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

Building Materials | Apr 22, 2024

Tacoma, Wash., investigating policy to reuse and recycle building materials

Tacoma, Wash., recently initiated a study to find ways to increase building material reuse through deconstruction and salvage. The city council unanimously voted to direct the city manager to investigate deconstruction options and estimate costs. 

Construction Costs | Apr 16, 2024

How the new prevailing wage calculation will impact construction labor costs

Looking ahead to 2024 and beyond, two pivotal changes in federal construction labor dynamics are likely to exacerbate increasing construction labor costs, according to Gordian's Samuel Giffin.

Codes and Standards | Apr 12, 2024

ICC eliminates building electrification provisions from 2024 update

The International Code Council stripped out provisions from the 2024 update to the International Energy Conservation Code (IECC) that would have included beefed up circuitry for hooking up electric appliances and car chargers.

Urban Planning | Apr 12, 2024

Popular Denver e-bike voucher program aids carbon reduction goals

Denver’s e-bike voucher program that helps citizens pay for e-bikes, a component of the city’s carbon reduction plan, has proven extremely popular with residents. Earlier this year, Denver’s effort to get residents to swap some motor vehicle trips for bike trips ran out of vouchers in less than 10 minutes after the program opened to online applications.

Laboratories | Apr 12, 2024

Life science construction completions will peak this year, then drop off substantially

There will be a record amount of construction completions in the U.S. life science market in 2024, followed by a dramatic drop in 2025, according to CBRE. In 2024, 21.3 million sf of life science space will be completed in the 13 largest U.S. markets. That’s up from 13.9 million sf last year and 5.6 million sf in 2022.

MFPRO+ News | Apr 12, 2024

Legal cannabis has cities grappling with odor complaints

Relaxed pot laws have led to a backlash of complaints linked to the odor emitted from smoking and vaping. To date, 24 states have legalized or decriminalized marijuana and several others have made it available for medicinal use.

Urban Planning | Apr 12, 2024

New York City’s safest year for pedestrians due to concerted effort of street redesign, speed restrictions

In 2023, New York City recorded its safest year for pedestrians since record-keeping began in 1910. In a city of 8.5 million people, 101 deaths were due to vehicles striking pedestrians, less than one-third the number of the early 1990s. New York City ramped up its efforts to make walking and biking safer in 2014 when the city reduced its speed limit to 25 miles per hour.

Codes and Standards | Apr 8, 2024

First federal blueprint to decarbonize U.S. buildings sector released

The Biden Administration recently released “Decarbonizing the U.S. Economy by 2050: A National Blueprint for the Buildings Sector,” a comprehensive plan to reduce greenhouse-gas (GHG) emissions from buildings by 65% by 2035 and 90% by 2050.

Green | Apr 8, 2024

LEED v5 released for public comment

The U.S. Green Building Council (USGBC) has opened the first public comment period for the first draft of LEED v5. The new version of the LEED green building rating system will drive deep decarbonization, quality of life improvements, and ecological conservation and restoration, USGBC says. 

Codes and Standards | Apr 8, 2024

Boston’s plans to hold back rising seawater stall amid real estate slowdown

Boston has placed significant aspects of its plan to protect the city from rising sea levels on the actions of private developers. Amid a post-Covid commercial development slump, though, efforts to build protective infrastructure have stalled.

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