Related Experiment Video
Updated: Jan 17, 2026

11:54
Real-Time Proxy-Control of Re-Parameterized Peripheral Signals using a Close-Loop Interface
Published on: May 8, 2021
5.1K
The lab streaming layer for synchronized multimodal recording
Christian Kothe1, Seyed Yahya Shirazi2, Tristan Stenner3
1Intheon Labs, San Diego, CA, United States.
Imaging Neuroscience (Cambridge, Mass.)
|September 17, 2025
Summary
The Lab Streaming Layer (LSL) synchronizes data from multiple instruments using software, ensuring millisecond-precise recordings for neurobehavioral studies. LSL offers a reliable, cost-effective solution for complex data acquisition across various applications.
Area of Science:
- Neuroscience
- Computer Science
- Biomedical Engineering
Background:
- Synchronized data acquisition from multiple instruments is crucial for accurately recording organismal interactions with their environment.
- Hardware-based synchronization solutions are often costly and impractical for diverse systems.
- Existing methods struggle with independent instrument clocks, network delays, and potential interruptions.
Purpose of the Study:
- To present the Lab Streaming Layer (LSL) as a software-based framework for synchronizing data streams.
- To detail LSL's architecture, core features, and performance in neurophysiological and neurobehavioral applications.
- To highlight practical considerations and limitations of using LSL for reliable data recording.
Main Methods:
- LSL employs per-sample timestamps and network time synchronization for data stream alignment.
- The framework incorporates features for connection recovery, offset correction, and jitter compensation.
- Software-based synchronization is achieved across a local area network (LAN).
Main Results:
- LSL enables continuous, millisecond-precise data recording, even with network interruptions.
- The framework supports over 150 data acquisition device classes and interoperability across multiple programming languages.
- LSL has proven resilient and versatile, supporting diverse applications from basic research to commercial products.
Conclusions:
- LSL provides a robust, zero-configuration software solution for synchronizing multimodal data streams.
- It facilitates the complex task of capturing organismal dynamics and environmental changes on a common timeline.
- LSL is a major platform for multimodal human neurobehavioral recording and real-time analysis.
Related Concept Videos
Stream Function
2.0K
In two-dimensional incompressible fluid flow, the continuity equation is essential for ensuring mass conservation, meaning that any change in fluid entering or exiting a region is balanced by a corresponding change elsewhere. For incompressible flow, where density remains constant, this requirement simplifies to the condition that the divergence of the velocity field must be zero. Mathematically, this is expressed as,
2.0K
Rapidly Varying Flow
452
Rapidly varying flow (RVF) in open channels is characterized by abrupt changes in flow depth over a short distance, with the rate of depth change relative to distance often approaching unity. These flows are inherently complex due to their transient and multi-dimensional nature, making exact analysis difficult. However, approximate solutions using simplified models provide valuable insights into their behavior.Key Features of Rapidly Varying FlowRVF is commonly observed in scenarios involving...
452
Signal Flow Graphs
613
Signal-flow graphs offer a streamlined and intuitive approach to representing control systems, providing an alternative to traditional block diagrams. These graphs use branches to symbolize systems and nodes to represent signals, effectively illustrating the relationships and interactions within the system.
In a signal-flow graph, branches denote the system's transfer functions, while nodes represent the signals. The direction of signal flow is indicated by arrows, with the corresponding...
In a signal-flow graph, branches denote the system's transfer functions, while nodes represent the signals. The direction of signal flow is indicated by arrows, with the corresponding...
613
Distance Measurements by Taping
418
Tapes are essential in surveying for accurate, durable, and short-distance measurements. Made from lightweight, nylon-coated steel, they offer flexibility and strength for rugged outdoor use. The nylon coating protects against rust and wear, extending the tape's life. Standard lengths, around 30 meters, are marked in meters and millimeters for precision.Surveyors select tapes based on site conditions and accuracy needs. Lightweight, nylon-coated tapes are commonly used for ease of handling and...
418
Sampling Continuous Time Signal
690
In signal processing, a continuous-time signal can be sampled using an impulse-train sampling technique, followed by the zero-order hold method. Impulse-train sampling involves the use of a periodic impulse train, which consists of a series of delta functions spaced at regular intervals determined by the sampling period. When a continuous-time signal is multiplied by this impulse train, it generates impulses with amplitudes corresponding to the signal's values at the sampling points.
In the...
In the...
690
Sample Handling
2.0K
Transportation of samples from the collection point to the laboratory, as well as storage and preservation techniques, are crucial for maintaining sample integrity and ensuring accurate and reliable test results.
Samples should be transported carefully from collection points to the laboratory. They should be properly sealed and clearly labeled to prevent cross-contamination. To preserve the sample integrity, optimal temperature conditions during transport are essential. This could involve using...
Samples should be transported carefully from collection points to the laboratory. They should be properly sealed and clearly labeled to prevent cross-contamination. To preserve the sample integrity, optimal temperature conditions during transport are essential. This could involve using...
2.0K

