Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

EMBC Special Issue: ChatBCI-Assist: An Intent-Based P300 Speller with A Locally-Deployed LLM and Adaptive Stopping Strategy Enabling Record Online Spelling Performance.

IEEE transactions on bio-medical engineering·2026
Same author

ChatBCI, a P300 speller BCI with context-driven word prediction leveraging large language models, from concept to evaluation.

Scientific reports·2026
Same author

ChatBCI-4-ALS: A High-Performance, LLM-Driven, Intent-Based BCI Communication System for Individuals with ALS.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same author

SCM-4-OSA: An End-to-End Explainable Deep Learning Model for Interpretable Obstructive Sleep Apnea Detection Based on Cyclic Variation of Heart Rate in ECG.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same author

Imaging the large-scale and cellular response to focal traumatic brain injury in mouse neocortex.

Experimental physiology·2024
Same author

BP-Net: Monitoring "Changes" in Blood Pressure Using PPG With Self-Contrastive Masking.

IEEE journal of biomedical and health informatics·2024

Related Experiment Video

Updated: Feb 28, 2026

Author Spotlight: Unlocking New Insights in fNIRS Studies - A Novel Framework for Inter-Brain Synchrony Analysis
05:59

Author Spotlight: Unlocking New Insights in fNIRS Studies - A Novel Framework for Inter-Brain Synchrony Analysis

Published on: October 6, 2023

3.4K

Dynamic time warping-based averaging framework for functional near-infrared spectroscopy brain imaging studies.

Li Zhu1, Laleh Najafizadeh1

  • 1Rutgers University, Integrated Systems and NeuroImaging Laboratory, Department of Electrical and Computer Engineering, Piscataway, New Jersey, United States.

Journal of Biomedical Optics
|June 22, 2017
PubMed
Summary

Dynamic time warping (DTW) improves functional near-infrared spectroscopy (fNIRS) brain imaging by accurately averaging signals with variable latencies. This advanced technique enhances the localization of task-induced brain activity compared to conventional methods.

More Related Videos

Functional Near-Infrared Spectroscopy Hyperscanning Study in Psychological Counseling
06:04

Functional Near-Infrared Spectroscopy Hyperscanning Study in Psychological Counseling

Published on: January 17, 2025

1.7K
Conducting Hyperscanning Experiments with Functional Near-Infrared Spectroscopy
06:42

Conducting Hyperscanning Experiments with Functional Near-Infrared Spectroscopy

Published on: January 19, 2019

11.1K

Related Experiment Videos

Last Updated: Feb 28, 2026

Author Spotlight: Unlocking New Insights in fNIRS Studies - A Novel Framework for Inter-Brain Synchrony Analysis
05:59

Author Spotlight: Unlocking New Insights in fNIRS Studies - A Novel Framework for Inter-Brain Synchrony Analysis

Published on: October 6, 2023

3.4K
Functional Near-Infrared Spectroscopy Hyperscanning Study in Psychological Counseling
06:04

Functional Near-Infrared Spectroscopy Hyperscanning Study in Psychological Counseling

Published on: January 17, 2025

1.7K
Conducting Hyperscanning Experiments with Functional Near-Infrared Spectroscopy
06:42

Conducting Hyperscanning Experiments with Functional Near-Infrared Spectroscopy

Published on: January 19, 2019

11.1K

Area of Science:

  • Neuroscience
  • Biomedical Engineering
  • Signal Processing

Background:

  • Functional near-infrared spectroscopy (fNIRS) is a brain imaging technique.
  • Conventional averaging of fNIRS signals can introduce inaccuracies due to variable signal latencies.
  • Inaccurate averaging may lead to misinterpretations of brain activity.

Purpose of the Study:

  • To present a novel averaging framework for fNIRS data that addresses signal latency issues.
  • To improve the accuracy of task-induced brain region localization in fNIRS studies.
  • To compare the performance of the proposed DTW-based averaging with conventional methods.

Main Methods:

  • Developed a framework using dynamic time warping (DTW) for fNIRS signal averaging.
  • Applied the DTW-based averaging to experimental fNIRS data (block and event-related designs).
  • Validated the framework using simulated fNIRS data.

Main Results:

  • The DTW-based averaging technique demonstrated superior performance in localizing task-induced brain regions.
  • DTW effectively accounts for temporal variations in fNIRS signals.
  • The proposed method showed improved accuracy over conventional averaging.

Conclusions:

  • DTW-based averaging is a more accurate method for analyzing fNIRS data with variable latencies.
  • This advanced averaging technique enhances the reliability of fNIRS brain imaging studies.
  • The findings suggest the adoption of DTW for improved fNIRS data analysis and brain activity localization.