Convulsive seizure detection using a wrist‐worn electrodermal activity and accelerometry biosensor

Review: Electrodermal Responses: What Happens in the Brain

Critchley, H. D. (2002) · The Neuroscientist · doi:10.1177/107385840200800209 · Cited by 997

Electrodermal Activity

Boucsein, W. (1992) · doi:10.1007/978-1-4757-5093-5 · Cited by 818

A Wearable Sensor for Unobtrusive, Long-Term Assessment of Electrodermal Activity

Poh, M.-Z., Swenson, N. C., & Picard, R. W. (2010) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2009.2038487 · Cited by 693

Sudden unexpected death in epilepsy: risk factors and potential pathomechanisms

Surges, R., Thijs, R. D., Tan, H. L., & Sander, J. W. A. S. (2009) · Nature Reviews Neurology · doi:10.1038/nrneurol.2009.118 · Cited by 434

Emotion Induction After Direct Intracerebral Stimulations of Human Amygdala

Lanteaume, L., Khalfa, S., Régis, J. M., Marquis, P., Chauvel, P., & Bartoloméi, F. (2006) · Cerebral Cortex · doi:10.1093/cercor/bhl041 · Cited by 332

Autonomic alterations and cardiac changes in epilepsy

Sevcencu, C., & Struijk, J. J. (2010) · Epilepsia · doi:10.1111/j.1528-1167.2009.02479.x · Cited by 299

Direct electrical stimulation of specific human brain structures and bilateral electrodermal activity

Mangina, C. A., & Beuzeron-Mangina, J. H. (1996) · International Journal of Psychophysiology · doi:10.1016/0167-8760(96)00022-0 · Cited by 211

Views of patients with epilepsy on seizure prediction devices

Schulze‐Bonhage, A., Sales, F., Wagner, K., Teotónio, R., Carius, A., Schelle, A., & Ihle, M. (2010) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2010.05.008 · Cited by 155

Continuous monitoring of electrodermal activity during epileptic seizures using a wearable sensor

Poh, M., Loddenkemper, T., Swenson, N. C., Goyal, S., Madsen, J. R., & Picard, R. W. (2010) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2010.5625988 · Cited by 142

The potential value of three-dimensional accelerometry for detection of motor seizures in severe epilepsy

Nijsen, T. M. E., Arends, J. B. A. M., Griep, P. A. M., & Cluitmans, P. J. M. (2005) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2005.04.011 · Cited by 139

The Epilepsy Foundation's 4th Biennial Epilepsy Pipeline Update Conference

French, J. A., Schachter, S. C., Sirven, J., & Porter, R. J. (2015) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2015.02.033 · Cited by 5

The importance of measuring autonomic data in new epilepsy treatments

Picard, R. W., Devinsky, O., Dworetzky, B. A., French, J. A., Friedman, D. J., Lai, M., Loddenkemper, T., Poh, M., Reinsberger, C., Sarkis, R. A., et al. (2015) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2015.02.053 · Cited by 5

Multimodal Approach for Epileptic Seizure Detection in Epilepsy Monitoring Units

Maia, P., Lopes, E. M., Härtl, E., Vollmar, C., Noachtar, S., & Cunha, J. P. S. (2019) · World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany · doi:10.1007/978-3-030-31635-8_133 · Cited by 4

Elevation of spectral components of electrodermal activity precedes central nervous system oxygen toxicity symptoms in divers

Posada-Quintero, H. F., Derrick, B. J., Ellis, M. C., Natoli, M. J., Winstead‐Derlega, C., Gonzalez, S. I., Allen, C. M., Makowski, M. S., Keuski, B. M., Moon, R. E., et al. (2024) · Communications Medicine · doi:10.1038/s43856-024-00688-4 · Cited by 7

Improving wearable-based seizure prediction by feature fusion using an explainable growing network

Hasija, T., Kuschel, M., Jackson, M. C., Dailey, S., Menne, H., Reinsberger, C., Vieluf, S., & Loddenkemper, T. (2025) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2025.103228 · Cited by 7

Detecting Diverse Seizure Types with Wrist-Worn Wearable Devices: A Comparison of Machine Learning Approaches

Faust, L. J., Cui, J., Knepper, C., Nasseri, M., Worrell, G. A., & Brinkmann, B. H. (2025) · Sensors · doi:10.3390/s25175562 · Cited by 6

Multimodal Wearable Device Signal Based Epilepsy Detection with Multi-scale Convolutional Neural Network

Ge, Y., Hu, D., Cui, X., Jiang, T., Gao, F., Jiang, T., Vidal, P., & Cao, J. (2023) · Communications in computer and information science · doi:10.1007/978-981-99-8021-5_6 · Cited by 4

Epilepsy Analysis with Portable Device based Multi-modal Physiological Signals

Ge, Y., Jiang, T., Gao, F., Jiang, T., Wang, D., Vidal, P., & Cao, J. (2023) · Youth Academic Annual Conference of Chinese Association of Automation (YAC) · doi:10.1109/yac59482.2023.10401652 · Cited by 4

Learning Robust Representations of Tonic-Clonic Seizures With Cyclic Transformer

Zhang, J., Swinnen, L., Chatzichristos, C., Paesschen, W. V., & Vos, M. D. (2024) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2024.3375123 · Cited by 4

An Overview of Digital Health in the Transition of Pediatric to Adult Epilepsy Care

Bernard-Willis, Y., Oliveira, E. D., & Lakhan, S. E. (2020) · Journal of Pediatric Epilepsy · doi:10.1055/s-0040-1716825 · Cited by 4

Future opportunities for research in rescue treatments

Wheless, J. W., Friedman, D. J., Krauss, G. L., Rao, V. R., Sperling, M. R., Carrazana, E. J., & Rabinowicz, A. L. (2022) · Epilepsia · doi:10.1111/epi.17363 · Cited by 3

Artifacts of Recording and Common Errors in Interpretation

Tatum, W. O., Reinsberger, C., & Dworetzky, B. A. (2017) · doi:10.1093/med/9780190228484.003.0011 · Cited by 4

[Prevention of hemoglobinopathies in Brussels: a necessity?].

Gulbis, B., COTTON, F. J., Hansen, V., Ferster, A., Toppet, M., Cochaux, P., Parma, J., Vassart, G., Fondu, P., & Vertongen, F. (2001) · PubMed · Cited by 4

Lateralization of Autonomic Output in Response to Limb-Specific Threat

Kryklywy, J. H., Lu, A., Roberts, K. H., Rowan, M., & Todd, R. M. (2022) · eNeuro · doi:10.1523/eneuro.0011-22.2022 · Cited by 3

Home-based Detection of Epileptic Seizures Using a Bracelet with Motor Sensors

Dong, C., Chen, L., Ye, T., Long, X., Aarts, R. M., van Dijk, J., Shang, C., Liao, X., & Wang, Y. (2021) · International IEEE/EMBS Conference on Neural Engineering · doi:10.1109/ner49283.2021.9441171 · Cited by 3

Real-Time Non-EEG Convulsive Seizure Detection Devices: They Work; Now What?

Lee, J. W. (2018) · Epiliepsy currents/Epilepsy currents · doi:10.5698/1535-7597.18.3.164 · Cited by 3

Detecting Deception and Suspicion in Dyadic Game Interactions

Ondras, J., & Güneş, H. (2018) · INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION · doi:10.1145/3242969.3242993 · Cited by 3

Comparison of Machine Learning Approach in Smart Wearables

Kaur, P., Bharti, V., & Maji, S. (2019) · Women Institute of Technology Conference on Electrical and Computer Engineering (WITCON ECE) · doi:10.1109/witconece48374.2019.9092921 · Cited by 3

Development of a Wearable 3-Risk Factor Accumulated Epileptic Seizure Detection System with IoT Based Warning Alarm

Ali, S. N., & Alam, M. J. (2020) · International Conference on Computing, Communication and Automation · doi:10.1109/iccca49541.2020.9250757 · Cited by 3

Multimodal Detection of Tonic–Clonic Seizures Based on 3D Acceleration and Heart Rate Data from an In-Ear Sensor

Henze, J., Houta, S., Surges, R., Kreuzer, J., & Bisgin, P. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-68763-2_37 · Cited by 3

Review of developments in sensor technology for monitoring of health-related conditions

Rahman, A., Kafy, A., Kabir, J. F., Pranto, M. T. A., Akther, A., & Choudhury, I. A. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-96020-5.00062-5 · Cited by 3

The Effects of a Pressure Vest on Task Engagement, Challenging Behavior, and a Physiological Measure of Stress for a Child with Intellectual Disability

Snodgrass, M. R., Kim, J. G., Karahalios, K. G., Borden, M., & Halle, J. W. (2015) · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign) · Cited by 3

Modalities and algorithms for generalized motor seizure detection and prediction: a scoping review

Wesal, A. T., Hesham, F., Gad, M. A. M., Abdelrahim, M., Ahmed, N., Bahgat, N., Zaki, N. A., & Youssef, A. R. (2026) · Expert Review of Medical Devices · doi:10.1080/17434440.2026.2632757 · Cited by 2

Wireless Measurement of Sympathetic Arousal During in vivo Occupational Therapy Sessions

Hedman, E., Schoen, S. A., Miller, L. J., & Picard, R. W. (2020) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2020.539875 · Cited by 2

Daily Epileptic Seizure Detection Algorithm Based on Multi-modal Physiological Signals

Wang, Q., Hao, Z., Wang, X., Sheng, D., Sun, B. S., & Li, S. (2022) · International Conference on Communication Engineering and Technology (ICCET) · doi:10.1109/iccet55794.2022.00028 · Cited by 2

Multimodal Minimally Invasive Wearable Technology for Epilepsy Monitoring: A Feasibility Study of the Periauricular Area

Besné, G. M., López-Iturri, P., Alegre, M., Artieda, J., Trigo, J. D., Serrano, L., Falcone, F., & Valencia, M. (2023) · IEEE Sensors Journal · doi:10.1109/jsen.2023.3314190 · Cited by 2

Non-EEG-Based Seizure Detection: A Comprehensive Review

Singh, A. K., Rana, A., & Kapse, V. M. (2024) · International Conference on Communication, Computer Sciences and Engineering (IC3SE) · doi:10.1109/ic3se62002.2024.10593241 · Cited by 2

Quantification of electrodermal activity variation across human fingers: Toward a scientific basis of mudras

Manivannan, M., & Amba, R. (2017) · International Journal of Yoga - Philosophy Psychology and Parapsychology · doi:10.4103/ijny.ijoyppp_4_17 · Cited by 2

Self-Reporting Technologies for Supporting Epilepsy Treatment

Bidwell, J., Kovich, E., Escoffery, C., Frazier, C., & Mynatt, E. D. (2018) · InTech eBooks · doi:10.5772/intechopen.70283 · Cited by 2

New technologies and future trends

Schachter, S. C. (2020) · Handbook of clinical neurology · doi:10.1016/b978-0-444-64148-9.00021-1 · Cited by 2

Epilepsy Detection using Convolutional Neural Network

Prakash, R. M., Krishnaleela, P., Nandhini, M., Snekha, M., & Aashmi, M. S. (2023) · International Conference on Communication and Electronics Systems (ICCES) · doi:10.1109/icces57224.2023.10192720 · Cited by 2

Enhancing Epilepsy Awareness and Cooperative Care in Elementary and Middle Schools

Min, A., Miller, W. R., Connelly, K., Nippert-Eng, C. E., Lin, H., & Shih, P. C. (2024) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3641003 · Cited by 2

Towards Industrial Assistance Systems: Experiences of Applying Multi-sensor Fusion in Harsh Environments

Haslgrübler, M., Gollan, B., & Ferscha, A. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-27950-9_9 · Cited by 2

Designing Efficient and Accurate Behavior-Aware Mobile Systems

Parate, A. (2020) · ScholarWorks@UMassAmherst (University of Massachusetts Amherst) · doi:10.7275/6053594.0 · Cited by 2

Ambulatory assessment of physiological arousal, emotion, and alcohol use

Tomko, R. L. (2015) · doi:10.32469/10355/50193 · Cited by 2

Alexithymia in borderline personality pathology: From theory to a biosensor application

Derks, Y. P. M. J. (2022) · doi:10.3990/1.9789464217896 · Cited by 2

Improving wearable-based seizure prediction by feature fusion using growing networkPreprint

Hasija, T., Kuschel, M., Jackson, M. C., Dailey, S., Menne, H., Reinsberger, C., Vieluf, S., & Loddenkemper, T. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.01.28.635212 · Cited by 2

Total tonic clonic seizure recognition of wrist signals

Xu, G., Chen, C., Wang, J., Zhou, Y., & Liang, T.-W. (2022) · International Conference on Information Science, Parallel and Distributed Systems (ISPDS) · doi:10.1109/ispds56360.2022.9874082 · Cited by 1

Effects of Skin Hydration on Electrodermal Activity

Youssif, A. A., & Bari, D. S. (2025) · Journal of Psychophysiology · doi:10.1027/0269-8803/a000352 · Cited by 1

Automated seizure detection using wearable devices: updated systematic review and meta-analysis of tonic-clonic and focal seizure detection

Mohamed, S., Shaikh, M. F., & Piaggio, D. (2026) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2026.1833080 · Cited by 1

A Preliminary Cooperative Genetic Fuzzy Proposal for Epilepsy Identification Using Wearable Devices

de la Cal, E., Villar, J. R., Vergara, P. M., Sedano, J., & Herrero, Á. (2015) · Advances in intelligent systems and computing · doi:10.1007/978-3-319-19719-7_5 · Cited by 1

An Image Processing Based Novel Approach to Real-Time Analysis and Diagnosis of Epileptic Seizures using Wearable Sensors

(2017) · International Journal of Innovations in Engineering and Technology · doi:10.21172/ijiet.81.007 · Cited by 1

Antiepileptic action of c-Jun N-terminal kinase (JNK) inhibition

Tai, T. Y., Warner, L. N., Jones, T. D., Jung, S., Skyrud, D. W., & Poolos, N. P. (2015) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2015.02.054 · Cited by 1

Workshop on Innovation on Information and Communication Technologies (ITACA-WIICT 2018)

(2018) · doi:10.46844/bri.18.00002 · Cited by 1

Gated Sensor Fusion: A way to Improve the Precision of Ambulatory Human Body Motion Estimation

Olivares, A., Górriz, J. M., Ramírez, J., & Olivares, G. (2014) · Studies in health technology and informatics · doi:10.3233/978-1-61499-474-9-37

PUSHING THE BOUNDARIES OF CONSUMER GRADE WEARABLE DEVICES IN HEALTH CARE FOR OLDER ADULTS

Kim, B. Y. (2020) · UWSpace (University of Waterloo)

Devices to Monitor and Track Your Epilepsy

Gregg, N. M., & Crepeau, A. Z. (2021) · Epilepsy · doi:10.1002/9781119431893.ch18

Epilepsy and Sleep, Common Bedfellows

Pavkovic, I. M., & Kothare, S. V. (2021) · Springer eBooks · doi:10.1007/978-3-030-65574-7_49

Automatic Seizure Detection Using the Pulse Transit TimePreprint

Fiege, E., Houta, S., Bisgin, P., Surges, R., & Howar, F. M. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2107.05894

Le risque de décès chez l’enfant avec épilepsie : recommandations de prévention et de prise en charge de la Société française de neurologie pédiatrique (SFNP)

Ville, D. M., Tampere, L., Napuri, S., & Camus, C. H. L. (2021) · Perfectionnement en Pédiatrie · doi:10.1016/j.perped.2021.07.008

Lateralization of autonomic activity in response to limb-specific threatPreprint

Kryklywy, J. H., Lu, A., Roberts, K. H., Rowan, M., & Todd, R. M. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.11.24.469931

Early Interaction

Messinger, D. S., Moffitt, J., Mitsven, S. G., Ahn, Y. A., Custode, S. A., Chervonenko, E., Sadiq, S. B., Shyu, M., & Perry, L. K. (2022) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780198855903.013.31

EDA-based Data Stream Pattern Analysis and Peak Detection Algorithm for Substance Users

Bruendl, S. A., Fang, H., Wang, H., & Boyer, E. W. (2021) · IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies · doi:10.1109/chase52844.2021.00017

Computer-Assisted Ambulatory Electroencephalography

Tatum, W. O. (2021) · doi:10.1093/med/9780190067854.003.0011

Epilepsy Detection of Generalized Tonic-Clonic Seizures based on Wrist Signals

Yu, J., Lu, W., Jiang, K., & Liang, T.-W. (2023) · International Symposium on Artificial Intelligence for Medicine Sciences (ISAIMS) · doi:10.1145/3644116.3644165

Neuro-Inclusive Smart Building Design: Unveiling the Subjectivity of Comfort Experiences Through BiosignalsPreprint

Bagheri, S., Good, J., & Alavi, H. S. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4790417

Nonverbal Communication in the Consulting Room

Deza, E. G. (2024) · Springer eBooks · doi:10.1007/978-3-031-62446-9_7

Practical Applications of Wearable Devices for Diagnosis and Monitoring

Kim, H. (2024) · MechEcology · doi:10.23104/me.2024.10.3.2.23

Impact of seizure detectors on treatment and costs of epilepsy

van Putten, M. J. A. M., & Haeri, M. A. (2025) · Seizure · doi:10.1016/j.seizure.2025.06.008

KI und Wearables für ein innovatives Patientenmanagement: Fokus epileptisches Anfallsmonitoring

Vieluf, S., Goelz, C., Moehrle, P., & Loddenkemper, T. (2025) · Springer eBooks · doi:10.1007/978-3-658-48573-3_34

Multimodal Seizure Detection with Long-term Ambulatory ECG and Accelerometry DataPreprint

Li, L., Karoly, P. J., Grayden, D. B., Cook, M. J., & Nurse, E. S. (2025) · medRxiv · doi:10.64898/2025.12.16.25342428

Effects of emotional spillover and exposure to interparental psychological aggression on momentary physiological linkage during naturalistic couple conflicts

Carta, K. E., Jumonville, G. A., Duong, J. B., Walters, S. N., Carrasco, A. S., Romero, D. N., Khurd, I. P., Chaspari, T., Han, S. C., Kim, Y., et al. (2026) · Biological Psychology · doi:10.1016/j.biopsycho.2026.109191

Contrôle volontaire des crises et régulation des émotions dans l'épilepsie temporale pharmacorésistante : l’exemple d’une thérapie par GSR biofeedback

Kotwas, I. (2018) · theses.fr (ABES) · doi:10.70675/7926cfa7z5952z43c0z8a04zc48f8da500f0

Epileptic seizure and anomaly detection in internet of medical things

Gheryani, M. (2021) · doi:10.70675/a270c213z18faz475bzbd30z0da49e37deb7

Wearable Data in Epilepsy Care

Aungaroon, G. (2026) · Epiliepsy currents/Epilepsy currents · doi:10.1177/15357597261433585

Position Statement on Noninvasive Seizure Detection/Alerting Devices: A Joint Statement of the American Epilepsy Society, the Epilepsy Foundation, and the Danny Did Foundation

Grzeskowiak, C. L., Alick-Lindstrom, S., Bari, A., Farrenburg, M., Fong-Isariyawongse, J. S., Henninger, H., Jewell, A., Orciuoli, L., Pellinen, J., Stanton, T., et al. (2026) · Epiliepsy currents/Epilepsy currents · doi:10.1177/15357597261459793 · Cited by 1

Bayesian heart-rate entropy identifies autonomic dynamics during seizure evolution: a reproducible pilot studyPreprint

Dague, K. O., Rosas, F. E., Gutierrez-Gomez, A., Surges, R., Mormann, F., & Kringelbach, M. L. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.07.30.741763

Opportunities for Quantum Sensing in Epilepsy Diagnostics

Kalinina, D., Pak, A., Dossov, M., Utebekov, Z., Kyrgyzbay, G., Kimadiev, D., Zhumabayeva, G., Hernandez, F. U., & Berengueres, J. O. L. (2026) · Sensors · doi:10.3390/s26175490

Continuous EEG monitoring of antiepileptic therapy using unsupervised deep learning: A proof-of-concept study

Čeperković, B., & Јаnkovic, S. (2026) · Hospital Pharmacology - International Multidisciplinary Journal · doi:10.5937/hpimj2602814c

Artificial intelligence in epilepsy diagnosis: Clinical readiness, failure modes, and standards for Implementation

Escobar-Montalvo, J. M., Torres, A. M., Escobar-Ipuz, F. A., & Mateo, J. (2026) · Seizure · doi:10.1016/j.seizure.2026.09.013

Automated Detection of Convulsive Seizures Using a Single Wrist-Worn Accelerometer Device.

Kusmakar, S., Karmakar, C. K., Yan, B., Obrien, T., Muthuganapathy, R., & Marimuthu Palaniswami, A. (2018) · Own your potential (DEAKIN)

Automated Detection of Convulsive Seizures Using a Wearable Accelerometer Device

Kusmakar, S., Karmakar, C. K., Yan, B., O'Brien, T. J., Muthuganapathy, R., & Palaniswami, M. S. (2018) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2018.2845865 · Cited by 101

Detection of Bilateral Tonic-Clonic Seizures Using Miniaturized Wearable Electromyography-Accelerometry Sensors

Wabi, I. S., Lazo, D. A. G., Jahani, A., Chebaane, S., Hartwig, R., Ruppli, C., Gharbi, O., Robert, M., Perreault, A., Rodriguez, C., et al. (2025) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2025.3648668

Generalized Tonic-Clonic Seizure Detection through the Use of Physiological Signals

Li, W., Sheng, D., Wang, G., & Wang, G. (2022) · IEEE International Conference on Pattern Recognition and Machine Learning (PRML) · doi:10.1109/prml56267.2022.9882267 · Cited by 4

Tonic-clonic seizure detection using accelerometry-based wearable sensors: A prospective, video-EEG controlled study

Buvarp, D., Ohlsson, F., Krýsl, D., Rydenhag, B., Czarnecki, M., Gustafsson, N., Wipenmyr, J., McKelvey, T., & Malmgren, K. (2018) · Seizure · doi:10.1016/j.seizure.2018.12.024 · Cited by 50