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 Effective Techniques Non-linear Dynamic Model Calibration using CNN Subject The topic of the resource Calibration; Convolutional Neural Network; Mapping; Nonlinear Dynamic Description An account of the resource This paper proposes an efficient method to estimate nonlinear dynamic models using convolutional neural networks (CNNs). The proposed method combines the power of statistical optimization and machine learning to obtain more accurate and efficient estimates of complex models by training CNNs to recognize maps featuring input models and between results, thereby reducing the computational cost of measurements and then using the trained CNN to generate surrogate models -The method can determine accuracy for a range of exposed cases in various nonlinear dynamic models, including differential equation model of chemical reactor and stochastic model of biological systems The results show that the proposed methods are effective for measuring these models, if at most with such accuracy and reducing the computational cost in terms of both frequency and magnitude, the proposed method represents a promising method for estimating nonlinear dynamic models, offering significant advantages in terms of accuracy, efficiency and in scalability 2024 IEEE. Creator An entity primarily responsible for making the resource Devanathan M.; Prasannan D.; Singh P.; Joshua O.; Adity Pai H.; Jakhar P. Source A related resource from which the described resource is derived Proceedings - International Conference on Computing, Power, and Communication Technologies, IC2PCT 2024, pp. 832-836. 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/IC2PCT60090.2024.10486219" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/IC2PCT60090.2024.10486219</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191178255&amp;doi=10.1109%2FIC2PCT60090.2024.10486219&amp;partnerID=40&amp;md5=aa8bdcf2e0dca0c7077cd1e4b8ba76b9" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191178255&amp;doi=10.1109%2fIC2PCT60090.2024.10486219&amp;partnerID=40&amp;md5=aa8bdcf2e0dca0c7077cd1e4b8ba76b9</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038352-2 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 Devanathan M., Christ University, Karnataka, Bengaluru, India; Prasannan D., Karpagam College of Engineering, Department of Civil Engineering, Coimbatore, India; Singh P., Sgt University, Faculty of Science, Department of Physics, Gurugram, India; Joshua O., Afe Babalola University Ado-Ekiti, Civil and Environmental Engineering, Ekiti, Nigeria; Adity Pai H., Graphic Era Deemed to Be University, Department of Computer Science &amp; Engineering, Uttarakhand, Dehradun, India; Jakhar P., Indian Institute of Technology Jodhpur, Rajasthan, Jodhpur, India