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 | Sep 6, 2018

Coalition of mayors around the globe pledge net-zero buildings by 2030

New construction to produce as much energy as it consumes.

Codes and Standards | Sep 5, 2018

New White Paper on Metal Panel Fire Safety Released

Has detailed information for insulation, fire safety requirements in U.S., other countries.

Codes and Standards | Aug 31, 2018

Trade war could make adaptive reuse more attractive

Higher cost of building materials could make rehab a better financial bet.

Codes and Standards | Aug 30, 2018

Metrics should guide strategy for schools seeking LEED certification

Assessing current status helps direct where improvements can have greatest impact.

Codes and Standards | Aug 29, 2018

The 2018 IAPMO solar and swimming pool codes now available

For installation and inspection of public and private swimming pools, spas, and hot tubs.

Codes and Standards | Aug 28, 2018

New York’s green roof program needs reform

Despite incentives, few owners add vegetative roofs.

Codes and Standards | Aug 23, 2018

Cities promote deconstruction of old homes with mixed results

Market factors complicate efforts to recycle material from old structures.

Codes and Standards | Aug 22, 2018

Oregon is first state to change building code to allow tall mass timber buildings

Statewide alternate method allows early technical consideration and approval.

Codes and Standards | Aug 21, 2018

First mass timber panel made from structural composite lumber gets APA certification

Said to be much more cost effective than CLT options.

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