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

| Dec 2, 2011

What are you waiting for? BD+C's 2012 40 Under 40 nominations are due Friday, Jan. 20

Nominate a colleague, peer, or even yourself. Applications available here.

| Dec 2, 2011

Legrand joins White House initiative to spur energy efficiency in commercial buildings

Company agrees to aggressive energy savings and reporting.

| Dec 1, 2011

Ground broken on first LEED Platinum designed school house built by volunteers

Phoenix public school receives the generous gift of a state-of-the-art building for student and community use.

| Nov 29, 2011

Report finds credit crunch accounts for 20% of nation’s stalled projects

Persistent financing crunch continues to plague design and construction sector.

| Nov 22, 2011

Report finds that L.A. lags on solar energy, offers policy solutions

Despite robust training programs, L.A. lacks solar jobs; lost opportunity for workers in high-need communities.

| Nov 22, 2011

Saskatchewan's $1.24 billion carbon-capture project

The government of Saskatchewan has approved construction of the Boundary Dam Integrated Carbon Capture and Storage Demonstration Project.

| Nov 18, 2011

Centre for Interactive Research on Sustainability opens

Designed to exceed LEED Platinum, the Centre for Interactive Research on Sustainability (CIRS) is one of the most innovative and high performance buildings in North America today, demonstrating leading-edge green building design products, technologies, and systems.

| Nov 15, 2011

Suffolk Construction breaks ground on the Victor housing development in Boston

Project team to manage construction of $92 million, 377,000 square-foot residential tower.

| Nov 14, 2011

303 East 33rd Street building achieves LEED-NC

  The 165,000 sf 12-story residential building is the first green development to be LEED certified in the Murray Hill neighborhood of Manhattan.

| Nov 11, 2011

Streamline Design-build with BIM

How construction manager Barton Malow utilized BIM and design-build to deliver a quick turnaround for Georgia Tech’s new practice facility.

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