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 10, 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 | Jan 18, 2022

Greater emphasis on building materials needed to achieve net-zero carbon offices

Engineered wood, straw, and bamboo can be keys to achieving goal.

Codes and Standards | Jan 17, 2022

AISC seeks comments on draft earthquake standard for steel buildings

Includes new limits for cross-sectional slenderness of steel columns based on latest research.

Codes and Standards | Jan 12, 2022

California’s wildfire building code significantly reduces structural loss

As other states consider upgrading their codes, Golden State provides useful model.

Codes and Standards | Jan 12, 2022

Regulator holding back climate-friendly, energy-saving equipment deployment, critics say

Heat pumps, solar power could be made more accessible for low-income communities in Massachusetts.

Codes and Standards | Jan 11, 2022

Cost hikes drive nearly one million renters out of homeownership qualification in 2021

Household income needed to pay a mortgage rose to $62,872 from $55,186.

Codes and Standards | Jan 10, 2022

New ratings services focus on climate risk for homeowners

Efficacy of models used in risk assessment varies.

Codes and Standards | Jan 6, 2022

Virginia contractors having a tough time finding diverse subs to meet state goals

Survey of primes may indicate similar issues at federal level.

Codes and Standards | Jan 5, 2022

Boston drops parking requirements for affordable housing

Measure expected to spur new projects.

Codes and Standards | Jan 4, 2022

Dept. of Energy Better Climate Challenge aims for 50% GHG emission reduction by 2030

Program offers technical assistance and peer-to-peer knowledge sharing.

Codes and Standards | Jan 4, 2022

Architects at New York firm take steps to unionize

Support for unionization reported at two other New York firms.

boombox1
boombox2
native1

More In Category

Sustainability

Grimshaw launches free online tool to help accelerate decarbonization of buildings

Minoro, an online platform to help accelerate the decarbonization of buildings, was recently launched by architecture firm Grimshaw, in collaboration with more than 20 supporting organizations including World Business Council for Sustainable Development (WBCSD), RIBA, Architecture 2030, the World Green Building Council (WorldGBC) and several national Green Building Councils from across the globe.




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