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Title: :  Synap Sense
PaperId: :  27737
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27737
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Amogh M UVidya Vikas Institute of Engineering & Technology
Chiranthana C GVidya Vikas Institute of Engineering & Technology
Kushal Kumar RVidya Vikas Institute of Engineering & Technology
A G ManohariVidya Vikas Institute of Engineering & Technology
Komala KumariVidya Vikas Institute of Engineering & Technology

Abstract

Electronics Engineering
EEG, Real-time monitoring, Seizure detection, Loss of consciousness, Raspberry Pi, Random Forest, GSM alert system, Low-cost healthcare, Machine learning.
Effective This project presents a real-time brain-monitoring system designed to detect epileptic seizures and loss of consciousness (LOC) using a low-cost, single-channel EEG sensor interfaced with a Raspberry Pi. The system aims to provide an affordable and portable solution for continuous brain-state monitoring, especially in home-care or remote medical settings where immediate medical intervention is crucial. EEG signals are acquired from the prefrontal cortex using a three-electrode frontal lobe sensor. These analog signals are digitized and wirelessly transmitted to a Raspberry Pi via Bluetooth or UART. The data is processed in 10-second windows through baseline correction, z-score standardization, and optional noise filtering to prepare for real-time feature extraction. Time-domain, frequency-domain, and non-linear features are computed from each segment to characterize brain activity. A pre-trained Random Forest classifier, optimized using offline data, then categorizes each signal segment as either normal, seizure, or LOC. Upon detection of abnormal brain states, the system automatically activates a SIM900A GSM module to alert caregivers—sending an SMS for LOC detection and both an SMS and a voice call for seizure events. The entire pipeline is designed to run in real-time with minimal latency, offering a practical solution for medical alert systems, especially in underserved regions.

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IJARIIE Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, and Komala Kumari. "Synap Sense" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 740-750
MLA Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, and Komala Kumari. "Synap Sense." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 740-750.
APA Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, & Komala Kumari. (2025). Synap Sense. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 740-750.
Chicago Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, and Komala Kumari. "Synap Sense." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 740-750.
Oxford Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, and Komala Kumari. 'Synap Sense', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 740-750. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Synap_Sense_ijariie27737.pdf (Accessed : 15 January 2026).
Harvard Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, and Komala Kumari. (2025) 'Synap Sense', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 740-750IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Synap_Sense_ijariie27737.pdf (Accessed : 15 January 2026)
IEEE Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, and Komala Kumari, "Synap Sense," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 740-750, Nov-Dec 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/Synap_Sense_ijariie27737.pdf [Accessed : 15 January 2026].
Turabian Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, and Komala Kumari. "Synap Sense." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 (15 January 2026).
Vancouver Amogh M U, Chiranthana C G, Kushal Kumar R, A G Manohari, and Komala Kumari. Synap Sense. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : 15 January 2026]; 11(6) : 740-750. Available from: http://ijariie.com/AdminUploadPdf/Synap_Sense_ijariie27737.pdf
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