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 Assessing transmission excellence and flow detection based on Machine Learning Subject The topic of the resource Machine learning; Optical network; Packet switched optical network; Photonic switching; Scheduling algorithm Description An account of the resource Excellence in transmission can be assessed in optical transport networks before providing any additional connections or upgrading the connections. Generally, the Physical Layer Model (PLM) is used to assess the transmission quality which has high probability in uncertainty and inaccuracy due to the circumstances of physical layer. The network efficiency is directly proportional to the margins. If the margins getting increases in the PLM, the efficiency of the network decreases. Maintaining the excellence in transmission is the biggest challenge when the margins getting increased. Other significant factors for excellence in transmission is scalable, minimum latency with maximum speed and energy efficient. Photonic switching is a hopeful solution for handling these challenges. Machine learning technique is proposed to assess the excellence of transmission and flow detection. ML-E and Precedence based scheduling algorithms are proposed for excellence of transmission and flow detection respectively. The proposed techniques justify variations, uncertainties in kits like fiber dilution, dispersion and optimizes PSON (packet switched optical network). Simulation results are demonstrated and the proposed work results indicates that it can outperform a benchmark in all aspects. 2022, 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 Suresh A.; Kishorekumar R.; Kumar M.S.; Elaiyaraja K. Source A related resource from which the described resource is derived Optical and Quantum Electronics, Vol-54, No. 8 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 2022-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/s11082-022-03867-6" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/s11082-022-03867-6</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85134045379&amp;doi=10.1007%2Fs11082-022-03867-6&amp;partnerID=40&amp;md5=a570b9cfb2e578b005ce2a46a184f778" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85134045379&amp;doi=10.1007%2fs11082-022-03867-6&amp;partnerID=40&amp;md5=a570b9cfb2e578b005ce2a46a184f778</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 Suresh A., Department of Networking and Communications, School of Computing, College of Engineering and Technology, SRM Institute of Science and Technology, SRM Nagar, Kattankulathur, Chengalpattu, Tamil Nadu, Chennai, 603203, India; Kishorekumar R., Department of Electronics and Communication Engineering, School of Engineering and Technology, CHRIST University, Karnataka, Bangalore, 560074, India; Kumar M.S., Department of CSE, SRM Valliammai Engineering College, Tamil Nadu, Chennai, 603203, India; Elaiyaraja K., Tech Lead, Eagle Software Pvt. Ltd., Tamil Nadu, Chennai, 600006, India