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 | Apr 29, 2020

New York City tightens restrictions on construction during pandemic

Dept. of Buildings has issued more than 100 violations and stop-work orders.

Codes and Standards | Apr 28, 2020

ASHRAE, WELL panels to tackle revising standards to limit spread of viruses in buildings

Will examine ways to reduce infectious threats through building designs and operations.

Codes and Standards | Apr 24, 2020

Dept. of Labor issues guidance for respiratory protection during N95 shortage

Elastomeric respirators or powered, air-purifying respirators, and expired N95s are allowable alternatives

Codes and Standards | Apr 23, 2020

Group will create ecosystem for smart building data

Seven Finnish companies aim to integrate all technical systems into a single platform.

Codes and Standards | Apr 23, 2020

COVID-19 epidemic demonstrates value of flexible hospital space

Some rooms being repurposed for ICU care.

Codes and Standards | Apr 15, 2020

Embodied carbon footprint can be reduced by using conventional materials

High-SCM concrete, and cellulose and wood fiber insulation among the greener alternatives.

Coronavirus | Apr 13, 2020

COVID-19 alert: City conducts a 'virtual building inspection' to allow Starbucks and bank to open

Bothell, Wash., issues a certificate of occupancy to developer after inspecting the property online. 

Codes and Standards | Apr 13, 2020

Design competition focuses on reducing urban heat island effect

Cool Abu Dhabi aims to transform urban life in the Middle East.

Codes and Standards | Apr 13, 2020

What building science says about reducing COVID-19 transmission

Impact of temperature and relative humidity is unclear.

Codes and Standards | Apr 9, 2020

Owners retrofitting properties, monitoring performance during epidemic

Covid-19 outbreak may lead employers to reevaluate office commitments.

boombox1
boombox2
native1

More In Category

Warehouses

California bill would limit where distribution centers can be built

A bill that passed the California legislature would limit where distribution centers can be located and impose other rules aimed at reducing air pollution and traffic. Assembly Bill 98 would tighten building standards for new warehouses and ban heavy diesel truck traffic next to sensitive sites including homes, schools, parks and nursing homes.




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