flexiblefullpage -
billboard - default
interstitial1 - interstitial
catfish1 - bottom
Currently Reading

Machine learning could help buildings notify occupants about critical systems failures before they happen

Building Technology

Machine learning could help buildings notify occupants about critical systems failures before they happen

Data from sensors built into HVAC units paired with a machine learning algorithm predicted 76 out of 124 real faults for an Italian hospital.


By David Malone, Associate Editor | January 30, 2017

Pixabay Public Domain

Artificial intelligence doesn’t always get the best wrap. From fictional takes on the technology such as Skynet, from The Terminator series, destroying the world and Westworld’s new foreboding take on AI, to Stephen Hawking’s very real warning that artificial intelligence could end mankind, AI certainly doesn’t get as much love as other novel forms of technology like augmented reality or drones.

That doesn’t mean, however, AI isn’t currently being used for very useful applications. For example, a software firm based in Milan, Italy has been attempting to use machine learning algorithms to help buildings predict when their critical systems are about to fail.

According to newscientist.com, CGnal recently analyzed a year’s worth of data, such as temperature, humidity, and electrical use, from heating and ventilation units in an Italian hospital. The data related to appliances in operating theaters, first aid rooms, and corridors.

The firm then trained a machine learning algorithm on data from the first half of 2015 and looked for differences in the readings of similar appliances. When it was tested on data from the second half of the year, the system predicted 76 out of 124 real faults, including 41 out of 44 where an appliance’s temperature rose above tolerable levels, with a false positive rate of 5%, newscientist.com reports.

Augury, a start-up based in the United States, is also experimenting with machine learning. The company uses acoustic sensors that they install in machines to listen for audible changes in function in order to achieve the same result of predictive monitoring. So far, Augury has used the technology to diagnose machines in facilities such as hospitals, power plants, data centers, and a university campus.

By predicting these issues before they occur, facilities could be fixed before a crash ever occurs, saving time and money.

Related Stories

| Aug 11, 2010

Proposed EPA regulations threaten thousands of jobs, says Portland Cement Association

A proposed hazardous air pollutant regulation for the cement industry undermines the balance between environmental protection and economic viability, according to statements the Portland Cement Association (PCA) is issuing this week at a series of public hearings.

| Aug 11, 2010

Turner, Webcor, Hensel Phelps top BD+C's list of the 75 largest green contractors

With more than $3 billion in value of construction put in place for green buildings in 2008, Turner Construction tops BD+C’s ranking of the nation’s 75 largest green contractors, published as part of the Giants 300 report. Webcor Builders ($2.27 billion), Hensel Phelps Construction ($2.10 billion), The Whiting-Turner Contracting Co. ($1.97 billion), and Clark Group ($1.89 billion) round out the top five.

| Aug 11, 2010

Free waterproofing and roofing resource handbook available from American Hydrotech

American Hydrotech is now offering a waterproofing and roofing resource handbook for all architects and design community professionals. Topics include sustainable design, waterproof product specification, and proper installation techniques for use by building professionals in designing and waterproofing roof decks, plazas, vertical foundations, reflecting pools, and green roof applications. 

| Aug 11, 2010

World-Class Revival on Utah’s Capitol Hill

Since 1916, the Utah State Capitol building has served as the foundation of Utah’s government, housing the state legislature operations as well as the offices of the governor, attorney general, and treasurer. But after decades of wear and tear and numerous short-sighted modernization attempts, Utah’s rock was on the verge of crumbling.

| Aug 11, 2010

Installation work begins on Minnesota's largest green roof

Installation of the 2.5 acre green roof vegetation on the City-owned Target Center begins today. Over the course of two days a 165 ton crane will hoist five truckloads of plant material, which includes 900 rolls of pre-grown vegetated mats of sedum and native plants for installation on top of the arena's main roof.

| Aug 11, 2010

AASHE releases annual review of sustainability in higher education

The Association for the Advancement of Sustainability in Higher Education (AASHE) has announced the release of AASHE Digest 2008, which documents the continued rapid growth of campus sustainability in the U.S. and Canada. The 356-page report, available as a free download on the AASHE website, includes over 1,350 stories that appeared in the weekly AASHE Bulletin last year.

| Aug 11, 2010

'Flexible' building designed to physically respond to the environment

The ecoFLEX project, designed by a team from Shepley Bulfinch, has won a prestigious 2009 Unbuilt Architecture Design Award from the Boston Society of Architects. EcoFLEX features heat-sensitive assemblies composed of a series of bi-material strips. The assemblies’ form modulate with the temperature to create varying levels of shading and wind shielding, flexing when heated to block sunlight and contracting when cooled to allow breezes to pass through the screen.

| Aug 11, 2010

New book provides energy efficiency guidance for hotels

Recommendations on achieving 30% energy savings over minimum code requirements are contained in the newly published Advanced Energy Design Guide for Highway Lodging.   The energy savings guidance for design of new hotels provides a first step toward achieving a net-zero-energy building.

boombox1 - default
boombox2 -
native1 -

More In Category




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