Science
Researchers Unveil Brain-Like Chip for Real-Time Neural Analysis
Scientists at the Korea Institute of Science and Technology (KIST) have developed a groundbreaking chip that interprets neural connectivity in real time. This advancement could significantly enhance brain-computer interface (BCI) technologies, enabling improved control of artificial limbs and boosting human cognitive functions.
The research team, led by Dr. Jongkil Park from KIST’s Semiconductor Technology Research Center, explored the principles of spike-timing-dependent plasticity (STDP). This biological concept describes how the brain modifies the strength of connections between neurons based on the timing of their signals. By implementing this principle, the researchers created a system capable of learning and interpreting the intricate connections in the brain’s neural network without the need to store extensive data from all neurons.
Traditionally, analyzing neural activity requires storing large amounts of data for extended periods, followed by complex statistical calculations to determine connections between neurons. This process is computationally intensive and time-consuming, especially as the neural network size increases. In contrast, KIST’s innovative approach employs a new learning algorithm that drastically reduces memory requirements, enabling real-time analysis.
By eliminating conventional memory-intensive components like the ‘reverse lookup table,’ the KIST team has achieved a processing speed up to 20,000 times faster than traditional methods, while maintaining similar accuracy levels. This advancement positions the new ‘on-chip learning-based neuromorphic system’ as a significant improvement in the field of neuromorphic engineering, which aims to replicate the brain’s structure and function in artificial intelligence semiconductors.
Neuromorphic engineering represents a crucial area of investment for industrialized nations, including the United States and Europe, as they seek to maintain technological dominance. However, the field has faced challenges in commercial viability due to the absence of a clear application. KIST’s breakthrough in real-time analysis of brain neural connectivity exemplifies a pivotal advancement that could catalyze the commercialization of next-generation AI semiconductors.
“This achievement marks an important turning point in the evolution of neuromorphic computing into a powerful tool for solving real-world problems,” stated Dr. Park. He highlighted the potential applications of this technology in advanced AI fields such as autonomous vehicles and satellite communications, where it could enable direct control of devices through thought or replicate specific brain functions.
The research was supported by the Ministry of Science and ICT and the National Research Foundation of Korea, with findings published in the latest issue of the IEEE Transactions on Neural Systems and Rehabilitation Engineering. Established in 1966, KIST aims to address national and social challenges through innovative research. For further details, visit KIST’s official website.
This development in real-time neural connectivity analysis not only showcases the potential of neuromorphic engineering but also underscores a significant step forward in bridging the gap between human cognition and artificial intelligence.
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