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

Sika Sarnafil launches sustainable roofing resource website SustainabilityThatPays.com

Sika Sarnafil, the worldwide market leader in thermoplastic roofing and waterproofing membranes, today launched a new web site dedicated to supporting sustainability principals and environmentally responsible building. The streamlined site, SustainabilityThatPays.com &http://www.SustainabilityThatPays.com>  provides the building owner with critical information on selecting roofing and waterproofing systems...

| Aug 11, 2010

Prism-shaped design unveiled for five-star hotel in Saudi Arabia

Goettsch Partners has been commissioned by Saudi Oger Ltd. to design a new five-star, 214-key business hotel in the King Abdullah Financial District in Riyadh, Saudi Arabia. As a design-build assignment, Saudi Oger is serving as the contractor, selected by developer Rayadah Investment Company. The project is sited on Parcel 1.08, one of the first 10 parcels currently under development in the massive new master-planned district.

| Aug 11, 2010

Data center construction costs are down, according to a study by Environmental Systems Design

The current economic crisis has an up-side for owners of mission-critical facilities: On average, it costs less today to construct a new data center than it did in late 2007, according to a study by Environmental Systems Design (ESD). ESD found that the prices of feeder and cable have dropped by more than half, major data center equipment by 12%, labor and materials by 19.6%, and shipping and handling by 15% from the fourth quarter of 2007 to July 15, 2009.

| Aug 11, 2010

9 rooftop photovoltaic installation tips

The popularity of rooftop photovoltaic (PV) panels has exploded during the past decade as Building Teams look to maximize building energy efficiency, implement renewable energy measures, and achieve green building certification for their projects. However, installing rooftop PV systems—rack-mounted, roof-bearing, or fully integrated systems—requires careful consideration to avoid damaging the roof system.

| Aug 11, 2010

USGBC’s Greenbuild 2009 brings global ideas to local main streets

Save the planet with indigenous knowledge. Make permanent water part of your life. Dive deep water for clues to environmental success.  Connect site selection to successful creative concepting. Explore the unknown with Discovery Channel’s best known guide. These are but a few of the big ideas participants can connect to at USGBC’s Greenbuild International Conference and Expo, taking place on November 11-13, 2009 in Phoenix, Ariz.

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