Researchers at Indiana University have pioneered a new kind of neural network using organoids — brain-like structures — developed from stem cells, marking a significant advance in the field.
The study, published in the Nature Electronics journal, explained that though significantly different from the human brain, these brain-like structures are small-scale, tissue-based models. As they are incapable of thoughts, emotions, or consciousness, they are instrumental in brain research, circumventing the ethical challenges linked to experimenting on humans.
In developing neural networks, the researchers sought to replicate the low energy consumption of biological brains. While a human brain requires only 20 watts for its daily functions, AI systems built on microprocessors demand around 8 million watts to perform similar tasks.
The new invention called Brainware brings together a miniaturized brain analog with a complex, closely-packed multielectrode array. This chip enables the transmission of electrical impulses and the detection of electrical activities within nerve tissue.
Brainware was tested in two applications: speech recognition and solving nonlinear equations. It showed marked improvement in recognizing Japanese phrases, increasing its accuracy from 51 percent to 78 percent in more than 24 hours.
Brainware was found to be faster than artificial neural networks (ANN) without long-term memory in mathematical calculations — and nearly as accurate as those with it. Brainware learned 90 percent faster than its fully electronic counterparts when given the same training duration.
The development represents a significant leap forward toward creating new computer systems blending organic and electronic elements. But the research team also stressed the importance of addressing ethical concerns as the technology evolved. They also noted that the need for life support systems to maintain such brain-like models also somewhat reduces the overall energy efficiency.
In a related development, Japanese scientists have created a cyborg cockroach for use in rescue missions. That project shared similarities with the Indiana University team's work: both involve integrating biological and electronic components, showcasing a trend in research towards hybrid systems.