Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Articles Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource An efficient deep learning based stress monitoring model through wearable devices for health care applications Subject The topic of the resource Deep learning (DL); Electrodermal activity (EDA) Signal; Grey wolf optimization (GWO); Random forest (RF); Stress detection Description An account of the resource Due to the mental stress of the human, the negative effects are known to be recent decades. Early detections of high level stresses are necessary to stop harmful consequences. Studies have proposed on wearable technologies which detect human stress. This study proposes stress detection systems which use physiological signals of people collected by wearable technologies and attached to human bodies. They can carry it during their daily routine. This works proposed system includes removal of artifacts in bio signals and feature extractions from these cleaned signals. Since, DL (deep learning) based models are proven to be the best for these analyses, this article uses a random differential GWO (Grey wolf optimization) algorithm for feature extraction and a ML (machine learning) algorithm called RF (random forest) has been used for classification of the human body parameters like activities of the heart, conductance in skins and corresponding accelerometer signals. The proposed stress detection system is implemented with the real time data gathered from 21 participants. This approach can detect the stress of a human and prevent it from early stages with necessary lectures to avoid the negative effects. 2023, The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature. Creator An entity primarily responsible for making the resource Prakash P.; Prabu P.; Sakthivel V.; Sivakumar R. Source A related resource from which the described resource is derived Optical and Quantum Electronics, Vol-56, No. 2 Publisher An entity responsible for making the resource available Springer Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/s11082-023-05801-w" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/s11082-023-05801-w</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85179624767&amp;doi=10.1007%2Fs11082-023-05801-w&amp;partnerID=40&amp;md5=3b65fffe4273dc22d26de3f175e80a74" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85179624767&amp;doi=10.1007%2fs11082-023-05801-w&amp;partnerID=40&amp;md5=3b65fffe4273dc22d26de3f175e80a74</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 3068919; CODEN: OQELD Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Prakash P., Vellore Institute of Technology, Tamilnadu, Chennai, India; Prabu P., CHRIST (Deemed to be University), Bengaluru, 560029, India; Sakthivel V., Vellore Institute of Technology, Tamilnadu, Chennai, India; Sivakumar R., CHRIST (Deemed to be University), Bengaluru, 560029, India