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

| Jun 14, 2013

Purdue, industry partners test light steel framing for seismic safety

A partnership of leading earthquake engineering researchers from top U.S. and Canadian universities and design professionals from the steel industry have begun the final phase of a three-year project to increase the seismic safety of buildings that use lightweight cold-formed steel for their primary beams and columns. 

| Jun 11, 2013

Finnish elevator technology could facilitate supertall building design

KONE Corporation has announced a new elevator technology that could make it possible for supertall buildings to reach new heights by eliminating several problems of existing elevator technology. The firm's new UltraRope hoisting system uses a rope with a carbon-fiber core and high-friction coating, rather than conventional steel rope.

| Jun 4, 2013

SOM research project examines viability of timber-framed skyscraper

In a report released today, Skidmore, Owings & Merrill discussed the results of the Timber Tower Research Project: an examination of whether a viable 400-ft, 42-story building could be created with timber framing. The structural type could reduce the carbon footprint of tall buildings by up to 75%.

| May 30, 2013

5 tips for running a successful BIM coordination meeting

BIM modeling tools are great, but if you can't run efficient, productive coordination meetings, the Building Team will never realize the benefits of true BIM coordination. Here are some helpful tips for making the most of coordination meetings.

| May 28, 2013

LED lighting's risks and rewards

LED lighting technology provides unique advantages, but it’s also important to understand its limitations for optimized application.

| May 20, 2013

4 emerging trends in parking structure design

Survey of parking professionals reveals how technology is transforming the parking industry.

| May 17, 2013

5 things AEC pros need to know about low-e glass

Low-emissivity glasses are critical to making today’s buildings brighter, more energy-efficient, and more sustainable. Here are five tips to help AEC professionals understand the differences among low-e glasses and their impact on building performance.

| May 17, 2013

University labs double as K-12 learning environments

Increasingly, college and university research buildings are doing double duty as homes for K-12 STEM programs. Here’s how to create facilities that captivate budding scientists while keeping faculty happy.

| May 14, 2013

Advanced turbines generate 6X more energy than conventional models

US-based wind energy company SheerWind just unveiled the INVELOX – a tunnel-based wind turbine that can produce up to 600% more power than traditional wind turbines.

| May 8, 2013

Preventable curtain wall failures - AIA/CES course

In many cases, curtain wall failures are caused by fairly simple errors that occur during the fabrication and installation process. This presentation will highlight common errors and when they typically occur.

boombox1
boombox2
native1

More In Category

Curtain Wall

7 steps to investigating curtain wall leaks

It is common for significant curtain wall leakage to involve multiple variables. Therefore, a comprehensive multi-faceted investigation is required to determine the origin of leakage, according to building enclosure consultants Richard Aeck and John A. Rudisill with Rimkus. 


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.



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