New way to write magnetic info could pave the way for hardware neural networks

Illustration of the atomic force microscope tip writing a nanowire. Credit: Gartside et al/Imperial College London

Much current computer hardware, such as hard drives, use magnetic memory devices. These rely on magnetic states – the direction microscopic magnets are pointing – to encode and read information.

Exotic magnetic states – such as a point where three south poles meet – represent complex systems. These may act in a similar way to many complex systems found in nature, such as the way our brains process information.

Computing systems that are designed to process information in similar ways to our brains are known as 'neural networks'. There are already powerful software-based neural networks – for example one recently beat the human champion at the game 'Go' – but their efficiency is limited as they run on conventional computer hardware.

Now, researchers from Imperial College London have devised a method for writing magnetic information in any pattern desired, using a very small magnetic probe called a magnetic force microscope. With this new writing method, arrays of magnetic nanowires may be able to function as hardware neural networks – potentially more powerful and efficient than software-based approaches.

The team, from the Departments of Physics and Materials at Imperial, demonstrated their system by writing patterns that have never been seen before. They published their results today in Nature Nanotechnology.

Dr Jack Gartside, first author from the Department of Physics, said: “With this new writing method, we open up research into 'training' these magnetic nanowires to solve useful problems. If successful, this will bring hardware neural networks a step closer to reality.”

As well as applications in computing, the method could be used to study fundamental aspects of complex systems, by creating magnetic states that are far from optimal (such as three south poles together) and seeing how the system responds.

Media Contact

Hayley Dunning EurekAlert!

All latest news from the category: Physics and Astronomy

This area deals with the fundamental laws and building blocks of nature and how they interact, the properties and the behavior of matter, and research into space and time and their structures.

innovations-report provides in-depth reports and articles on subjects such as astrophysics, laser technologies, nuclear, quantum, particle and solid-state physics, nanotechnologies, planetary research and findings (Mars, Venus) and developments related to the Hubble Telescope.

Back to home

Comments (0)

Write a comment

Newest articles

Illustration of the thermodynamics-inspired laser beam shaping process in optical thermodynamics research.

Thermodynamics-Inspired Laser Beam Shaping Sparks a Ray of Hope

Inspired by ideas from thermodynamics, researchers at the University of Rostock and the University of Southern California have developed a new method to efficiently shape and combine high-energy laser beams….

Covalent Organic Framework COF-999 structure for CO2 absorption

A Breath of Fresh Air: Advanced Quantum Calculations Enable COF-999 CO₂ Adsorption

Quantum chemical calculations at HU enable the development of new porous materials that are characterized by a high absorption capacity for CO2 Climate experts agree: To overcome the climate crisis,…

Satellite imagery showing vegetation loss due to multi-year droughts

Why Global Droughts Tied to Climate Change Have Left Us Feeling Under the Weather

A study led by the Swiss Federal Institute for Forest, Snow and Landscape Research WSL shows that there has been a worrying increase in the number of long droughts over…