MIT Researchers Create Smart Fiber with Memory, Temperature Sensors, And Trained Neural Network

MIT researchers have for the first time developed fibers that – sewn into textiles – not only record the activities of users, but with artificial intelligence, they evaluate data and store information directly in the system: a technology for wearables of the future.

Yoel Fink, who is a professor in the departments of materials science and engineering and electrical engineering and computer science, a Research Laboratory of Electronics principal investigator, and the senior author on the study, says digital fibers expand the possibilities for fabrics to uncover the context of hidden patterns in the human body that could be used for physical performance monitoring, medical inference, and early disease detection.

Fink and his colleagues describe the features of the digital fiber in Nature Communications.

Read more MIT Engineers Create Pressure-Responsive Smart Fibers That Change Color to Show Bandage Pressure

Wearable computing has been gaining in importance for years for athletes, but also for doctors. Users wear sensors on their bodies, for example as part of clothing. These wearables send data to external systems for evaluation, for example to a smartwatch or smartphone. Until now, electronic fibers have been analog. They transmitted a continuous electrical signal.

Engineers at the Massachusetts Institute of Technology (MIT), go a big step further. They are now showing that programmable fibers lead to wearables with new, innovative services. For the first time, its digital fiber contains a memory, temperature sensors and a trained neural network program that enables analyzes of physical activities. Developers want to uncover hidden patterns in the human body in order to improve the performance of athletes or to identify diseases well before symptoms appear. Your signal is digital; there are only two states, namely “0” and “1”.

Memory and more

The new fiber was created by placing hundreds of square silicon microscale digital chips into a preform that was then used to create a polymer fiber. By precisely controlling the polymer flow, the researchers were able to create a fiber with continuous electrical connection between the chips over a length of tens of meters, reports Becky Ham in MIT News.

The fiber itself is thin and flexible and can be passed through a needle, sewn into fabrics, and washed at least 10 times without breaking down. According to Gabriel Loke, MIT PhD student and one of the co-authors of the study. “When you put it into a shirt, you can’t feel it at all. You wouldn’t know it was there.”

Making a digital fiber “opens up different areas of opportunities and actually solves some of the problems of functional fibers,” he says.

For instance, it offers a way to control individual elements within a fiber, from one point at the fiber’s end. “You can think of our fiber as a corridor, and the elements are like rooms, and they each have their own unique digital room numbers,” Loke explains. The research team devised a digital addressing method that allows them to “switch on” the functionality of one element without turning on all the elements.

A green fiber cloth with embedded sensors
A close-up photograph of the digital fibers on green fabric. (Anna Gitelson-Kahn. Photo by Roni Cnaani, MIT)

A digital fiber can also store a lot of information in memory. The researchers were able to write, store, and read information on the fiber, including a 767-kilobit full-color short movie file and a 0.48 megabyte music file. The files can be stored for two months without power.

When they were dreaming up “crazy ideas” for the fiber, Loke says, they thought about applications like a wedding gown that would store digital wedding music within the weave of its fabric, or even writing the story of the fiber’s creation into its components.

Fink notes that the research at MIT was in close collaboration with the textile department at RISD led by Missakian.  Gitelson-Kahn incorporated the digital fibers into a knitted garment sleeve, thus paving the way to creating the first digital garment.

On-body artificial intelligence

The fiber also takes a few steps forward into artificial intelligence by including, within the fiber memory, a neural network of 1,650 connections. After sewing it around the armpit of a shirt, the researchers used the fiber to collect 270 minutes of surface body temperature data from a person wearing the shirt, and analyze how these data corresponded to different physical activities. Trained on these data, the fiber was able to determine with 96 percent accuracy what activity the person wearing it was engaged in.

Adding an AI component to the fiber further increases its possibilities, the researchers say. Fabrics with digital components can collect a lot of information across the body over time, and these “lush data” are perfect for machine learning algorithms, Loke says.

“This type of fabric could give quantity and quality open-source data for extracting out new body patterns that we did not know about before,” he says.

With this analytic power, the fibers someday could sense and alert people in real-time to health changes like a respiratory decline or an irregular heartbeat, or deliver muscle activation or heart rate data to athletes during training.

Read more Smart Fiber to Introduce Diagnostic Capabilities Into Clothing

The fiber is controlled by a small external device, so the next step will be to design a new chip as a microcontroller that can be connected within the fiber itself.

“When we can do that, we can call it a fiber computer,” Loke says.

This research was supported by the U.S. Army Institute of Soldier Nanotechnologies, National Science Foundation, the U.S. Army Research Office, the MIT Sea Grant, and the Defense Threat Reduction Agency.

The post MIT Researchers Create Smart Fiber with Memory, Temperature Sensors, And Trained Neural Network first appeared on Wearable Technologies.
Read more