flexiblefullpage
billboard
interstitial1
catfish1
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

| Jan 28, 2014

2014 predictions for skyscraper construction: More twisting towers, mega-tall projects, and 'superslim' designs

Experts from the Council on Tall Buildings and Urban Habitat release their 2014 construction forecast for the worldwide high-rise industry. 

| Jan 23, 2014

Adrian Smith + Gordon Gill-designed Federation of Korean Industries tower opens in Seoul [slideshow]

The 50-story tower features a unique, angled building-integrated photovoltaic (BIPV) exterior designed to maximize the amount of energy collected.

| Jan 13, 2014

Custom exterior fabricator A. Zahner unveils free façade design software for architects

The web-based tool uses the company's factory floor like "a massive rapid prototype machine,” allowing designers to manipulate designs on the fly based on cost and other factors, according to CEO/President Bill Zahner.

| Jan 13, 2014

AEC professionals weigh in on school security

An exclusive survey reveals that Building Teams are doing their part to make the nation’s schools safer in the aftermath of the Sandy Hook tragedy.

| Jan 10, 2014

Special Report: K-12 school security in the wake of Sandy Hook

BD+C's exclusive five-part report on K-12 school security offers proven design advice, technology recommendations, and thoughtful commentary on how Building Teams can help school districts prevent, or at least mitigate, a Sandy Hook on their turf.

| Jan 9, 2014

How security in schools applies to other building types

Many of the principles and concepts described in our Special Report on K-12 security also apply to other building types and markets.

| Jan 9, 2014

16 recommendations on security technology to take to your K-12 clients

From facial recognition cameras to IP-based door hardware, here are key technology-related considerations you should discuss with your school district clients.

| Jan 6, 2014

What is value engineering?

If you had to define value engineering in a single word, you might boil it down to "efficiency." That would be one word, but it wouldn’t be accurate.

| Dec 23, 2013

MBI commends start of module setting at B2, world's tallest modular building

The first modules have been set at B2 residential tower at Atlantic Yards in New York, set to become the tallest modular building in the world.

| Dec 13, 2013

Safe and sound: 10 solutions for fire and life safety

From a dual fire-CO detector to an aspiration-sensing fire alarm, BD+C editors present a roundup of new fire and life safety products and technologies. 

boombox1
boombox2
native1

More In Category

Geothermal Technology

Rochester, Minn., plans extensive geothermal network

The city of Rochester, Minn., home of the famed Mayo Clinic, is going big on geothermal networks. The city is constructing Thermal Energy Networks (TENs) that consist of ambient pipe loops connecting multiple buildings and delivering thermal heating and cooling energy via water-source heat pumps.




Great Solutions

41 Great Solutions for architects, engineers, and contractors

AI ChatBots, ambient computing, floating MRIs, low-carbon cement, sunshine on demand, next-generation top-down construction. These and 35 other innovations make up our 2024 Great Solutions Report, which highlights fresh ideas and innovations from leading architecture, engineering, and construction firms.

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