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
| Apr 24, 2012
AECOM design and engineering team realizes NASA vision for Sustainability Base
LEED Platinum facility opens at NASA Ames Research Center at California’s Moffett Field.
| Apr 20, 2012
Century-old courthouse renovated for Delaware law firm offices
To account for future expansion, Francis Cauffman developed a plan to accommodate the addition of an 8-story tower to the building.
| Apr 20, 2012
Registration open for Solar Power International 2012 in Orlando
President Bill Clinton to deliver keynote address at ?largest solar energy event in the Americas.
| Apr 19, 2012
HBD Construction names Steven Meeks vice president
Meeks will provide expertise for the company in its many diverse areas of construction projects including health care, senior living, education and retail.
| Apr 18, 2012
Positive conditions persist for Architecture Billings Index
The AIA reported the March ABI score was 50.4, following a mark of 51.0 in February; greatest demand is for commercial building projects.
| Apr 17, 2012
Princeton Review releases “Guide to 322 Green Colleges”
The guide profiles 322 institutions of higher education in the U.S. and Canada that demonstrate notable commitments to sustainability in their academic offerings, campus infrastructure, activities and career preparation.
| Apr 17, 2012
FMI report examines federal construction trends
Given the rapid transformations occurring in the federal construction sector, FMI examines the key forces accelerating these changes, as well as their effect on the industry.
| Apr 16, 2012
University of Michigan study seeks to create efficient building design
The result, the researchers say, could be technologies capable of cutting the carbon footprint created by the huge power demands buildings place on the nation’s electrical grid.
| Apr 16, 2012
Batson-Cook breaks ground on senior living center in Brunswick, Ga.
Marks the third Benton House project constructed by Batson-Cook.
| Apr 16, 2012
Drake joins EYP as science and technology project executive
Drake’s more than 30 years of diversified design and project delivery experience spans a broad range of complex building types.