flexiblefullpage -
billboard - default
interstitial1 - interstitial
catfish1 - bottom
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

Building Tech | Mar 14, 2023

Reaping the benefits of offsite construction, with ICC's Ryan Colker    

Ryan Colker, VP of Innovation at the International Code Council, discusses how municipal regulations and inspections are keeping up with the expansion of off-site manufacturing for commercial construction. Colker speaks with BD+C's John Caulfield.

Student Housing | Mar 13, 2023

University of Oklahoma, Missouri S&T add storm-safe spaces in student housing buildings for tornado protection

More universities are incorporating reinforced rooms in student housing designs to provide an extra layer of protection for students. Storm shelters have been included in recent KWK Architects-designed university projects in the Great Plains where there is a high incidence of tornadoes. Projects include Headington and Dunham Residential Colleges at the University of Oklahoma and the University Commons residential complex at Missouri S&T.

AEC Innovators | Mar 3, 2023

Meet BD+C's 2023 AEC Innovators

More than ever, AEC firms and their suppliers are wedding innovation with corporate responsibility. How they are addressing climate change usually gets the headlines. But as the following articles in our AEC Innovators package chronicle, companies are attempting to make an impact as well on the integrity of their supply chains, the reduction of construction waste, and answering calls for more affordable housing and homeless shelters. As often as not, these companies are partnering with municipalities and nonprofit interest groups to help guide their production.

Modular Building | Mar 3, 2023

Pallet Shelter is fighting homelessness, one person and modular pod at a time

Everett, Wash.-based Pallet Inc. helped the City of Burlington, Vt., turn a municipal parking lot into an emergency shelter community, complete with 30 modular “sleeping cabins” for the homeless.

Multifamily Housing | Mar 1, 2023

Multifamily construction startup Cassette takes a different approach to modular building

Prefabricated modular design and construction have made notable inroads into such sectors as industrial, residential, hospitality and, more recently, office and healthcare. But Dafna Kaplan thinks that what’s held back the modular building industry from even greater market penetration has been suppliers’ insistence that they do everything: design, manufacture, logistics, land prep, assembly, even onsite construction. Kaplan is CEO and Founder of Cassette, a Los Angeles-based modular building startup.

Sustainability | Feb 8, 2023

A wind energy system—without the blades—can be placed on commercial building rooftops

Aeromine Technologies’ bladeless system captures and amplifies a building’s airflow like airfoils on a race car.

Multifamily Housing | Feb 3, 2023

HUD unveils report to help multifamily housing developers overcome barriers to offsite construction

The U.S. Department of Housing and Urban Development, in partnership with the National Institute of Building Sciences and MOD X, has released the Offsite Construction for Housing: Research Roadmap, a strategic report that presents the key knowledge gaps and research needs to overcome the barriers and challenges to offsite construction.

Healthcare Facilities | Jan 31, 2023

How to solve humidity issues in hospitals and healthcare facilities

Humidity control is one of the top mechanical issues healthcare clients face. SSR's Lee Nordholm, PE, LEED AP, offers tips for handling humidity issues in hospitals and healthcare facilities.

AEC Tech | Jan 27, 2023

Key takeaways from Autodesk University 2022

Autodesk laid out its long-term vision to drive digital collaboration through cloud-based solutions and emphasized the importance of connecting people, processes and data.

Mass Timber | Jan 27, 2023

How to set up your next mass timber construction project for success

XL Construction co-founder Dave Beck shares important preconstruction steps for designing and building mass timber buildings.

boombox1 - default
boombox2 -
native1 -

More In Category




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

Â