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

Sustainability | Jul 19, 2023

California lawmakers approve governor’s plan to accelerate green construction

California lawmakers recently approved Gov. Gavin Newsom’s infrastructure streamlining plan that aims to accelerate clean energy and infrastructure projects.

Codes and Standards | Jul 19, 2023

Office leasing in major markets by financial services firms rebounds to pre-pandemic norms

Though the pandemic led to reductions in office leasing by financial services firms in gateway markets, a recent report by JLL found a notable leasing resurgence by those firms.

Codes and Standards | Jul 17, 2023

Outdated federal rainfall analysis impacting infrastructure projects, flood insurance

Severe rainstorms, sometimes described as “atmospheric rivers” or “torrential thunderstorms,” are making the concept of a “1-in-100-year flood event” obsolete, according to a report from First Street Foundation, an organization focused on weather risk research. 

Sponsored | Fire and Life Safety | Jul 12, 2023

Fire safety considerations for cantilevered buildings [AIA course]

Bold cantilevered designs are prevalent today, as developers and architects strive to maximize space, views, and natural light in buildings. Cantilevered structures, however, present a host of challenges for building teams, according to José R. Rivera, PE, Associate Principal and Director of Plumbing and Fire Protection with Lilker.

Codes | Jul 10, 2023

Water Demand Calculator outperforms traditional plumbing codes for energy, carbon, and water savings

Using IAPMO’s Water Demand Calculator tool can result in energy, carbon, and water savings as compared to using traditional plumbing specification methods in plumbing codes, according to a study by Arup.

Contractors | Jun 30, 2023

Construction industry task force aims for standardized carbon reporting

A newly formed Associated General Contractors of America (AGC) task force on decarbonization and carbon reporting will address the challenges around reporting and reducing carbon emissions in the construction industry.

Standards | Jun 30, 2023

New ASHRAE standard aims to reduce disease transmission risk in indoor spaces

ASHRAE Standard 241, Control of Infectious Aerosols establishes minimum requirements to reduce the risk of disease transmission by exposure to infectious aerosols in new buildings, existing buildings, and major renovations. Infectious aerosols are tiny, exhaled particles that can carry pathogens that cause infections or disease.

Affordable Housing | Jun 27, 2023

Racial bias concerns prompt lawmakers to ask HUD to ban biometric surveillance, including facial recognition

Two members of the U.S. House of Representative have asked the Department of Housing and Urban Development to end the use of biometric technology, including facial recognition, for surveillance purposes in public housing. 

Standards | Jun 26, 2023

New Wi-Fi standard boosts indoor navigation, tracking accuracy in buildings

The recently released Wi-Fi standard, IEEE 802.11az enables more refined and accurate indoor location capabilities. As technology manufacturers incorporate the new standard in various devices, it will enable buildings, including malls, arenas, and stadiums, to provide new wayfinding and tracking features.

Contractors | Jun 26, 2023

Most top U.S. contractors rarely deliver projects on time: new study

About 63% of leading U.S. contractors are delivering projects out of schedule, according to a survey of over 300 C-suite executives and owners in the construction industry by XYZ Reality. The study implies that the industry is struggling with significant backlogs due, in part, to avoidable defects, scan, and rework. 

boombox1
boombox2
native1

More In Category

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