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 | May 25, 2021

International Energy Agency lays out roadmap to net zero

Focus is on energy generation, but building efficiency also plays a role.

Codes and Standards | May 24, 2021

Biden Administration will make new investments in building energy efficiency

Focus on grid-interactive buildings; Energy Star expansion; new targets for energy, water reduction.

Codes and Standards | May 20, 2021

Solar panel trade group issues guidelines to rid use of components built with forced labor

Growing concern that PV industry is dependent on work camps in China.

Codes and Standards | May 19, 2021

Smart electric panels can aid transition to renewable energy

Allow customers better control of circuits; utilities can better manage demand.

Codes and Standards | May 18, 2021

Cross-laminated timber performs better than expected in shear test

Tests conducted in support of new criteria for design of CLT diaphragm.

Codes and Standards | May 13, 2021

LEED-certified federal buildings don’t use less energy than average

May be due to trade-offs on how score is developed.

Codes and Standards | May 12, 2021

White paper examines how to reduce pathogen transmission in ventilation

Pressure barriers and airflow distribution can be effective in existing buildings.

Codes and Standards | May 11, 2021

Pressure builds on White House to rein in cost of lumber

Spike in prices has added nearly $36,000 to price of average new home.

Codes and Standards | May 11, 2021

Residential codes should be upgraded to protect from cooking pollutants

Report examines ventilation standards, calls for increased public awareness of issue.

boombox1
boombox2
native1

More In Category




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