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

Codes and Standards | Sep 29, 2016

Dept. of Energy forecasts big jump in LED use, resulting energy savings

Big gains are expected in both commercial and residential markets.

Codes and Standards | Sep 28, 2016

San Francisco commercial, multifamily regulations aim to reduce traffic volume

City planners will require design features to cut miles driven.

Codes and Standards | Sep 28, 2016

Society of Landscape Architects releases guide to resilient design

The goal is to retrofit communities to better withstand extreme weather events.

Codes and Standards | Sep 22, 2016

Construction firms pulling back from federal market due to new reporting rules

‘Subjective, very vague’ policies  are said to create too much risk.

Codes and Standards | Sep 21, 2016

Airbnb presents legal liability for multifamily owners

How building owners can reduce risks.

Codes and Standards | Sep 21, 2016

Healthy buildings becoming a key design priority for both architects and building owners

Nationwide survey finds nearly three of four architects cite health impacts influencing design decisions

Data Centers | Sep 19, 2016

New ANSI/ASHRAE data center standard is performance-based, more flexible

The aim of the standard was to ‘not stifle innovation.’

Codes and Standards | Sep 16, 2016

Calm weather tidal flooding impacting several communities on East and Gulf Coasts

Local officials face the prospect of costly mitigation projects.

Codes and Standards | Sep 15, 2016

OSHA appoints new director for its construction directorate

The forty-year industry veteran has been a GC and business owner.

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