flexiblefullpage -
billboard - default
interstitial1 - interstitial
catfish1 - bottom
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

| Feb 9, 2012

Initiative to sell off under-used federal property gaining momentum

The bill is similar to a White House planto cut $8 billion worth of building costs by the end of the 2012 fiscal year, and to establish a panel to identify other sites worth selling or donating to nonprofits or state and local governments.

| Feb 9, 2012

Computer tool helps engineers design roof cladding using Canada's building code

Easier to design roof cladding that can withstand winds in a given area. 

| Feb 9, 2012

Webinar focuses on lessons learned from LEED-certified industrial project

This case study will focus on strategies used to save the client money, achieve certification, and effectively market success once the project was complete.

| Feb 9, 2012

Rapid growth of zero energy buildings expected

Much of that growth will be in the European Union, where near-zero energy buildings are mandated by 2019 for public buildings, and by 2021 for all construction.

| Feb 9, 2012

Stiffer OSHA fines put strain on Kansas contractors

A fine for a violation that once cost between $750 and $1,200 now runs $7,000 or more per incident, according to a state industry association official.

| Feb 9, 2012

Webinar focuses on lessons learned from LEED-certified industrial project

A Construction Specifications Institute webinar will focus on the lessons learned through the design and construction of a LEED-certified industrial project, Better Living Mill Shop, the first industrial building in Central Virginia to earn LEED certification.

| Feb 8, 2012

California likely to eliminate redevelopment agencies

Leaders of California cities had been trying to fashion a compromise with lawmakers after the state Supreme Court ruled the state had the authority to eliminate the agencies and use their property tax money for local services.

| Feb 8, 2012

Project aimed at economical seismic retrofits on historic Memphis structures

The group will develop a low-cost seismic retrofit model that would benefit aging brick-and-mortar structures. It involves bolting steel brackets to existing wooden floor and ceiling joists.

| Feb 8, 2012

Houston signs on to Better Buildings Challenge

The challenge has about $4 billion in federal and private-sector funds, which it will use for building energy upgrades nationwide in the next two years.

boombox1 - default
boombox2 -
native1 -

More In Category


MFPRO+ News

ENERGY STAR NextGen Certification for New Homes and Apartments launched

The U.S. Environmental Protection Agency recently launched ENERGY STAR NextGen Certified Homes and Apartments, a voluntary certification program for new residential buildings. The program will increase national energy and emissions savings by accelerating the building industry’s adoption of advanced, energy-efficient technologies, according to an EPA news release. 



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