Book ChapterDOI
Continuous Monitoring and Detection of Epileptic Seizures Using Wearable Device
Darshan Mehta,Tanay Deshmukh,Yokesh Babu Sundaresan,P. Kumaresan +3 more
- pp 77-84
TLDR
A wireless electronic monitoring system that can accurately predict the onset of seizures a few minutes in advance is proposed, which will improve the patient’s quality of life and give them dignity.Abstract:
Epilepsy is a serious, potentially fatal neurological disorder which often requires the immediate attention of a caregiver. Common symptoms of epileptic seizures include sudden fluctuations in heart rate and involuntary muscular contractions (seizures). They can also be accompanied by nausea, dizziness, etc. The sudden onset of a seizure during driving may lead to accidents and its occurrence during sleeping hours could prove fatal if no immediate, proper attention is provided by a caregiver or a doctor. Since the onset of seizures is sudden and its consequences can be severe, it is risky to leave the patient alone. We propose a wireless electronic monitoring system that can accurately predict the onset of seizures a few minutes in advance. We will measure two critical health indicators—brain and cardiac bio-potential signal in the form of EEG and ECG using body sensor networks. The system will utilize a wearable device that detects the symptoms and transmits a coded signal to produce control signals for switching on an alarm device, alerting a doctor or caregiver’s mobile phone using wireless communication with help of GSM modem. A GPS module is used to trace out the exact location of the patient. We will use machine learning to classify whether the sensors indicate an onset of a seizure or not. With this system, we hope to improve the patient’s quality of life and give them dignity.read more
Citations
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Journal ArticleDOI
Biosensors for Epilepsy Management: State-of-Art and Future Aspects
Shivani Tiwari,Varsha Sharma,Mubarak A. Mujawar,Yogendra Kumar Mishra,Ajeet Kaushik,Anujit Ghosal,Anujit Ghosal,Anujit Ghosal +7 more
TL;DR: A guide platform to scholars for understanding and planning of future research aiming to develop a smart bio-sensing system to detect and monitor epilepsy for point-of-care (PoC) applications.
Book ChapterDOI
A Review on Epileptic Seizure Detection and Prediction
TL;DR: In this article , the authors examined the viability of Internet of Things-based epileptic seizures prediction and alerting system that are now present and proposed a wearable tracking gadget which is being utilised to establish a fearless atmosphere for those who are impacted.
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Posted Content
Speech Recognition with Deep Recurrent Neural Networks
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Santos,Rodrigo Sarmiento-Suarez,Benn Sartorius,Maheswar Satpathy,Miloje Savic,Monika Sawhney,Michael Schaub,Maria Inês Schmidt,Ione Jayce Ceola Schneider,Ben Schöttker,Aletta E. Schutte,Aletta E. Schutte,David C. Schwebel,Soraya Seedat,Sadaf G. Sepanlou,Edson Serván-Mori,Katya Anne Shackelford,Gavin Shaddick,Amira Shaheen,Saeid Shahraz,Masood Ali Shaikh,Marina Shakh-Nazarova,Rajesh Sharma,Jun She,Sara Sheikhbahaei,Jiabin Shen,Jiabin Shen,Ziyan Shen,Donald S. Shepard,Kevin N. Sheth,Balakrishna P Shetty,Peilin Shi,Kenji Shibuya,Min-Jeong Shin,Rahman Shiri,Ivy Shiue,Ivy Shiue,Mark G. Shrime,Inga Dora Sigfusdottir,Donald H. Silberberg,Diego Augusto Santos Silva,Dayane Gabriele Alves Silveira,Jonathan I. Silverberg,Edgar P. Simard,Abhishek Singh,Gitanjali M. Singh,Jasvinder A. Singh,Om Prakash Singh,Prashant Singh,Virendra Singh,Samir Soneji,Kjetil Søreide,Joan B. Soriano,Luciano A. Sposato,Chandrashekhar T Sreeramareddy,Vasiliki Stathopoulou,Dan J. Stein,Dan J. Stein,Murray B. 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TL;DR: The Global Burden of Disease 2015 Study provides a comprehensive assessment of all-cause and cause-specific mortality for 249 causes in 195 countries and territories from 1980 to 2015, finding several countries in sub-Saharan Africa had very large gains in life expectancy, rebounding from an era of exceedingly high loss of life due to HIV/AIDS.
Proceedings ArticleDOI
Learning to forget: continual prediction with LSTM
TL;DR: This work identifies a weakness of LSTM networks processing continual input streams without explicitly marked sequence ends and proposes an adaptive "forget gate" that enables an L STM cell to learn to reset itself at appropriate times, thus releasing internal resources.
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