the boston community energy study (webinar presentation) · 2017. 9. 14. · cwes 5 erm 12/21/2015...

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The Boston Community Energy Study Eric R. Morgan Group 73 Energy Systems MIT Lincoln Laboratory Lexington, MA September 14, 2017 This work is sponsored by the Department of Homeland Security, Science and Technology, Resilient Systems Division and the Department of Energy, Office of Electricity Delivery and Energy Reliability under Air Force Contract #FA8721-05-C-0002. Opinions, interpretations, conclusions and recommendations are those of the author and are not necessarily endorsed by the United States Government. DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

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Page 1: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

The Boston Community Energy

Study

Eric R. Morgan

Group 73 – Energy Systems

MIT Lincoln Laboratory

Lexington, MA

September 14, 2017

This work is sponsored by the Department of Homeland Security, Science and Technology, Resilient Systems Division and the Department of Energy, Office of

Electricity Delivery and Energy Reliability under Air Force Contract #FA8721-05-C-0002. Opinions, interpretations, conclusions and recommendations are those of

the author and are not necessarily endorsed by the United States Government.

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

Page 2: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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World Urban Population and Electricity

Page 3: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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US Billion Dollar Disaster Events

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Introduction to Microgrids

• Microgrids can improve energy… – Security, grid stability and resilience in the face of outages and demand variability

– Cost-effectiveness and efficiency through demand response and distributed generation

– Sustainability through enabling the incorporation of intermittent renewables

• System integration challenges are significant

Microgrid: A set of interconnected loads and energy resources that acts as a single

integrated entity with respect to the grid and can operate in both grid-tied and island mode.

Electric

Vehicles Renewables

Cogeneration

Integrated System Control and

Demand Response

Utility Integration

(Cybersecurity,

Real-time pricing)

Energy

Storage

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• During Superstorm Sandy, all microgrids in NYC and the surrounding

area performed without incident

– Eleven facilities, 145 MW of power

– Hospitals, places of refuge, municipal entities

• During the 2003 blackout, ½ of NYC’s hospital backup gensets failed

Microgrids and Resiliency

Superstorm Sandy 2003 Blackout

Page 6: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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• Home to 655,000 people

• Covers 48 square miles

• Contains 84,345 parcels of land

– 92,000 buildings

• Globally, the equivalent of 3 Bostons/week are moving into

cities

Boston Key Statistics

Page 7: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Citywide Energy Study Objectives

• Analyze regions in Boston where microgrids and distributed energy resources:

– Make economic sense

– Support critical loads

– Serve vulnerable populations

– Reduce GHG emissions

• Develop an approach that can be implemented in many other cities and regions

• Foster relationships between Boston’s government, utility stakeholders, and the public

• Assess necessary information for large-scale energy transitions

Page 8: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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• Study approach

• Overview of building modelling

– MIT Sustainable Design Lab data set

– Boston’s simulated energy use

• Distributed Energy Resources Customer Adoption Model (DER-

CAM) primer

• CHP search algorithm using GIS and building data

• Results & way ahead

Outline

Page 9: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Study Approach

BUILDING

INFORMATION

BUILDING

SIMULATION

CITYWIDE

ENERGY

STATISTICS

BUILDING

GROUPING

THERMAL

MATCHING

ASSET

SELECTION/SIZING

RESULTS

MIT SDL

MIT LL

BRA/MIT LL

LBNL

Page 10: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Boston’s Building Types

Page 11: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Boston Building Vintages

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Study Approach

BUILDING

INFORMATION

BUILDING

SIMULATION

CITYWIDE

ENERGY

STATISTICS

BUILDING

GROUPING

THERMAL

MATCHING

ASSET

SELECTION/SIZING

RESULTS

MIT SDL

MIT LL

BRA/MIT LL

LBNL

Page 13: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Modelling Energy Use in Buildings

Building

Geometry

Building

Energy

Data from

BRA

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Resulting MIT SDL Dataset

Page 15: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Kuwait Case Study

Average MES = 175 kWh/m2

Average SIM = 290 kWh/m2

Average MES = 175 kWh/m2

Average SIM = 190 kWh/m2

Page 16: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Back Bay Electricity

Page 17: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Downtown Monthly Energy Intensity

Page 18: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Study Approach

CITYWIDE

ENERGY

STATISTICS

BUILDING

INFORMATION

BUILDING

SIMULATION

BUILDING

GROUPING

THERMAL

MATCHING

ASSET

SELECTION/SIZING

RESULTS

MIT SDL

MIT LL

BRA/MIT LL

LBNL

Page 19: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Boston’s Building Stock & Energy Statistics

Building Stock Energy Data

Page 20: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Boston Simulated Energy Heat Map

June 8th – 247 MW

January 23rd – 8,210 MW

Page 21: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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• DER-CAM (Distributed Energy Resources Customer Adoption

Model)

• Mixed integer linear program (MILP)

• Optimal DER asset selection while minimizing:

– total energy costs

– carbon dioxide (CO2) emissions

– weighted objective that simultaneously considers both criteria

• Input building data for optimization

– Heating loads

– Electric loads

– Hot water

– Cooling

DER-CAM Overview

Page 22: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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DER-CAM Technology Lists

Page 23: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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DER-CAM Flow Chart

Page 24: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Three Microgrid Types

Page 25: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Microgrid Analysis Methodology

MICROGRID

RANKING

• COSTS

• GHG

• MISSION

DER-CAM

DER-CAM

OPTIMIZED

BUILDING

GROUPINGS

BASELINE

COSTS &

GHG

μGRID

COST

OPTIMIZATION

μgrid

GHG

OPTIMIZATION

THERMAL

MATCHING BUILDING ENERGY DATA

ANCHOR

BUILDINGS

ENERGY

USAGE,

CONSTRAINTS DATA INPUT

DATA OUTPUT

KEY

DATA CALCULATIONS

SOFTWARE

UTILITY COSTS ($/KWH)

REGIONAL GHG MIX (KG-CO2/KWH)

Page 26: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Combined Heat and Power

Page 27: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Study Approach

BUILDING

INFORMATION

BUILDING

SIMULATION

CITYWIDE

ENERGY

STATISTICS

BUILDING

GROUPING

THERMAL

MATCHING

ASSET

SELECTION/SIZING

RESULTS

MIT SDL

MIT LL

BRA/MIT LL

LBNL

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Top 0.2% By Energy Use

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• Search around the anchor for

other buildings in concentric

rings

– Size CHP plant for 60% of peak

electric

– Assume 40% electric

generation efficiency

– “Spark spread” ≈ $70/MWh

• For each ring continuous

thermal sinks are identified

• Assume that electricity can

always be bought from the

utility grid

– Not sold to the utility grid

Multi-User Microgrid Screening Algorithm

𝑪𝑯𝑷 𝑫𝒆𝒔𝒊𝒈𝒏, 𝑺𝒊𝒛𝒊𝒏𝒈: 𝒎𝒂𝒙(𝑬𝒍𝒆𝒄) ×

𝟑𝟓

𝟐𝟓

=𝟑

𝟐𝒎𝒂𝒙 𝑬𝒍𝒆𝒄

𝑪𝑯𝑷 𝑺𝒄𝒐𝒓𝒆: 𝒎𝒂𝒙(𝑬𝒍𝒆𝒄) − 𝑯𝒆𝒂𝒕𝑳𝒐𝒂𝒅(𝒕) > 0

𝟖𝟕𝟔𝟎

𝒕=𝟏

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Thermal Sink Analysis

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Critical Facilities & Affordable Housing in Boston

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Other Constraints

Page 33: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Study Approach

BUILDING

INFORMATION

BUILDING

SIMULATION

CITYWIDE

ENERGY

STATISTICS

BUILDING

GROUPING

THERMAL

MATCHING

ASSET

SELECTION/SIZING

RESULTS

MIT SDL

MIT LL

BRA/MIT LL

LBNL

Page 34: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Asset Selection Example

Page 35: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Example Microgrid Operation

Page 36: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Study Approach

BUILDING

INFORMATION

BUILDING

SIMULATION

CITYWIDE

ENERGY

STATISTICS

BUILDING

GROUPING

THERMAL

MATCHING

ASSET

SELECTION/SIZING

RESULTS

MIT SDL

MIT LL

BRA/MIT LL

LBNL

Page 37: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Microgrid Placement

Energy load suitability

(Multi-User Microgrids)

Affordable housing

(Energy Justice Microgrids)

Clustering of critical

facilities (Emergency

Microgrids)

Page 38: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Multi-User Microgrid Outputs

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Energy Justice Microgrids – Savings and Emissions Reductions

Page 40: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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• Integrate additional GIS information

– Substation locations and loads

– Electric line data

– Natural gas pipeline networks

– District steam lines

• Criticality and vulnerability analysis using

GIS data

• Run similar analysis on calibrated building

data

Way Ahead

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• Pioneered a city-scale energy assessment

– Identified 22 sites with $1.7b in potential savings

over 25 years

– Established a framework that is applicable to other

regions

– Identified data needs and stakeholder impacts for

faster execution

• Fostered relationships between the public, the

utilities, and Boston

• Demonstrated that microgrids are economically and

environmentally viable in Boston

Summary

Page 42: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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Partners

Page 43: The Boston Community Energy Study (Webinar Presentation) · 2017. 9. 14. · CWES 5 ERM 12/21/2015 •During Superstorm Sandy, all microgrids in NYC and the surrounding area performed

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• MIT LL

– Steve Valentine

– Cheryl Blomberg

– Erik Limpaecher

– Nick Judson

– Vicki Dydek

– Bill Ross

– Scott Van Broekhoven

• MIT SDL

– Christoph Reinhart

– Jamie Bemis

– Carlos Davila

• Boston Redevelopment

Authority

– Travis Sheehan

– Brad Swing

– Jon Lee

• MassCEC

– Galen Nelson

Acknowledgements