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

| Feb 12, 2014

First Look: Futuristic Silicon Valley campus designed to draw tech startups

The curved campus will consist of four different buildings, one exclusively for amenities like a coffee bar, bike shop, and bank.

| Feb 11, 2014

Adobe Photoshop update features new 3D printing capabilities

Available as part of an update to Photoshop Creative Cloud, the tool enables users to easily and reliably build, refine, preview, prepare, and print 3D designs.

| Feb 7, 2014

DOE, Autodesk team to overhaul the EnergyPlus simulation program

The update will allow a larger ecosystem of developers to contribute updates to the code in order to improve performance and decrease the time required to run energy model simulations.

| Feb 7, 2014

Zaha Hadid's 'white crystal' petroleum research center taking shape in the desert [slideshow]

Like a crystalline form still in the state of expansion, the King Abdullah Petroleum Studies and Research Center will rise from the desert in dramatic fashion, with a network of bright-white, six-sided cells combining to form an angular, shell-like façade.

| Feb 5, 2014

7 towers that define the 'skinny skyscraper' boom [slideshow]

Recent advancements in structural design, combined with the loosening of density and zoning requirements, has opened the door for the so-called "superslim skyscraper."  

| Feb 4, 2014

World's fifth 'living building' certified at Smith College [slideshow]

The Bechtel Environmental Classroom utilizes solar power, composting toilets, and an energy recovery system, among other sustainable strategies, to meet the rigorous performance requirements of the Living Building Challenge.

| Feb 4, 2014

Must see: Student housing complex made with recycled shipping containers

Architect Christian Salvati's new structure is just the first step in bringing shipping container construction to New Haven, Conn.

| Jan 30, 2014

What to expect in the metal building industry in 2014

Every year brings changes. This one won’t be any different. We’ll see growth in some areas, declines in others. Here’s a little preview of what we’ll be writing about 2014 when 2015 comes rolling in.

| Jan 28, 2014

White Paper: How metal buildings deliver long-term value to schools

A new white paper from Star Building Systems outlines the benefits of metal buildings for public and private school building projects.

| Jan 28, 2014

2014 predictions for skyscraper construction: More twisting towers, mega-tall projects, and 'superslim' designs

Experts from the Council on Tall Buildings and Urban Habitat release their 2014 construction forecast for the worldwide high-rise industry. 

boombox1
boombox2
native1

More In Category



Engineers

Navigating battery energy storage augmentation

By implementing an augmentation plan upfront, owners can minimize potential delays and unforeseen costs when augmentation needs to occur, according to Burns & McDonnell energy storage technology manager Joshua Crawford.


3D Printing

3D-printed construction milestones take shape in Tennessee and Texas

Two notable 3D-printed projects mark milestones in the new construction technique of “printing” structures with specialized concrete. In Athens, Tennessee, Walmart hired Alquist 3D to build a 20-foot-high store expansion, one of the largest freestanding 3D-printed commercial concrete structures in the U.S. In Marfa, Texas, the world’s first 3D-printed hotel is under construction at an existing hotel and campground site.

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