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#PIWorld ©2019 OSIsoft, LLC
Data Analytics to enhance Advanced Energy Communities
planning and operation Presented by:
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#PIWorld ©2019 OSIsoft, LLC
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• DERNetSoft is tackling climate change.
• A scalable platform solution to be easily deployed in cities and local communities.
#PIWorld ©2019 OSIsoft, LLC
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DER Market Trends
• DER capacity is growing
• DERs include “negative generation” (efficiency and demand response)
• DERs could be a business opportunity for utilities
• How we understand the economic value of DERs is evolving
(Source: Navigant Research)
#PIWorld ©2019 OSIsoft, LLC
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6. D
istr
ibut
ion
& R
egio
nal
Uti
lity
Gri
d O
pera
tor
4. Vendors & Service Providers
1. Building Owners
3. L
oad
Serv
ice
Enti
ty
ANCILLARY
SERVICES & GRID RESILIENCY
ENERGY ADVISORY SERVICE
SUSTAINABILITY
GOALS
ENERGY
AGGREGATOR
DER PRODUCT AND
SERVICE SALE
MARKET
REGULATION & COMPLIANCE
5. Policy Regulators
2. Cities
technology
data
goals
people
building
• Energy awareness
• Compliance reporting
• Peak demand forecasting
• Load Profile sharing
• Building benchmarking
• DER leads generation
• Community data aggregation
• …. more
Digital Marketplace
#PIWorld ©2019 OSIsoft, LLC
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• Manage multiple time series data stream (weather, usage, market, static)
• Manage different data granularity
• Use Forecasting model
• Use Advanced Analytics
• Provide Simple and Aggregated view
• Service scalability and reliability
Business Challenge
#PIWorld ©2019 OSIsoft, LLC
#PIWorld ©2019 OSIsoft, LLC
Remote Operations
Monitoring
Connected
Community
Data Science
Enablement
PaaS &
Partner App.
Enterprise Data
Edge
Data
OSIsoft
Cloud Services
Automation Assets
Edge Devices Edge Devices
Edge
Data
cloud.osisoft.com
OCS – DERNetSoft Scenarios
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#PIWorld ©2019 OSIsoft, LLC
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Solution Architecture
DERNetSoft
API
Internal DB
(Mongo)
DERNetSoft
Front End
Utility Green
Button Server
Other
Services
CSV
Data
Connector
OSIsoftCloud Services
Data store
Stream My
Data
Connector
Weather
Data
Connector
Connector Layer
Green
Button
Connector
Micro
Services
#PIWorld ©2019 OSIsoft, LLC
#PIWorld ©2019 OSIsoft, LLC
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OCS Components
OMF
Applications Sds API
Ingress A
dm
inis
tratio
n
Sharing
Storage REST A
PIs
Visualiz. Context
Views
Topic
#PIWorld ©2019 OSIsoft, LLC
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• MongoDB for both asset management and time series data
• Deeply embedded objects for energy usage data required significant effort for a simple update command
• No rigidity left us with unexpected results
Data Store – Before
#PIWorld ©2019 OSIsoft, LLC
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Data Store – After
Easy to get started
Easy to organize time series data
Simple and secure APIs
Sequential Data
Store
#PIWorld ©2019 OSIsoft, LLC
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Sds Client vs OMF
OMF
•A level “above” Sds
•An application publishes OMF to a Topic, from which a Subscription writes to OCS
Example
.../Namespaces/dernetsoft-aec/omf
Sds Client
•Lowest level to the hardware
•API access to individual Sds Objects
Example
.../Namespaces/dernetsoft-aec/Streams/GreenButtonStream...
#PIWorld ©2019 OSIsoft, LLC
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1. Building Energy metric comparison
2. PV Solar, Energy Storage sizing, Peak Forecasting
3. Advanced Energy Community view
Use Case List
#PIWorld ©2019 OSIsoft, LLC
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SERVICE
Building energy metrics locational comparison
(Energy Usage Intensity)
REQUIREMENTS
•Time Series data management
•Energy metrics calculation and community aggregation
PRODUCT
•OCS data store
•Stream Metadata
BENEFITS
•Reliability and scalability
•Faster data access
#PIWorld ©2019 OSIsoft, LLC
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SdsStream definition
Metadata definition endsWith(Id, “flowDirection1”)
contains(Id, “PGE”)
Filter expressions
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SERVICE
C&I Building
Peak Demand forecasting and DER sizing
REQUIREMENTS
• Integration of different time series data
•Advanced analytics
•Peak demand forecasting
PRODUCT
•OCS data store
•Data Views
BENEFITS
•Easy data stream integration
•Data access improvement for machine learning engine
#PIWorld ©2019 OSIsoft, LLC
#PIWorld ©2019 OSIsoft, LLC
2.4
4.4
1.8 2.8
5.7
1.2
3.2 2.4
6.7
2.9
5.6
2.4
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Enterprise Data
OSIsoft
Cloud Services
Edge Data
Data Views
REST APIs
REST APIs
Data Views
#PIWorld ©2019 OSIsoft, LLC
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SERVICE
Advanced Energy Community view
REQUIREMENTS
Data streams aggregation across multiple parameters
to share with energy providers and grid operators
PRODUCT
•OCS data store
•Data Views
•Metadata
BENEFITS
•Secure and scalable data sharing
•Value Added Service opportunity Increase
#PIWorld ©2019 OSIsoft, LLC
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metadata key/value
pairs
Unique stream
IDs
Multiple Unique Aggregation
Data Views
Power of Data Views
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Lesson learned
1. OCS fits nicely in a microservice architecture
2. OCS improves time series data management
3. OCS enables advanced analytics and machine learning oriented applications
4. OCS simplifies large data aggregation view
#PIWorld ©2019 OSIsoft, LLC
DERNetSoft Contact
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Alberto Colombo
• President
• DERNetSoft Inc.
John Rogers
• Software Engineer
• DERNetSoft Inc.
#PIWorld ©2019 OSIsoft, LLC
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