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Machine learning-based zero-touch network and service management:a survey

Digital Communications and Networks 2022年第2期8卷 105-123页

作者： Jorge Gallego-Madrid Ramon Sanchez-Iborra Pedro M.Ruiz antonio f.skarmeta Department of Information and Communication Engineering University of Murcia30100MurciaSpain Department of Engineering and Applied Techniques University Center of Defense30729San Javier Air Force BaseSpain

The exponential growth of mobile applications and services during the last years has challenged the existing network ***,the arrival of multiple management solutions to cope with this explosion along the end-to-end network chain has increased the complexity in the coordinated orchestration of different segments composing the whole *** Zero-touch Network and Service Management(ZSM)concept has recently emerged to automatically orchestrate and manage network resources while assuring the Quality of Experience(QoE)demanded by *** Learning(ML)is one of the key enabling technologies that many ZSM frameworks are adopting to bring intelligent decision making to the network management *** paper presents a comprehensive survey of the state-of-the-art application of ML-based techniques to improve ZSM *** this end,the main related standardization activities and the aligned international projects and research efforts are deeply *** this dissection,the skyrocketing growth of the ZSM paradigm can be ***,different standardization bodies have already designed reference architectures to set the foundations of novel automatic network management functions and resource *** with these advances,diverse ML techniques are being currently exploited to build further ZSM developments in different aspects,including multi-tenancy management,traffic monitoring,and architecture coordination,among ***,different challenges,such as the complexity,scalability,and security of ML mechanisms,are also identified,and future research guidelines are provided to accomplish a firm development of the ZSM ecosystem.

关键词： Zero-touch network and service management(ZSM) Next generation networks(NGN) Artificial intelligence(AI) Machine learning(ML)

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federated Network Intelligence Orchestration for Scalable and Automated fL-Based Anomaly Detection in B5G Networks

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Computers, Materials & Continua 2024年第7期80卷 163-193页

作者： Pablo fernández Saura José M.Bernabé Murcia Emilio García de la Calera Molina Alejandro Molina Zarca Jorge Bernal Bernabé antonio f.skarmeta Gómez Department of Information and Communications Engineering University of MurciaMurcia30100Spain University Center of Defense Spanish Air Force AcademySan Javier30720Spain

The management of network intelligence in Beyond 5G(B5G)networks encompasses the complex challenges of scalability,dynamicity,interoperability,privacy,and *** are essential steps towards achieving the realization of truly ubiquitous Artificial Intelligence(AI)-based analytics,empowering seamless integration across the entire Continuum(Edge,fog,Core,Cloud).This paper introduces a federated Network Intelligence Orchestration approach aimed at scalable and automated federated Learning(fL)-based anomaly detection in *** leveraging a horizontal federated learning approach based on the fedAvg aggregation algorithm,which employs a deep autoencoder model trained on non-anomalous traffic samples to recognize normal behavior,the systemorchestrates network intelligence to detect and prevent *** into a B5G Zero-touch Service Management(ZSM)aligned Security framework,the proposal utilizes multi-domain and multi-tenant orchestration to automate and scale the deployment of fL-agents and AI-based anomaly detectors,enhancing reaction capabilities against *** proposed fL architecture can be dynamically deployed across the B5G Continuum,utilizing a hierarchy of Network Intelligence orchestrators for real-time anomaly and security threat *** includes fL enforcement operations for interoperability and extensibility,enabling dynamic deployment,configuration,and reconfiguration on *** validation of the proposed solution was conducted through dynamic orchestration,fL,and real-time anomaly detection processes using a practical test *** of key performance metrics,leveraging the 5G-NIDD dataset,demonstrates the system’s capability for automatic and near real-time handling of anomalies and attacks,including real-time network monitoring and countermeasure implementation for mitigation.

关键词： federated learning 6G orchestration anomaly detection security policy

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Automorphism Groups of Pseudo-real Riemann Surfaces of Low Genus

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Acta Mathematica Sinica,English Series 2014年第1期30卷 11-22页

作者： Emilio BUJALANCE antonio f.COSTA Departamento de Matemáticas fundamentales Facultad de CienciasUNEDSenda del rey928040 MadridSpain

A pseudo-real Riemann surface admits anticonformal automorphisms but no anticonformal *** obtain the classifcation of actions and groups of automorphisms of pseudo-real Riemann surfaces of genera 2,3 and *** instance the automorphism group of a pseudo-real Riemann surface of genus 4 is eitherC4orC8or the fro¨benius group of order 20,and in the case ofC4there are exactly two possible topological *** MK P R,g be the set of surfaces in the moduli space MK g corresponding to pseudo-real Riemann *** obtain the equisymmetric stratifcation of MK P R,g for generag=2,3,4,and as a consequence we have that MK P R,gis connected forg=2,3 but MK P R,4has three connected components.

关键词： Riemann surface automorphism anticonformal automorphism moduli space

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Lessons from rare tumors: Hepatic lymphoepithelioma-like carcinomas

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World Journal of Gastroenterology 2015年第12期21卷 3472-3479页

作者： antonio Solinas Diego f Calvisi Department of Biomedical Sciences University of Sassari Department of Clinical and Experimental Medicine University of Sassari Institute of Pathology University of Greifswald

In this review we focus on lymphoepitheliomalike hepatocellular carcinomas(LEL-HCC) and lymphoepithelioma-like cholangiocarcinomas(LEL-ICC). Despite their rarity, these tumors are of general interest because of their epidemiological and clinical features, and because they represent a distinct model of interaction between the immune systemand neoplastic cells. Approximately half of LELHCC arise in the context of chronic hepatitis C virus(HCV) infection and have been described both in Eastern and Western patients. By contrast, LEL-ICC is associated in almost all cases with Epstein-Barr virus(EBV) infection and exhibits the same epidemiological features of EBV related malignancies. Compared with classical hepatocellular carcinoma and intrahepatic cholangiocarcinoma of corresponding stage, both LEL-HCC and LEL-ICC are characterized by lower rates of recurrence after surgery and better overall survival. How this behavior is related to distinct genetic alterations and tumor microenvironment is unclear. The pathophysiological mechanisms of lymphoid infiltrations seem to be different among the two groups of tumors. In fact, LEL-HCC frequently arises in the context of inflammatory changes driven by HCV infection, and has been recognized as a variant of classical hepatocellular carcinoma. At variance, lymphocyte recruitment of LEL-ICC is similar to that described in nasopharyngeal carcinoma and gastric LEL, and possibly depends on the expression pattern of latent EBV infection.

关键词： Lymphoepithelioma Lymphoepithelioma-like carcinoma

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Quantifying Electrochemical Processes in Batteries and Beyond

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Energy & Environmental Materials 2022年第4期5卷 1001-1004页

作者： Emma N.antonio Michael f.Toney Materials Science and Engineering Program University of Colorado BoulderBoulderColorado 80309USA Joint Center for Energy Storage Research(JCESR) University of Colorado BoulderBoulderColorado 80309USA Department of Chemical and Biological Engineering University of Colorado BoulderBoulderColorado 80309USA Renewable and Sustainable Energy Institute University of Colorado BoulderBoulderColorado 80309USA

The correlation of electrochemical measurements with materials characterization has advanced our understanding of operation and degradation mechanisms in electrochemical energy storage and many other ***,often these correlations are qualitative,preventing the unambiguous identification of both operational principles and the root causes of performance *** we suggest quantitative approaches to define competing mechanisms and determine their relative *** illustrate the importance of quantitative methodologies over a range of electrochemical systems and highlight the need to consider the effect of the experimental design and measurement *** approaches will reveal the most detrimental degradation mechanisms and enable the development of strategies to suppress,stabilize or eliminate them,leading to materials and devices with longer lifetimes,reduced environmental impact,and improved performance.

关键词： electrochemistry in situ and operando characterization batteries quantification materials science

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Affinity-Based Network Interfaces for Efficient Communication on Multicore Architectures

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Journal of Computer Science & Technology 2013年第3期28卷 508-524页

作者： Andrés Ortiz Julio Ortega antonio f.Díaz Alberto Prieto Department of Communications Engineering University of Málaga Department of Computer Architecture and Technology/CITIC University of Granada

Improving the network interface performance is needed by the demand of applications with high communication requirements （for example, some multimedia, real-time, and high-performance computing applications）, and the availability of network links providing multiple gigabits per second bandwidths that could require many processor cycles for communication tasks. Multicore architectures, the current trend in the microprocessor development to cope with the difficulties to further increase clock frequencies and microarchitecture efficiencies, provide new opportunities to exploit the parallelism available in the nodes for designing efficient communication architectures. Nevertheless, although present OS network stacks include multiple threads that make it possible to execute network tasks concurrently in the kernel, the implementations of packet-based or connection-based parallelism are not trivial as they have to take into account issues related with the cost of synchronization in the access to shared resources and the efficient use of caches. Therefore, a common trend in many recent researches on this topic is to assign network interrupts and the corresponding protocol and network application processing to the same core, as with this affinity scheduling it would be possible to reduce the contention for shared resources and the cache misses. In this paper we propose and analyze several configurations to distribute the network interface among the different cores available in the server. These alternatives have been devised according to the affinity of the corresponding communication tasks with the location （proximity to the memories where the different data structures are stored） and characteristics of the processing core. As this approach uses several cores to accelerate the communication path of a given connection, it can be seen as complementary to those that consider several cores to simultaneously process packets belonging to either the same or different connections.

关键词： interrupt affinity processor affinity network interface offioading, SIMICS

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Single ventricle:amphibians and human beings

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World Journal of Pediatrics 2022年第10期18卷 643-646页

作者： Paolo Angelini Bruno Marino antonio f.Corno Texas Heart Medical Group Texas Heart InstituteBaylor CollegeHoustonTX77030USA Department of Pediatrics Obstetrics and GynecologyUniversity La Sapienza00161RomeItaly Children’s Heart Institute McGovern Medical SchoolMemorial Hermann Children’s HospitalUniversity of Texas Health Science Center in Houston6410 Fannin StreetMSB 6.274HoustonTX77030USA

Survival to adult life in patients born with“functionally”single ventricle,without any surgical treatment,as natural history,is extremely rarely reported[1,2,3,4,5,6,7].In general,these group of patients with“functionally”single ventricle are symptomatic from the first weeks of life,and require two to three staged operations to obtain that the single ventricle pumps the oxygenated blood to the systemic circulation,while the less oxygenated blood is deviated by gravity from the superior and inferior vena cava directly to the lungs[1,8,9].The result of this artificial“fontan circulation”is high systemic venous pressure,and the chronic elevation of the systemic venous pressure may results in liver failure,renal failure.

关键词： ventricle Survival operations

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Mortality from liver cirrhosis and HCC in the DAA era:success in viral control is darkened by raise of metabolic disease

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Hepatobiliary Surgery and Nutrition 2019年第3期8卷 307-310页

作者： antonio Saviano Thomas f.Baumert Inserm U1110 Institut de Recherche sur les Maladies Virales et HépatiquesUniversite de StrasbourgF-67000 StrasbourgFrance Pole Hépatodigestif Institut Hopitalo-UniversitaireHopitaux UniversitairesF-67000 StrasbourgFrance

Liver cirrhosis and primary liver cancers are leading causes of mortality worldwide with over than 1.7 million of deaths in 2010 representing about 3.4%of the overall deaths(1).Global liver cirrhosis deaths ceaselessly increased by 52.2%from 1980 to 2010(1).Similarly,primary liver cancers global deaths increased by 62.4%from 1990 to 2010(2).

关键词： cirrhosis liver mortality

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Interplay between the glass and the gel transition

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Science China(Physics,Mechanics & Astronomy) 2019年第10期62卷 45-50页

作者： Annalisa fierro antonio de Candia antonio Coniglio CNR-SPIN c/o Complesso di Monte S.AngeloNapoli 80126Italy Dipartimento di fisica"Pancini" Universita di Napoli"FedericoⅡ"Complesso di Monte S.AngeloNapoli 80126Italy

By changing the control parameters, many physical systems reach a slow dynamics regime followed by an arrested or a quasiarrested state. Examples, among others, are gels and glasses. In this paper, we discuss some experimental and theoretical results in polymer and colloidal systems, where gel and glass transitions interfere, and use models from Mode Coupling Theory（MCT）to illustrate the rich phenomenology observed. The continuous and the discontinuous transition lines, found in the MCT models,are considered suitable to describe respectively the gel and the glass transitions, so we suggest that the interplay between gel and glass may be interpreted in terms of the f13 MCT model, clarifying also the origin of logarithmic decays often observed in such systems. In particular, the theoretical predictions of the MCT in the f13 model are compared with Molecular Dynamics simulations in model systems for chemical gels and charged colloids.

关键词： glass gel and sol colloid

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Stochastic seismic inversion and Bayesian facies classification applied to porosity modeling and igneous rock identification

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Petroleum Science 2024年第2期21卷 918-935页

作者： fábio Júnior Damasceno fernandes Leonardo Teixeira antonio fernando Menezes freire Wagner Moreira Lupinacci Exploratory Interpretation and Reservoir Characterization Group(GIECAR) Department of Geology and GeophysicsFederal Fluminense UniversityNiter oiRJ24210-346Brazil Petrobras Rio de JaneiroRJ20231-030Brazil National Institute of Science and Technology of Petroleum Geophysics(INCT-GP/CNPQ) Niter oiRJ24210-346Brazil

We apply stochastic seismic inversion and Bayesian facies classification for porosity modeling and igneous rock identification in the presalt interval of the Santos Basin. This integration of seismic and well-derived information enhances reservoir characterization. Stochastic inversion and Bayesian classification are powerful tools because they permit addressing the uncertainties in the model. We used the ES-MDA algorithm to achieve the realizations equivalent to the percentiles P10, P50, and P90 of acoustic impedance, a novel method for acoustic inversion in presalt. The facies were divided into five: reservoir 1,reservoir 2, tight carbonates, clayey rocks, and igneous rocks. To deal with the overlaps in acoustic impedance values of facies, we included geological information using a priori probability, indicating that structural highs are reservoir-dominated. To illustrate our approach, we conducted porosity modeling using facies-related rock-physics models for rock-physics inversion in an area with a well drilled in a coquina bank and evaluated the thickness and extension of an igneous intrusion near the carbonate-salt interface. The modeled porosity and the classified seismic facies are in good agreement with the ones observed in the wells. Notably, the coquinas bank presents an improvement in the porosity towards the top. The a priori probability model was crucial for limiting the clayey rocks to the structural lows. In Well B, the hit rate of the igneous rock in the three scenarios is higher than 60%, showing an excellent thickness-prediction capability.

关键词： Stochastic inversion Bayesian classification Porosity modeling Carbonate reservoirs Igneous rocks

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