flexiblefullpage
billboard
interstitial1
catfish1
Currently Reading

Data collection, machine learning boost building efficiency

Codes and Standards

Data collection, machine learning boost building efficiency

Sensors, software algorithms squeeze out waste.


By Peter Fabris, Contributing Editor | May 3, 2018

A new approach to energy efficiency uses high tech tools to make many small adjustments rather than more costly tactics such as replacing big ticket items like windows and cooling equipment.

Startups including Carbon Lighthouse and Redaptive are using data collection and machine learning to make a building’s mechanical and electrical infrastructure use power more efficiently. Carbon Lighthouse has helped Tesla cut electricity use at the electric vehicle maker's headquarters by using sensors, data collection, software algorithms, and technical analysis.

Carbon Lighthouse engineers focused on two large cooling towers, two chillers, and some pumps at Tesla headquarters. They found an error in how two systems were communicating with each other.

They then figured out a way to run the three systems using less energy but producing the same amount of cooling. Commercial properties account for about one-third of U.S. power consumption, so reducing their usage—even in relatively small ways—on a large scale could significantly cut the nation’s power usage and carbon footprint.

Related Stories

| Feb 26, 2013

Proposed ASHRAE standard revisions would boost requirement for automatic lighting

Proposed changes to the ASHRAE/IES energy standard would require automatic lighting controls in more space types and shorten the times before lighting is automatically reduced or shut off.

| Feb 20, 2013

Bill would make all California state building codes free and open source

California Assembly Bill 292 would make the California Code of Regulations (including the Building Codes) open source.

| Feb 20, 2013

Pittsburgh’s Phipps Conservatory aims for three top green certifications

The $15 million Center for Sustainable Landscapes at Phipps Conservatory and Botanical Gardens in Pittsburgh, a net-zero facility, is applying for certification from three of the world's most stringent green rating systems—the Living Building Challenge, LEED Platinum, and the Sustainable Sites Initiative.

| Feb 20, 2013

ANSI/CRRC Cool Roof Standard has been approved

The Cool Roof Rating Council says the American National Standards Institute has given final approval of its ANSI/CRRC-1-2012 Standard after a two-year public review process.

| Feb 20, 2013

Group of West Coast civil engineers developing building standards for tsunamis

A group of civil engineers from around the western U.S. is developing additions to the building code to address the threat of a tsunami.

| Feb 20, 2013

Higher standards, efficiency programs keys to 40% energy usage reduction in commercial buildings since 1980

Commercial buildings have seen a drop in their energy intensity of more than 40% since 1980, according to a recent report from Bloomberg New Energy Finance and the Business Council for Sustainable Energy.

| Feb 12, 2013

Higher education institutions providing leadership on sustainability

More than 665 U.S. colleges and universities have publicly committed to pursue net-zero carbon emissions.

| Feb 12, 2013

ASHRAE publishes protocols for performance measurement

ASHRAE has published “Performance Measurement Procedures for Commercial Buildings: Best Practices Guide,” a how-to guide for continuously evaluating and improving the performance of commercial buildings throughout their service life.

| Feb 12, 2013

California resolves ADA inconsistencies with 2013 building code

The recently adopted 2013 California Building Code (CBC) revisions bring the state code in line with the federal Americans With Disabilities Act 2010.

| Feb 12, 2013

Bullitt Foundation says Living Building Challenge can only be met after code change

The 50,000 sf Bullitt Center in Seattle is being constructed to be the greenest, most energy-efficient commercial building in the world, and meet the ambitious goals of the Living Building Challenge.

boombox1
boombox2
native1

More In Category


Reconstruction & Renovation

Movement to protect historic buildings raises sharp criticism

While the movement to preserve historic buildings has widespread support, it also has some sharp critics with well-funded opposition groups springing up in recent years. Some opponents are linked to the Stand Together Foundation, founded and bankrolled by the Koch family’s conservative philanthropic organization, according to a column in Governing magazine.



halfpage1

Most Popular Content

  1. 2021 Giants 400 Report
  2. Top 150 Architecture Firms for 2019
  3. 13 projects that represent the future of affordable housing
  4. Sagrada Familia completion date pushed back due to coronavirus
  5. Top 160 Architecture Firms 2021