The combination of brain-computer interfaces and artificial intelligence: applications and challenges
Сочетание интерфейсов «мозг — компьютер» и искусственного интеллекта: применения и проблемы
2020-06-01
SCID: 54.1/jpqhd7z6
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artificial intelligencebrain-computer interfacesmotor and sensory BCIsneural activity decodingreal-time feedback
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Abstract (AI)
Brain-computer interfaces (BCIs) have shown great prospects as real-time bidirectional links between living brains and actuators. Artificial intelligence (AI), which can advance the analysis and decoding of neural activity, has turbocharged the field of BCIs. Over the past decade, a wide range of BCI applications with AI assistance have emerged. These "smart" BCIs including motor and sensory BCIs have shown notable clinical success, improved the quality of paralyzed patients' lives, expanded the athletic ability of common people and accelerated the evolution of robots and neurophysiological discoveries. However, despite technological improvements, challenges remain with regard to the long training periods, real-time feedback, and monitoring of BCIs. In this article, the authors review the current state of AI as applied to BCIs and describe advances in BCI applications, their challenges and where they could be headed in the future.
Key Findings
1
AI has substantially advanced BCI analysis and neural-activity decoding, accelerating the development of real-time bidirectional brain–actuator systems.
2
AI-assisted motor and sensory BCIs have achieved notable clinical success and improved the quality of life of paralyzed patients.
3
Persistent challenges include long training periods, limited real-time feedback, and difficulties monitoring BCI systems.
4
Smart BCIs have expanded human athletic capabilities and accelerated progress in robotics and neurophysiological research.
5
The article reviews current AI applications in BCIs, summarizes emerging applications and challenges, and identifies future development directions.
Research Object
brain-computer interfaces (BCIs) integrated with artificial intelligence (AI)
Research Subject
AI-assisted BCI applications, advances, clinical benefits, and challenges including training duration, real-time feedback, and monitoring
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2020-06-01
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