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 6, 2013
French concert hall includes integrated musical elements [VIDEO]
La Métaphone, a concert hall in Ognies, France, is a 1,980-sm facility with the unique characteristic of being a structural musical instrument. The solar-powered building incorporates musical elements in its walls, which can be played by musicians inside or outside the facility.
| Dec 5, 2013
Exclusive BD+C survey shows reaction to Sandy Hook tragedy
More than 60% of AEC professionals surveyed by BD+C said their firms experienced heightened interest in security measures from school districts they worked with.
| Nov 27, 2013
Wonder walls: 13 choices for the building envelope
BD+C editors present a roundup of the latest technologies and applications in exterior wall systems, from a tapered metal wall installation in Oklahoma to a textured precast concrete solution in North Carolina.
| Nov 27, 2013
University reconstruction projects: The 5 keys to success
This AIA CES Discovery course discusses the environmental, economic, and market pressures affecting facility planning for universities and colleges, and outlines current approaches to renovations for critical academic spaces.
| Nov 26, 2013
Construction costs rise for 22nd straight month in November
Construction costs in North America rose for the 22nd consecutive month in November as labor costs continued to increase, amid growing industry concern over the tight availability of skilled workers.
| Nov 19, 2013
Top 10 green building products for 2014
Assa Abloy's power-over-ethernet access-control locks and Schüco's retrofit façade system are among the products to make BuildingGreen Inc.'s annual Top-10 Green Building Products list.
| Nov 15, 2013
Greenbuild 2013 Report - BD+C Exclusive
The BD+C editorial team brings you this special report on the latest green building trends across nine key market sectors.
| Nov 15, 2013
Metal makes its mark on interior spaces
Beyond its long-standing role as a preferred material for a building’s structure and roof, metal is making its mark on interior spaces as well.
| Nov 14, 2013
Behind the build: BD+C's 'Pedia-Pod' modular pediatric patient unit at Greenbuild 2013 [slideshow]
Next week at Greenbuild, BD+C will unveil its demonstration pediatric patient unit, called Pedia-Pod. Here's a behind-the-scenes look at the construction of this unique modular structure.
| Nov 13, 2013
Installed capacity of geothermal heat pumps to grow by 150% by 2020, says study
The worldwide installed capacity of GHP systems will reach 127.4 gigawatts-thermal over the next seven years, growth of nearly 150%, according to a recent report from Navigant Research.