Korean researchers develop dual-output synapse for efficient AI

Researchers at Korea University have developed a dual-output artificial synapse to boost the energy efficiency of multitasking AI systems, the university announced. The device emits both electrical and optical signals simultaneously to enable parallel processing. Tests showed up to 47 percent faster computation and energy use reduced by as much as 32 times compared to conventional GPU hardware.

Researchers at Korea University's KU-KIST Graduate School of Converging Science and Technology, led by professors Wang Gun-uk and Park Young-ran, have created a brain-inspired artificial synapse. Conventional AI chips are designed for specific functions, often requiring sequential processing for multiple tasks, which boosts power use. This new device allows parallel handling of tasks on a single chip by emitting electrical and optical signals at the same time.

The team reported stable learning across about 1,000 distinct states. In tests, it achieved up to 47 percent improvement in computational speed and reduced energy consumption by as much as 32 times versus GPU-based accelerators.

"This achievement presents a new hardware architecture for multitasking AI through an artificial synapse that simultaneously utilizes electrical and optical signals," Wang said. "It could be further expanded to high-speed, low-power AI systems in fields requiring complex decision-making, such as robotics, medical and health care applications, and autonomous driving."

The study appeared Friday in Science Advances, a journal from the American Association for the Advancement of Science. As AI demands more computing power and electricity, efforts to mimic the brain's efficiency are gaining traction.

Makala yanayohusiana

Illustration of Northwestern University's wireless micro-LED brain implant delivering light patterns to mouse neurons for sensory signaling.
Picha iliyoundwa na AI

Northwestern team develops wireless implant that ‘speaks’ to the brain with light

Imeripotiwa na AI Picha iliyoundwa na AI Imethibitishwa ukweli

Scientists at Northwestern University have created a soft, wireless brain implant that delivers patterned light directly to neurons, enabling mice to interpret these signals as meaningful cues without relying on sight, sound or touch. The fully implantable device uses an array of up to 64 micro-LEDs to generate complex activity patterns across the cortex, a development that could advance next-generation prosthetics and sensory therapies, according to Northwestern and Nature Neuroscience.

Researchers from Purdue University and the Georgia Institute of Technology have proposed a new computer architecture for AI models inspired by the human brain. This approach aims to address the energy-intensive 'memory wall' problem in current systems. The study, published in Frontiers in Science, highlights potential for more efficient AI in everyday devices.

Imeripotiwa na AI

Chinese researchers have introduced photonic AI chips that promise significant speed advantages in specific generative tasks. These chips use photons instead of electrons, enabling greater parallelism through optical interference. The development could mark a step forward in AI hardware, though claims are limited to narrowly defined applications.

Researchers have engineered a protein that detects subtle glutamate signals between neurons, unveiling a previously hidden aspect of brain communication. This tool allows real-time observation of how brain cells process incoming information, potentially advancing studies on learning, memory, and neurological disorders. The findings, published in Nature Methods, highlight a breakthrough in neuroscience.

Imeripotiwa na AI

A Los Angeles-based startup, Quilter, has developed a dual-PCB Linux computer using AI design, completing the project in one week with under 40 hours of human effort. The system, featuring 843 components, successfully booted on its initial try. This achievement highlights rapid AI-assisted hardware innovation.

Tesla Inc. is actively seeking AI chip designers in South Korea as part of its push to lead in AI chip production. The company announced the recruitment drive on Thursday, aiming to develop high-volume AI chip architecture. Applications are open for the AI Chip Design Engineer position.

Imeripotiwa na AI

Researchers have developed an ultrafast laser technique that fires light pulses in one billionth of a second, enabling the creation of structures 1,000 times stronger and 1,000 times faster. This novel method targets thermal conductivity in chips by controlling phonon scattering distances, offering applications in high-performance computing, quantum devices, and AI chip cooling. It changes how chips handle heat without relying on fans or liquid cooling.

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