Category Physics

AI-driven ‘Thermal Attack’ System Reveals Computer and Smartphone Passwords in Seconds

AI-driven 'thermal attack' system reveals computer and smartphone passwords in seconds
Dr Mohamed Khamis of the School of Computing Science demonstrates using a thermal camera on a computer keyboard. Credit: University of Glasgow

Computer security experts have developed a system capable of guessing computer and smartphone users’ passwords in seconds by analyzing the traces of heat their fingertips leave on keyboards and screens.

Researchers from the University of Glasgow developed the system, called ThermoSecure, to demonstrate how falling prices of thermal imaging cameras and rising access to machine learning are creating new risks for “thermal attacks.”

Thermal attacks can occur after users type their passcode on a computer keyboard, smartphone screen or ATM keypad before leaving the device unguarded...

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Artificial Enzyme Splits Water

Enzyme-like water preorganization in front of a Ruthenium water oxidation catalyst. (Image: Team Würthner)

Progress has been made on the path to sunlight-driven production of hydrogen. Chemists present a new enzyme-like molecular catalyst for water oxidation. Humankind is facing a central challenge: it must manage the transition to a sustainable and carbon dioxide-neutral energy economy.

Hydrogen is considered a promising alternative to fossil fuels. It can be produced from water using electricity. If the electricity comes from renewable sources, it is called green hydrogen. But it would be even more sustainable if hydrogen could be produced directly with the energy of sunlight.

In nature, light-driven water splitting takes place during photosynthesis in plants...

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AI Models can now Continually Learn from New Data on Intelligent Edge Devices like Smartphones and Sensors

Artistic collage shows a large teal hand, pointing towards us as if typing on a smart phone, with a lens flare on the tip of the finger. The background is a surreal, AI-generated blend of smart phones, keyboards, teal screens.
Caption:A machine-learning model on an intelligent edge device allows it to adapt to new data and make better predictions. For instance, training a model on a smart keyboard could enable the keyboard to continually learn from the user’s writing.
Credits:Image: Digital collage by Jose-Luis Olivares, MIT, using stock images and images derived from MidJourney AI.

A new technique enables on-device training of machine learning models on edge devices like microcontrollers, which have very limited memory. This could allow edge devices to continually learn from new data, eliminating data privacy issues, while enabling user customization.

Microcontrollers, miniature computers that can run simple commands, are the basis for billions of connected devices, from internet-of-things (IoT) devices...

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Solar Harvesting System has Potential to Generate Solar Power 24/7

The sun
A new way to harvest solar energy breaks the efficiency record of all existing technologies and clears the way to use solar power 24/7.

A professor is reporting on a new type of solar energy harvesting that breaks the efficiency record of all existing technologies. And no less important, it clears the way to use solar power 24/7. Thomas Edison once said, “So long as the sun shines, man will be able to develop power in abundance.”

They’ve done an amazing job with photovoltaic cells which convert sunlight directly into energy. And still, with all the research, history and science behind it, there are limits to how much solar power can be harvested and used — as its generation is restricted only to the daytime.

A University of Houston professor is continuing the historic quest, repo...

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