语言脑机接口

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脑机接口 从“解码语言”到更多可能(国际科技前沿)
Ren Min Ri Bao· 2025-07-14 21:57
Core Insights - Brain-computer interface (BCI) technology establishes a direct communication pathway between the brain and external devices, enabling unprecedented human-machine interaction and making "thought dialogue" a reality [1][2] Group 1: Technology Development - Recent advancements in language brain-computer interfaces have led to breakthroughs such as real-time communication for stroke patients and improved quality of life for ALS patients [1][3] - The "Beina No. 1" semi-invasive system developed in China has successfully restored communication abilities in ALS patients by utilizing a flexible high-density electrode for 128-channel synchronous signal acquisition [3] - A new language BCI system from the University of California, Davis, employs a 256-channel microelectrode array and deep learning algorithms to decode speech intentions from a patient with ALS, achieving near real-time decoding every 10 milliseconds [3][4] Group 2: Artificial Intelligence Integration - The integration of advanced AI models is crucial for decoding neural signals and generating natural language outputs in BCIs [4] - Research from Utrecht University and Radboud University has achieved 92%-100% classification accuracy for individual words, while maintaining the tone and timbre of synthesized speech [4] - A multi-stream neural network model developed by a collaborative team in China has achieved a 76% accuracy rate for tone and syllable classification in Mandarin, and a 91% accuracy rate for single-character decoding [4] Group 3: Future Challenges and Opportunities - Future challenges include decoding higher-level intentions and semantics, as many aphasia patients have damage in areas responsible for language organization rather than speech production [5] - The potential for BCI technology to revolutionize treatment for neurological diseases is significant, with applications ranging from restoring speech to enabling movement in paralyzed patients [6][7] - Innovations such as a brain-spinal cord interface and a visual prosthetic device have shown promise in restoring mobility and vision, respectively [7] Group 4: Ethical Considerations - The development of BCI technology must address ethical, privacy, and data security concerns, with ongoing efforts to establish standards and regulations to ensure sustainable and beneficial applications [8]