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Sensor applications with LEED and WELL History, Practice, Challenges, and Opportunities Chris Pyke USGBC/ArcSkoru July 2019

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Page 1: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Sensor applications with LEED and WELLHistory, Practice, Challenges, and Opportunities

Chris PykeUSGBC/ArcSkoru

July 2019

Page 2: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

1. What is green building?2. How does green building work today?3. How will green building work in the future?4. What can we do together?

Four Questions

Page 3: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#1 What is green building?

Page 4: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Theory of Change

Transparency

Differentiation

Incrementalism

Page 5: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,
Page 6: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Benefits

Energy efficiency

Water conservation

Materials selection

Indoor environmental quality

Financial performance

Page 7: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

State of the IndustryMature languages to define high performance green buildings

Thousands of successful projects

Hundreds of thousands of accredited practitioners

Page 8: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

75,000 sf

What is a green school?

Clean & EfficientAccessibleHigh satisfaction208 mTCO2e/yr

Dirty & InefficientInaccessibleVariable satisfaction309 mTCO2e/yr

Green

Conventional

Performance

Source: www.arcskoru.com

Page 9: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

75,000 sf

What is a green school?

Green

Conventional

Performance

Source: www.arcskoru.com

Page 10: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#2 How does green building work?

Page 11: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

LEED and WELL ● LEED is a holistic rating system based

on a multi-criteria definition of high performance design and operations

● WELL is a thematic rating system focused on health and well-being.

● LEED and WELL can be used together to define superior spaces and buildings.

Page 12: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Motivations● Green building is based on the need to

differentiate spaces, buildings, and places.

● Emissions reduction and environmental protection are fundamental to green building

● Health and well-being have increased in relative importance over the last five years

Page 13: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

LEEDFamily of tools used in more than 100 countries for:

● Building Design & Construction

● Interior Design & Construction

● Operations & Maintenance

● Neighborhoods

● Cities & Communities

Project Type

Ownership

Page 14: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

LEED Goals & Categories

Page 15: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

WELLFamilies of tools for:

● Interior spaces

● Whole buildings

● Portfolios

● Communities

Page 16: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

“Code+”LEED frequently establishes “code+” criteria, such as:

● ASHRAE 90.1: exceeding ASHRAE requirements between 5% and >45%

● ASHRAE 55: meeting and exceeding thermal comfort requirements

● ASHRAE 62: exceeding code-required minimum ventilation rates to promote indoor air quality.

Page 17: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

WELL also uses “code+” criteria:

● LEED v4 BD&C EQ Credit: demonstration of total VOC levels less than 500 μg/m³.

● LEED v4 BD&C EQ Credit: ventilation systems for outdoor air with particle filters to have a MERV of 13 or higher or Class F7 or higher (CEN Standard EN 779-2002) particle air filters.

● ASHRAE 62: enhanced ventilation rates beyond minimum code requirements.

“Code+”

Page 18: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Drives market transformation for energy efficiency

Performance Above Code“Code+”

Page 19: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#3 Future of Green Building

Page 20: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Challenges1. Limits of codes: Complex relationships between intention,

expectations, and measurable outcomes

2. Business model evolution: Digital transformation from practice-based documentation to operational performance

3. The universal denominator: Occupancy and space utilization are used to measure the intensity of environmental impacts, space productivity, and more

Page 21: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#1 Limits of Code● Building codes provide “cost effective”

recommendations based on standardized, modeled conditions

● Limits to “code+” rationale, especially at high levels

● Disconnection from operational performance measures

Page 22: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Complex criteria and multiple objectives make it difficult to align code intent and measured outcomes.

Parameters

Page 23: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Code emphasizes intention and real world experience varies significantly.

Experience

Page 24: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

A sample of office environments managed by the U.S. General Services Administration, analyzed by Carnegie Mellon University.

Page 25: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Arlington, VA Vancouver, BC London, UK

Expectations - Energy

Decision makers want outcomes, not intentions.

Page 26: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Expectations - Health

Health for…● Tenants● Staff● Neighbors● Supply chain● Society

Source: Kats (2010)

Page 28: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#2 Business Model Evolution● After 25 years of green building practice, operational performance

is complementing and sometimes replacing documentation

● This evolution eliminates the “performance gap”

● Streamlines certification process

Page 29: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

29

Evolution of Practice2000 2009 2019

Page 30: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

30

2000 2009 2019

100%Documentation

50% Documentation50% Performance Data

90% Performance Data

Recertification

Certification

State of Practice Today

Page 31: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

ArcPerformanceScore

Powering LEED v4.1 O+M and LEED Recertification

Page 32: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#3 Universal Denominator

● The shift to operational performance has increased attention to spatial and temporal dynamics of building operation

● Building occupancy is used to calculate energy use/occupant, commuting emissions/day, waste/occupant, water use/occupant....

● In these equations, the numerator is dynamic (energy, water, waste, transportation), but the denominator is often relatively static (e.g., average or design occupancy)

Page 33: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Occupancy as a “Normalizer”

● Environmental impact intensity → impact per occupant

● Performance Scores for LEED v4.1 use GHG/occupant, water consumption/occupant, waste/occupant, more

● BUT occupancy is uncertain and highly dynamic

Source: JLL (2019)

Page 34: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

1. Linking metrics: connecting design and operations 2. Matching the grain: matching the spatial and temporal

resolution of energy and space utilization3. Smart recommendations: context-specific, timely calls

to action

Opportunities

Page 35: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#1 Linking Metrics

Page 36: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Lots of Data. Little Alignment.

Building Codes Peer Benchmarks Meters and Points

Page 37: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Opportunity: Align design and operation metrics. Use measurable metrics in design. Use technology to make more design metrics measurable.

Challenge & Opportunity

Challenge: Design and operational metrics are fragmented and fundamentally difficult to compare. This makes performance evaluation slow and difficult.

Page 38: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#2 Matching the Grain

Page 39: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Monthly Energy & Emissions

Periodic Occupant Experience

Practice

Page 40: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Dynamic Emissions Intensity Dynamic Occupancy & CO2

Reality

Left: California ISORight: Maastricht University/General Services Administration

Daily

Pea

k CO

2 (p

pm)

Occupied Hours

Daily

Pea

k CO

2 (p

pm)

Page 41: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Opportunity: Express design expectations over measurable spatial and temporal scales. Design sampling and sensor deployments to connect measurements.

Challenge & Opportunity

Challenge: Energy, occupancy, and experience are closely connected. BUT, data are usually collected over incompatible spatial and temporal scales.

Page 42: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

#3 Actionable Insights

Page 43: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Impressive DataMax hourly carbon dioxide level, in parts per million, from 402 spaces, 21 buildings, 4 countries, 2 years. Sp

aces

Time (in days, from 2014-2015)

Page 44: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Actionable Insights

Page 45: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Actionable Insights

Open a window Replace the filter Check the pressure

Page 46: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Actionable Insights

Open a window Replace the filter Check the pressure

Page 47: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Calls to Action

Page 48: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Green building has a mission: 1. Create better spaces,

buildings, and places.2. Better spaces, buildings and

places benefit people and the environment.

Where are we going?

Page 49: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Partner with us to make it faster, easier, and cheaper to create and manage better spaces, buildings, and places with:

1. New technology to collect and manage real world data2. New ways to understand and score operational data3. New ways to generate place-based, context-specific recommendations

We can create global market opportunities for partners.

How can you help?

Page 50: July 2019 Sensor applications with LEED and WELLarpa-e.energy.gov/sites/default/files/4. FINAL Pyke ARPA-E SENSOR 2019 REV.pdfGreen building is based on the need to differentiate spaces,

Contact Chris Pyke, Ph.D.SVP, [email protected]

How can you learn more?Explore ArcSkoru.comUSGBC.orgGRESB.com

Follow @chrispyke@ArcSkoru@USGBC