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

Codes and Standards | Nov 8, 2019

New York City among the top hotel construction pipelines in the United States

Hotels presently under construction are at 102 projects/17,504 rooms.

Codes and Standards | Nov 7, 2019

Group focused on using AI for construction safety gains key members

Major contractors join partnership to share data to predict hazards, incidents.

Codes and Standards | Nov 6, 2019

Undisclosed ICC agreement with NAHB alleged to thwart more stringent efficiency codes

Homebuilders’ seats on ICC made it easier to block new provisions, report alleges.

Codes and Standards | Nov 4, 2019

ASHRAE releases new version of energy efficiency standard for buildings

Standard 90.1 includes revisions of envelope, lighting, HVAC provisions.

Codes and Standards | Oct 31, 2019

FEMA, ICC release updated guide on integrating I-Codes into floodplain management regulations

Provides advice on satisfying requirements for the National Flood Insurance Program.

Codes and Standards | Oct 30, 2019

ILFI releases new version of Living Building Challenge Framework for Affordable Housing

Document includes updated findings, case studies, new strategies for financing, designing, building affordable housing.

Codes and Standards | Oct 28, 2019

U.S. military demands landlords address health hazards in troop housing

Air Force threatens formal dispute process.

Codes and Standards | Oct 24, 2019

ASHRAE design contest winners demonstrate building resilience

Model building, a city hall, could operate without utility service for two weeks.

Codes and Standards | Oct 22, 2019

Efficient material design, low-carbon concrete are critical to cutting GHG emissions in construction

Enhancing building utilization and reusing materials also aid carbon reduction.

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