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
| May 7, 2012
Best AEC Firms: MHTN Architects nine decades of dedication to Utah
This 65-person design firm has served Salt Lake City and the state of Utah for the better part of 90 years.
| May 7, 2012
2012 BUILDING TEAM AWARDS: Fort Belvoir Community Hospital
A new military hospital invokes evidence-based design to create a LEED-certified facility for the nation’s soldiers and their families.
| May 3, 2012
2012 BUILDING TEAM AWARDS: Rush University Medical Center
This fully integrated Building Team opted for a multi-prime contracting strategy to keep construction going on Chicago’s Rush University Medical Center, despite the economic meltdown.
| May 3, 2012
Ground broken for $94 million hospital expansion at Scripps Encinitas
New facility to more than double emergency department size, boost inpatient beds by 43%.
| Apr 30, 2012
Virginia Commonwealth unveils design for Arts Institution
Institute for Contemporary Art will serve as a catalyst for exhibitions, programs, research and collaboration.
| Apr 27, 2012
GreenExpo365.com to offer webinars on EPA’s WaterSense Program
Architects and builders interested in developing water-efficient buildings invited to attend free sessions featuring experts discussing water-efficient building practices.
| Apr 27, 2012
China Mobile selects Leo A Daly to design three buildings at its new HQ
LEO A DALY, in collaboration with Local Design Institute WDCE, wins competition to design Phase 2, Plot B, of Campus.
| Apr 26, 2012
Orange County, Fla. high school receives NAIOP “Public Development of the Year” award
School replacement designed by SchenkelShultz Architecture and constructed by Williams Co.
| Apr 25, 2012
Bubble skyscraper design aims to purify drinking water
The Freshwater Skyscraper will address the issue of increasing water scarcity through a process known as transpiration
| Apr 24, 2012
McLennan named Ashoka Fellow
McLennan was recognized for his work on the Living Building Challenge.