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 Faculty Publications Book Chapter Faculty Publications- Book Chapter 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/. Creator An entity primarily responsible for making the resource Suhaas, K.P.; Senthil, S.; Deepa, B.G. Title A name given to the resource A novel approach to optimize power utilization and scheduling in dynamic networks through generative adversarial network-based prediction of network parameters Date A point or period of time associated with an event in the lifecycle of the resource 01-01-2026 Source A related resource from which the described resource is derived Quantum Computing;Volume;5;pp.103-122 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1515/9783111354934-006" target="_blank" rel="noreferrer noopener">https://doi.org/10.1515/9783111354934-006</a> <br /><br /><a href="https://www.scopus.com/pages/publications/105038239338?origin=resultslist" target="_blank" rel="noreferrer noopener">https://www.scopus.com/pages/publications/105038239338?origin=resultslist</a> Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Suhaas K.P., Department of Information Science and Engineering, The National Institute of Engineering, Mysuru, India; Senthil S., Department of Computer Applications, Dayanand Sagar University, Bengaluru, India; Deepa B.G., Department of Computer Science, Christ University, Bengaluru, India Description An account of the resource The infrastructure-less network communication has been in an ever-increasing demand to cater to the needs of effective communication while the network dynamism exists. The quality of service (QoS)quality of service (QoS) demands increasing the efficiency of network by reducing the time taken for a data packet to reach the destination, increasing the probability of successful data transmissiondata transmission, minimizing packet loss,packet loss and optimizing power utilizationpower utilization. In this study, a generative adversarial network-based learning modelgenerative adversarial network-based learning model has been developed that considers the previous network statistics, as realized data, to predict future network patterns by the generatorgenerator to make such predictions, called as unrealized data, as near to the realized data. Further, the proposed model uses penalty-award criteria by the discriminatordiscriminator, to fine-tune the predicted network parameters. Now, having the set of realized and unrealized data, the model uses Markov decision processMarkov decision process to perform power scheduling and effective utilization of buffer space. The buffer utilization in the intermediate nodes necessitates the model to stochastically schedule the data transmission, depending on the percentage of utilization of buffer. Simulation results denote the effective utilization of buffer that makes continued transmission of data, whenever possible, without having data packet lossdata packet loss. Also, power scheduling, by the use of goodput function and increased transmission probability improves the power utilization that ultimately increases the lifetime of the network. 2026 Walter de Gruyter GmbH, Berlin/Boston, Genthiner Stra 13, 10785 Berlin. Subject The topic of the resource Ad hoc networks; buffer overflow; channel fading coefficient; generative adversarial networks; Goodput; Markov decision process; network parameters; power scheduling; quality of service; reinforcement learning; resource optimization; transition probability Publisher An entity responsible for making the resource available Walter de Gruyter GmbH Relation A related resource ISSN: 29400112; Language A language of the resource English Type The nature or genre of the resource Book chapter Rights Information about rights held in and over the resource Restricted Access; Hardcopy may be available in the library Format The file format, physical medium, or dimensions of the resource online