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

| May 31, 2013

Tax break proposal for $1.5 billion expansion of Minnesota’s Mall of America advances

The Minnesota Legislature approved tax breaks worth $250 million for a $1.5 billion project that would double the size of the Mall of America in Bloomington, Minn.

| May 31, 2013

Debate in the Northwest over how to apply lessons of net-zero construction in codes

Success in constructing net-zero homes in the Northwest has sparked debate over how far green codes should go.

| May 28, 2013

Fire Chiefs Assn., IBHS call for federal legislation to encourage states to adopt, enforce building codes

The International Association of Fire Chiefs (IAFC) and the Insurance Institute for Business & Home Safety (IBHS) are asking Congress to enact the Safe Building Code Incentive Act (SBCIA), which provides financial incentives for states to adopt and enforce building codes.

| May 28, 2013

Proposal to water down Las Vegas green building code draws criticism

A proposed bill before the Las Vegas City Council would allow any building built before 2009 undergoing a renovation to only have to meet the energy code requirements at the time of initial construction, not the current, stricter guidelines.

| May 28, 2013

Mazria: ‘No need for new power plants to meet growth in buildings sector’

A new analysis of federal data shows that the U.S. buildings sector has made enormous strides in efficiency over the last six years—potentially eliminating the need to build any new power plants to support growth in the sector through 2030.

| May 27, 2013

Support increasing in Ontario to change codes to allow taller wood frame construction

Developers and home builders are asking the Ontario government to change the building code to allow construction of six-story wood frame buildings.

| May 27, 2013

'JUST' label aims to assess social justice on building material manufacturers

At the Living Future's annual conference in May, Jason McLennan, and architecture firm BNIM founder Bob Berkebile launched the JUST label, an extension of the Declare label that addresses social justice and equity issues.

| May 27, 2013

Bipartisan legislation filed to revamp EPA lead rule

Bipartisan legislation has been introduced in the U.S. House of Representatives to reform the Environmental Protection Agency's (EPA) Lead: Renovation, Repair and Painting (LRRP) Rule.

| May 27, 2013

Bill would mandate contractors use subs identified in bids on federal projects

Rep. Carolyn Maloney (D-N.Y.) filed a bill in May that would require prime contractors that bid on federal construction projects over $1 million to list each subcontractor they plan to use for $100,000 or more of work.

| May 27, 2013

Maryland law on codes for wind resistance will take effect in October

The Insurance Institute for Business & Home Safety says that Maryland citizens will be safer due to legislation passed by the legislature and signed into law by Gov. Martin O’Malley.

boombox1
boombox2
native1

More In Category


Reconstruction & Renovation

Movement to protect historic buildings raises sharp criticism

While the movement to preserve historic buildings has widespread support, it also has some sharp critics with well-funded opposition groups springing up in recent years. Some opponents are linked to the Stand Together Foundation, founded and bankrolled by the Koch family’s conservative philanthropic organization, according to a column in Governing magazine.



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