliant
JBoss application server compliant
Zero application downtime
(for schema modifications)
Foundation for real-time
analytics with very large data
sets
Use of existing Programming
skills
Seamless integration with
Hadoop, R, Graph Analytics
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Conclusion
Automated Demand Response requires Big Data Management & Analytics
Standardized Interfaces, Object Data Models &
Processes
Connectivity & Interoperability for
OpenADR solutions based on Object Data Models &
NoSQL Architecture
Reduced time-to-market for standardized OpenADR solutions using Object
Model Big Data Architecture
Integrated Big Data Management and Analytics in Real Time for OpenADR
Substantially reduced total cost of ownership through
NoSQL Big Data Management and Analytics
for Open ADR Solutions
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Thank You!
Questions?
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