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 Conference Papers Conference Paper Faculty Publications- Conference Papers 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 Deep Learning-Based Prediction of Physical Activity Intensity for Athletes Subject The topic of the resource athletes; physical activity intensity prediction; real-time feedback; sensor data analysis; training regimes Description An account of the resource Maximizing training plans for athletes and lowering the risk of injury depends on a precise assessment of the degree of physical activity. Existing system in-use systems often employ simplistic models, which leads to inaccurate projections. The paper presents a deep learning-based system that uses convolutional neural networks (CNNs) to create real-time predictions using wearable sensor data. Because it automatically extracts relevant features from raw sensor data, the technique does not need human feature engineering. Utilizing thorough model training and evaluation, it exceeded the most recent methods in terms of accuracy (0.92), precision (0.90), recall (0.92), F1-score (0.91), and ROC AUC (0.94). Results of cross-validation over many data subsets confirm the resilience of the method. Comparisons of confusion matrices also demonstrate how effectively the algorithm forecasts various activity intensities. Overall, the proposed system represents a breakthrough in accurately estimating how much physical activity athletes do, enhancing the efficacy of their training, and reducing the possibility of damage in sporting settings. 2024 IEEE. Creator An entity primarily responsible for making the resource Indhumathi G.; Sandhiya S.; Kantha D.; Hemalatha P.K.; Rakesh K.R.; Chandrasekar T. Source A related resource from which the described resource is derived International Conference on Intelligent Algorithms for Computational Intelligence Systems, IACIS 2024 Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. 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/10.1109/IACIS61494.2024.10721789" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/IACIS61494.2024.10721789</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85208785751&amp;doi=10.1109%2FIACIS61494.2024.10721789&amp;partnerID=40&amp;md5=8ca1d69dd3e27ae79a4775e3919090b2" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85208785751&amp;doi=10.1109%2fIACIS61494.2024.10721789&amp;partnerID=40&amp;md5=8ca1d69dd3e27ae79a4775e3919090b2</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835036066-0 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 Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Indhumathi G., Rajalakshmi Engineering College, Department of Ece, Chennai, India; Sandhiya S., University College of Engineering, Department of Information Technology, Villupuram, India; Kantha D., George Washington University, Computer Science Department, WA, United States; Hemalatha P.K., Vel Tech Rangarajan Dr Sagunthala R &amp; D Institute of Science and Technology, Department of Mathematics, Chennai, India; Rakesh K.R., Christ University (Deemed to be University), Department of Psychology, Ghaziabad, India; Chandrasekar T., Velammal College of Engineering &amp; Technology, Department of Eee, Madurai, India