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

| Sep 7, 2012

Twenty years later, Florida contractors cite Hurricane Andrew as construction game-changer

Remarking on the 20th anniversary of Hurricane Andrew, which devastated south Florida; contractors are noting the storm’s impact on their industry—including the state’s adoption of tougher building codes.

| Sep 7, 2012

At risk for nine types of natural disasters, Texas trails most coastal states on building codes

Texas has the most diverse weather risk in the country, with exposure to nine different types of natural disasters.

| Aug 30, 2012

OSHA plans new crane-safety standards for demolition and underground work

The new rule will streamline OSHA’s standards by eliminating the separate cranes and derricks standard currently used for underground and demolition work.

| Aug 30, 2012

Federal government cancels defense contracts worth $2.15 billion

This action may foreshadow federal spending cuts scheduled for year's end if Congress takes no action on the federal budget.

| Aug 30, 2012

Public comment period is open for CRRC-1 standard

The CRRC-1 standard covers specimen preparation and test methods for measuring the initial and aged solar reflectance and thermal emittance of roofing products.

| Aug 30, 2012

LEED system's footprint reaches 2 billion sf, with 7 billion sf in the pipeline

About 7 billion more sf of commercial space is expected in the pipeline.

| Aug 30, 2012

Georgia drops LEED wood source standard on state projects

Currently, LEED green building standards only accept timber products certified by the Forest Stewardship Council (FSC).

| Aug 21, 2012

AGC offers second edition of the Federal Government Contractor: Ethics & Compliance Programs manual

This publication helps contractors appreciate the grounds for an alleged violation of the expected standards of business conduct and ethics, and to develop, implement, and document an effective ethics and compliance program.

| Aug 21, 2012

Federal Safe Building Code Incentive Act’s bipartisan support, no notable objection, bodes well for passage

The Safe Building Code Incentive Act would give states a little extra post-disaster federal funding if they enacted and enforced nationally recognized building codes for businesses and residences before disaster strikes.

| Aug 16, 2012

New York’s Barclays Center project accused of ignoring noise, pollution regulations

Construction crews racing to finish the Brooklyn Barclays Center are ignoring strict regulations to reduce noise and pollution, a new report by critics has found.

boombox1
boombox2
native1

More In Category



Codes and Standards

New FEMA rules include climate change impacts

FEMA’s new rules governing rebuilding after disasters will take into account the impacts of climate change on future flood risk. For decades, the agency has followed a 100-year floodplain standard—an area that has a 1% chance of flooding in a given year.


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