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Feb 24, 2018

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Page 1: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Click To Edit Master

Title Style

Driving Action through

Energy Data Visualization

Moderated by:

Sarah Zaleski

U.S. DOE

Page 2: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Driving Action through Energy

Data Visualization

Dan Walworth

HEI Hotels

Page 3: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

HEI Hotels & Resorts

Changing Behavior through

Data Visualization

Page 4: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

$20 million annually$500k per hotel

About HEI Hotels & Resorts

• Over 40 upper-upscale, name brand hotels

• Approximately 6,000 employees across 15 states

• Total energy spend exceeds $20mm annually

Page 5: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Field-Based Organization

Property

Chief

Engineer

Manages

Energy Usage

General

Manager

Accountable for

Entire Property

Corporate

Where Number

Crunchers Often Live

Page 6: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Backstory

History of

Sustainability

and Social

Responsibility

Monitored

Energy Costs

Installed

Energy-Saving

Technologies

HEI

Discovered…

Page 7: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

hidusage.RateJ… F…

M…

A…

M… J…

Jul A…

S…

O…

N…

D… J… F…

M…

A…

M… J…

Jul A…

S…

O…

N…

D…

Electricity Cost

Look at that savings!

Our hotel has never

used less energy!

Problem 1

Page 8: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

hidusage.RateJ… F…

M…

A…

M… J…

Jul A…

S…

O…

N…

D… J… F…

M…

A…

M… J…

Jul A…

S…

O…

N…

D…

Electricity Cost

Problem 1

That’s because the

rate went down.Your consumption

actually grew!

…whoops?

RATE

USAGE

Page 9: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Solution 1

COST OF ENERGY

RATE

(cost per unit)

CONSUMPTION

(units required)

Simple but highly effective change: focus

on consumption rather than cost!

Page 10: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Problem 2

Too many excuses resulting from

factors outside

our properties’ control.

August Last Year Electric Usage: 400,000 kWh

August This Year Electric Usage: 500,000 kWh

According to this text box,

you used 25% more

electricity than last year. Way to be wasteful.

That’s not fair! We had

a heat wave! My

clipboard and I think you

should check those

numbers again.

Page 11: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Solution 2

Page 12: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Solution 2

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Hotel Electricity Usage

Discover which primary factors

affect energy usage at our hotels.

Page 13: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Factors Affecting Usage

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Usage vs. UFO Sightings in the US

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Usage vs. Occupancy

Occupied Rooms

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Usage vs. Temperature

Heating Degree Days (HDD)Cooling Degree Days (CDD)

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Usage vs. Lighting Upgrade

Implemented, Yes/No?

Page 14: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Factors Affecting Usage

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Usage vs. Lighting Upgrade

In this case, the lighting upgrade

reduced electric usage 7% overall.

Page 15: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Factors Affecting Usage

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Usage vs. Occupancy

At our hotel, every occupied room

means 2.5 more kWh on average.

Page 16: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Factors Affecting Usage

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Usage vs. Temperature

For temperature, we found that at this

hotel every CDD = 200 more kWh and

HDD = 300 more kWh

Page 17: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Factors Affecting Usage

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Usage vs. UFO Sightings

There’s no connection between

UFO sightings and our energy

usage, no matter what you believe.

Page 18: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Solution 2

So does our engineer

have a point about

that heat wave?

Indeed he does . We found that for

every additional CDD, our hotel uses

200 kWh more of electricity on

average.

Since there were 450 more CDD this

August than last, we can make a

fairer comparison using this simple

adjustment.

450 CDD

X 200 kWh

90,000 kWh

Page 19: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Solution 2

August This Year Electric Usage: 500,000 kWh

August Last Year Electric Usage: 400,000 kWh

August Last Year Electric Usage,

ADJUSTED to Today’s Environment: 490,000 kWh

We crunched the numbers. Turns out if

last year was as hot as this year the

difference in your electric usage is only 2%.

That sounds reasonable. We did forget to turn lights off in unused

rooms. We’ll have to post reminders

for everyone.

Page 20: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Is that light saving

energy or are we?

That’s deep.

obscured energy-saving behaviors.

Energy-saving capital projects

Problem 3

Page 21: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Solution 3

COST OF ENERGY

RATE

(cost per unit)

CONSUMPTION

(units required)

EQUIPMENT BEHAVIOR

Adjust usage calculations to remove the impact

of savings from Capital Projects. After that and

the prior adjustments are done, what’s left is

the impact of behavior.

Page 22: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Solution 3

Wait! Come to think of it, didn’t we

just buy brand new high-efficiency

chillers since last year? Those are

claimed to save 7%. So what are you saying?

August This Year Electric Usage: 500,000 kWh

August Last Year Electric Usage: 400,000 kWh

August Last Year Electric Usage, ADJUSTED to Today’s

Environment and Equipment: 455,000 kWh

August Last Year Electric Usage,

ADJUSTED to Today’s Environment: 490,000 kWh

Page 23: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Problem 4

How much energy do I

save if I do save energy?

That’s also deep.

Find a way to track the impact

of our associates in the field.

COST OF ENERGY

RATE

(cost per unit)

CONSUMPTION

(units required)

EQUIPMENT BEHAVIOR

Page 24: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Ultimate Solution

Introducing the Energy

Looking Glass®!

Page 25: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

The Energy Looking Glass®

Page 26: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

The Energy Looking Glass®

Page 27: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

The Energy Looking Glass®

Page 28: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

The Energy Looking Glass®

Page 29: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

The Energy Looking Glass®

Page 30: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

The Energy Looking Glass®

Page 31: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

The Energy Looking Glass®

Page 32: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Reinforcement

Also known as how to keep

an energy-saving program

from losing steam!

That joke will

never be funny.

• Rewards and Recognition

• Consistent and Accurate Reporting

• Embracing a Cultural Shift

Page 33: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Results

600

650

700

750

800

850

Two years prior Year

prior

IMPLEMENTATION

YEAR

Year after Two years after

Billion B

TU

HEI Energy Usage

Includes portfolio of properties managed for entire period

14% reduction in overall energy usage in two years

Page 34: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

In Summary

• Focus on consumption

• Use a methodology that everyone can

understand and to which everyone can relate

• Reinforce daily

Page 35: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Driving Action through Energy

Data Visualization

Aaron Bastion & Cody David

Atlanta Better Buildings Challenge

Page 36: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Driving Action through Data

Visualization

Atlanta Better Buildings Challenge

May 28, 2015

Page 37: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

“Atlanta’s goal is to become a top-tier city for sustainability.

-Mayor Kasim Reed

Page 38: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.atlantabbc.com

Our sustainability Impact Areas

Air Quality

Land Use

Sustainability Planning

Transportation &

Mobility

Education

Growing Business

Energy Efficiency

& RenewablesCommunity Health &

Vitality

Materials Management

Water Management

Page 39: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Commercial EE Ordinance – 2015!

• Benchmarking

• Transparency

• Audits

• Retrocommissioning

Subject to commercial buildings 25,000 square

feet or greater.

2,350 buildings that, as a whole, currently

represent 80 percent of the city’s commercial

sector.

Page 40: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Atlanta BBC Steering Committee

City of Atlanta Central Atlanta Progress

ESCO

Midtown AllianceBATMA

Invest AtlantaSouthface

Page 41: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Participant Update: May 2015

*Includes City of Atlanta Facilities and Participants outside of listed Activity Centers

2 Million sq. ft.

Goal

25 Million sq. ft.

2012 Start

406 Buildings 96.3 Million sq. ft.*

Pledged Today

*83% of Portfolio Reporting

Page 42: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Annual Reporting

Page 43: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Using The Power of Data Visualizations

Page 44: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Support Program Initiatives

2011 2012 2013 2020

6%8% 9%

20%

Page 45: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Feature Atlanta’s Diverse Portfolio

Page 46: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

ENERGY STAR Web Services

Page 47: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Development Challenges

• What do we want to display?• What can we display with the metrics available?• What should we actually display?• How to make data easier to display?

Page 48: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

georgiatransitconnector.orgwww.AtlantaBBC.com

Demonstration

www.abbcdata.org

Page 49: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Driving Action through Energy

Data Visualization

Andrew Sharp

City of Philadelphia

Page 50: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Philadelphia Energy BenchmarkingTaking Building Energy Data to the Market

Andrew Sharp, Mayor’s Office of Sustainability

Page 51: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE
Page 52: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Buildings and Carbon Emissions

Page 53: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Year Two Benchmarking Results

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Year Two Benchmarking Results

Page 55: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Connecting Individual Performance to

Financing and Technical Assistance

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Delivering More Impactful Information to the Marketplace

http://visualization.phillybuildingbenchmarking.com

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Visualization Tool Development

Page 58: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Understand Dynamics among Data Types

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Allows Comparisons among Multiple Buildings

http://visualization.phillybuildingbenchmarking.com

Page 60: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

What’s next?

• Benchmarking for multi-family

facilities

• Additional research and focus

groups related to outreach

tools

• Expanded outreach for Year

Three benchmarking

Page 61: Drive Action through Energy Data Visualization · PDF fileClick To Edit Master Title Style Driving Action through Energy Data Visualization Moderated by: Sarah Zaleski U.S. DOE

Philadelphia Energy BenchmarkingAndrew Sharp, Mayor’s Office of Sustainability

www.phila.gov/benchmarking

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Questions & Discussion

abbcdata.com

http://visualization.phillybuil

dingbenchmarking.com