71+
SCI Publications
Research areas across bio-signal AI and neuromodulation
Research at our core
Research that
decodes neural signals
into personalized care.
NeuroTx combines Neural Decoding AI, clinical research, and closed-loop neuromodulation to transform complex bio-signals into personalized neuro-intervention solutions.
Science-backedClinically informedBio-signal based
66+
Patents
Issued and pending intellectual property
4+
University Hospital Clinical Network
Clinical network for research collaboration
93%
Sleep Stage Classification Accuracy
AI-based sleep staging research metric
82%
Sleep Efficiency Improvement
Sleep support research outcome
Our research & technology
A closed-loop platform
built on Neural Decoding AI.
NeuroTx translates multi-modal bio-signals into personalized intervention strategies through AI-based decoding, biomarker analysis, and adaptive closed-loop neuromodulation.
1. Capture
Multi-signal sensing
EEG, ECG, PPG, EMG, HRV, and actigraphy signals are collected.
2. Decode
Neural Decoding AI
Neural Decoding AI analyzes neural states and biomarkers.
3. Personalize
Biomarker-based models
Biomarker-based models adapt to individual needs.
4. Intervene
Closed-loop neuro-intervention
Closed-loop VNS, BCI, and digital solutions support personalized neuro-intervention.
1
Neural Decoding AI
AI engine for decoding neural and autonomic activity.
2
Multi-signal Integration
EEG, ECG, PPG, EMG, HRV, and motion data.
3
Biomarker-based Personalization
Individual models built around real-time physiology.
4
Closed-loop Neuromodulation
Adaptive VNS timing and parameter guidance.
5
BCI Platform
Brain-signal-based control for mobility, rehabilitation, and communication.
Clinical evidence
Research-based.
Clinically informed.
Platform-driven.
NeuroTx research spans Neural Decoding AI, closed-loop VNS, multi-signal analysis, and BCI technology to support personalized neuro-intervention.
See all research areas
WillSleep™ Clinical Research
Research focused on AI + VNS-based sleep quality and sleep efficiency support.
Closed-Loop VNS
Non-invasive neuromodulation technology that adjusts stimulation timing and parameters based on bio-signals.
Neural Decoding AI
AI-based analysis engine that decodes multi-modal signals such as EEG, ECG, PPG, and HRV.
BCI Platform
Integrated AR-BCI control technology designed to support mobility, rehabilitation, and communication.
Featured publications
Advancing the science of sleep and neuromodulation.
EXPERT SYSTEMS WITH APPLICATIONS (2025)
NeuroXAI: Adaptive, robust, explainable surrogate framework for determination of channel importance in EEG application
Choel-Hui Lee, Daesun Ahn, Hakseung Kim, Eun Jin Ha, Jung-Bin Kim, Dong-Joo Kim
EXPERT SYSTEMS WITH APPLICATIONS (2024)Hyperosmolar therapy response in traumatic brain injury: Explainable artificial intelligence based long-term time series forecasting approach
Min-Kyung Jung, Tae Hoon Roh, Hakseung Kim, Eun Jin Ha, Dukyong Yoon, Chan Min Park, Se-Hyuk Kim, Namkyu You, Dong-Joo Kim
COMPUTERS IN BIOLOGY AND MEDICINE (2023)Effects of altered functional connectivity on motor imagery brain-computer interfaces based on the laterality of paralysis in hemiplegia patients
Seho Lee, Hakseung Kim, Jung Bin Kim, Dong-Joo Kim
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS (2023)Prediction of Serious Intracranial Hypertension from Low-Resolution Neuromonitoring in Traumatic Brain Injury: An Explainable Machine Learning Approach
Min-Kyung Jung, Daesun Ahn, Chan Min Park, Eun Jin Ha, Tae Hoon Roh, Nam Kyu You, Dukyong Yoon, Hakseung Kim, Se-Hyuk Kim, Dong-Joo Kim
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING (2022)SleepExpertNet: high-performance and class-balanced deep learning approach inspired from expert neurologists for sleep stage classification
Choel-Hui Lee, Hyun-Ji Kim, Young-Tak Kim, Hakseung Kim, Jung-Bin Kim, Dong-Joo Kim
Research network
Research to commercialization network.
NeuroTx works with clinical, engineering, and research partners to advance personalized neuro-intervention from research to commercialization.
Contact research teamUniversity Hospital Network
Brain Engineering Research
Clinical Neurology Collaboration
Global Research Partners
Regulatory Strategy
Product Commercialization
Network areas are presented as collaboration categories and commercialization pathways.
Science in action
Turning complex data
into meaningful change.
NeuroTx processes multi-modal bio-signals through Neural Decoding AI to generate personalized insights and adaptive intervention strategies.
Real-time neural decoding
Adaptive insights
Continuous learning
Neural Decoding Dashboard
Bio-signal Overview
87Sleep / Neural State Score
Awake 7%
REM 21%
Light 50%
Deep 22%
Neuro-State Balance
Balanced
Optimal range
HRV
62
ms
Respiratory Rate
14.2
brpm
Skin Temp
+0.3
C from baseline
Recovery Index
91
Optimal
Research data visualization, individual results may vary.
Built on science. Driven by impact.
Explore the science
behind NeuroTx.
Discover how NeuroTx combines Neural Decoding AI, closed-loop VNS, clinical research, and BCI technology to build personalized neuro-intervention solutions.