SimBSI
SimBSI enables rapid prototyping of closed-loop brain-computer interfaces for human and animal studies by extending the Simulink environment in MATLAB to support multimodal data acquisition, signal processing, and online EEG source imaging.
Key Features:
- Advanced Human EEG Source Imaging: Implements techniques for imaging brain activity from EEG data, including online source localization methods.
- Online EEG Source Imaging: Provides real-time EEG source imaging capabilities for dynamic experimental and neuromodulation studies.
- Cross-Species Multimodal Data Acquisition: Integrates the Lab Streaming Layer for synchronized acquisition of multimodal signals across human and animal subjects.
- Signal Processing for Electrophysiology: Includes tools for processing electrophysiological data such as EEG and single-cell recordings.
- Experimental Design in Simulink: Extends the Simulink graphical programming environment in MATLAB to construct experimental protocols and closed-loop architectures.
- Closed-Loop Neuromodulation: Supports feedback-driven neuromodulation workflows that adapt stimulation based on incoming neural signals.
- Multiscale Data Support: Handles neural data across scales, from single-cell recordings to non-invasive EEG.
Scientific Applications:
- Personalized neuromodulation therapies: Development and prototyping of therapies targeting neural circuits implicated in mental or physical disabilities.
- Cross-species BCI research: Comparative studies of brain-computer interface algorithms and dynamics in human and animal models using synchronized multimodal data.
- Multiscale brain dynamics characterization: Investigation of neural activity from single-cell to EEG scales to inform cognitive and behavioral models underlying BCIs.
Methodology:
Computational components explicitly include signal processing of electrophysiological data, online EEG source imaging, closed-loop neuromodulation, implementation as Simulink extensions within MATLAB, and multimodal data acquisition via the Lab Streaming Layer.
Topics
Details
- Programming Languages:
- MATLAB
- Added:
- 11/14/2019
- Last Updated:
- 12/20/2020
Operations
Publications
Ojeda A, Buscher N, Balasubramani P, Maric V, Ramanathan D, Mishra J. SimBSI: An open-source Simulink library for developing closed-loop brain signal interfaces in animals and humans. Unknown Journal. 2019. doi:10.1101/769679.