data analytics to enhance advanced energy communities ... · advanced energy communities planning...

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Data Analytics to enhance Advanced Energy Communities

planning and operation Presented by:

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• DERNetSoft is tackling climate change.

• A scalable platform solution to be easily deployed in cities and local communities.


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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)


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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


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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



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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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



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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


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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


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1 day of missing data


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Data Store – After

Easy to get started

Easy to organize time series data

Simple and secure APIs

Sequential Data

Store


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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...


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Use Cases

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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


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Use Case 1

Building Energy metric comparison

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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


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SdsStream definition

Metadata definition endsWith(Id, “flowDirection1”)

contains(Id, “PGE”)

Filter expressions


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Use Case 2

PV Solar, Energy Storage sizing, Peak Forecasting

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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


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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


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Data Views definition

Rules definition


DEMO

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OCS Console


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Use Case 3

Advanced Energy Community view

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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


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metadata key/value

pairs

Unique stream

IDs

Multiple Unique Aggregation

Data Views

Power of Data Views


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Data View definition

Metadata definition


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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


DERNetSoft Contact

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Alberto Colombo

• President

• DERNetSoft Inc.

• [email protected]

John Rogers

• Software Engineer

• DERNetSoft Inc.

• [email protected]


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data analytics to enhance advanced energy communities ... · advanced energy communities planning...

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