Risultati finali
Initial design of NI for computeaware radio scheduling multitimescale edge resource management Reconfigurable Intelligent Surfaces RIS control and inbackhaul support for service intelligence
Final design of intelligent orchestration and management mechanismsFinal design of NI for energy-aware VNF placement,capacity forecasting, automated anomaly response, and self-learning network management and orchestration (MANO).
Refined design of intelligent orchestration and management mechanismsRefined design of NI for energyaware VNF placementcapacity forecasting automated anomaly response and selflearning network management and orchestration MANO
Refined evaluation results and initial proof-of-concept demonstrationsRefined evaluation of NI solutions via simulation and emulationbased sandboxes prototypes and experimental proofofconcepts and largescale nationwide datasets from network operators
Refined design of real-time control and VNF intelligence mechanismsRefined design of NI for computeaware radio scheduling multitimescale edge resource management Reconfigurable Intelligent Surfaces RIS control and inbackhaul support for service intelligence
Final DAEMON Network Intelligence framework and toolsetsFinal characterization of the gaps between target NI problems and the current state-of-the-art approaches that could be adopted to address them; final design of the DAEMON NI-native architecture; final taxonomy of statistical modelling, machine learning, and hybrid approaches for the support of network functionalities; final guidelines for the design of loss-metric-aligned, self-learning and elastic NI.
Final report on communication, dissemination and exploitation and exploitation plan for after the projectSummary of the final results attained by the project in terms of dissemination and communication, standardization and open-source activities, and exploitation and innovation.
Initial DAEMON Network Intelligence framework and toolsetsFirst characterization of the gaps between target NI problems and the current stateoftheart approaches that could be adopted to address them first design of the DAEMON NInative architecture first taxonomy of statistical modelling machine learning and hybrid approaches for the support of network functionalities first guidelines for the design of lossmetricaligned selflearning and elastic NI
Preliminary evaluation results and plan for proof-of-concept demonstrationsPreliminary evaluation of NI solutions via simulation and emulationbased sandboxes prototypes and experimental proofofconcepts and largescale nationwide datasets from network operators
Initial design of intelligent orchestration and management mechanismsInitial design of NI for energyaware VNF placementcapacity forecasting automated anomaly response and selflearning network management and orchestration MANO
Final design of real-time control and VNF intelligence mechanismsFinal design of NI for compute-aware radio scheduling, multi-timescale edge resource management, Reconfigurable Intelligent Surfaces (RIS) control, and in-backhaul support for service intelligence.
Report on Communication, dissemination and exploitation results and updated CoDEP for Y3Summary of the results attained by the project in year 2 in terms of dissemination and communication standardization and opensource activities and exploitation and innovation CoDEP for year 3
Report on Communication, dissemination and exploitation results and updated CoDEP for Y2Summary of the results attained by the project in year 1 in terms of dissemination and communication standardization and opensource activities and exploitation and innovation CoDEP for year 2
Report on initial requirements analysis and state of art frameworks and toolsetsInitial analysis of NIassisted functionalities and their functional and performance requirements initial review of standard control management and orchestration specifications and systems initial review of the spectrum of learning and optimization tools and of the emerging techniques in fundamental research on AI models that are relevant to concrete networking problems
Communication, dissemination and exploitation plan (CoDEP) for Y1Definition of the CoDEP with a dissemination plan across three directions industrial community scientific community and other relevant projects and a communication plan to reach a wider audience and the society at large
Final evaluation results and proof-of-concept demonstrationsFinal evaluation of NI solutions via simulation and emulation-based sandboxes, prototypes and experimental proof-of-concepts, and large-scale nation-wide datasets from network operators.
Pubblicazioni
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F. Aslan, G. Iosifidis, J. A. Ayala-Romero, A. Garcia-Saavedra, X. Costa-Perez
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Editore:
Association for Computing Machinery
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Munoz, Daniel-Jesus; Pinto, Monica; Gurov, Dilian; Fuentes, Lidia
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SPLC '22: Proceedings of the 26th ACM International Systems and Software Product Line Conference, Numero 26, 2022, Pagina/e 132–139, ISBN 978-1-4503-9443-7
Editore:
Association for Computing Machinery
DOI:
10.1145/3503229.3547057
Autori:
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Institute of Electrical and Electronics Engineers
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Victor Valls; George Iosifidis; Leandros Tassiulas
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Dimitra Tsigkari; George Iosifidis; Thrasyvoulos Spyropoulos
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Institute of Electrical and Electronics Engineers
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MDPI
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Institute of Electrical and Electronics Engineers
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Soumaya Cherkaoui
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Diego Perino, Kleomenis Katevas, Andra Lutu, Eduard Marin, Nicolas Kourtellis
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Association for Computing Machinery
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Numero 26, 2021
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5GPPP Architecture Working Group
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