1,083 research outputs found
Deep Predictive Coding Neural Network for RF Anomaly Detection in Wireless Networks
Intrusion detection has become one of the most critical tasks in a wireless
network to prevent service outages that can take long to fix. The sheer variety
of anomalous events necessitates adopting cognitive anomaly detection methods
instead of the traditional signature-based detection techniques. This paper
proposes an anomaly detection methodology for wireless systems that is based on
monitoring and analyzing radio frequency (RF) spectrum activities. Our
detection technique leverages an existing solution for the video prediction
problem, and uses it on image sequences generated from monitoring the wireless
spectrum. The deep predictive coding network is trained with images
corresponding to the normal behavior of the system, and whenever there is an
anomaly, its detection is triggered by the deviation between the actual and
predicted behavior. For our analysis, we use the images generated from the
time-frequency spectrograms and spectral correlation functions of the received
RF signal. We test our technique on a dataset which contains anomalies such as
jamming, chirping of transmitters, spectrum hijacking, and node failure, and
evaluate its performance using standard classifier metrics: detection ratio,
and false alarm rate. Simulation results demonstrate that the proposed
methodology effectively detects many unforeseen anomalous events in real time.
We discuss the applications, which encompass industrial IoT, autonomous vehicle
control and mission-critical communications services.Comment: 7 pages, 7 figures, Communications Workshop ICC'1
High-Speed Communications Over Polymer Optical Fibers for In-Building Cabling and Home Networking
This paper focuses on high-speed cabling using polymer optical fibers (POF) in home networking. In particular, we report about the results obtained in the POF-ALL European Project, which is relevant to the Sixth Framework Program, and after two years of the European Project POF-PLUS, which is relevant to the Seventh Framework Program, focusing on their research activities about the use of poly-metyl-metha-acrilate step-index optical fibers for home applications. In particular, for that which concerns POF-ALL, we will describe eight-level pulse amplitude modulation (8-PAM) and orthogonal frequency-division multiplexing (OFDM) approaches for 100-Mb/s transmission over a target distance of 300 m, while for that which concerns POF-PLUS, we will describe a fully digital and a mixed analog-digital solution, both based on intensity modulation direct detection, for transmitting 1 Gb/s over a target distance of 50 m. The ultimate experimental results from the POF-ALL project will be given, while for POF-PLUS, which is still ongoing, we will only show our most recent preliminary results
LTE transmission exploiting pulse width modulation in fibre optic links
Recently it has been demonstrated that pulse width modulation (PWM) can represent a viable solution for the analog optical fronthaul alternative to standard radio over fibre, which still avoids the bandwidth expansion of the digital fronthaul. The PWM encodes the analog samples at the transmitter onto the duration of the on/off keyed optical signal, splitting the sampling and quantization of the radio signal between remote radio units (RRUs) and baseband units (BBUs). In particular in this contribution we demonstrate the capabilities of optical PWM for the transport of LTE signals to support the centralized access network (C-RAN) fronthaul in fibre optic link up to 10-km of standard single mode fibre. The generation and analysis of the radio signals is provided by software modules compliant with the LTE standard which allowed to analyse performance results for the different LTE carriers, channels and services. The PWM optical signal connecting RRUs to BBUs is generated by either directly modulating a DFB laser or an externally seeded reflective semiconductor optical amplifier (RSOA). Both devices could be exploited inside a wavelength division multiplexed passive optical network (WDM PON) architecture where the various RRU-to-BBU links are pooled through virtual point-to-point connections at different wavelengths
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The digital transformation of business models in the creative industries: A holistic framework and emerging trends
This paper examines how digital technologies facilitate business model innovations in the creative industries. Through a systematic literature review, a holistic business model framework is developed, which is then used to analyse the empirical evidence from the creative industries. The research found that digital technologies have facilitated pervasive changes in business models, and some significant trends have emerged. However, the reconfigured business models are often not ‘new’ in the unprecedented sense. Business model innovations are primarily reflected in using digital technologies to enable the deployment of a wider range of business models than previously available to a firm. A significant emerging trend is the increasing adoption of multiple business models as a portfolio within one firm. This is happening in firms of all sizes, when one firm uses multiple business models to servedifferent markets segments, sell different products, or engage with multi-sided markets, or to use different business models over time. The holistic business model framework is refined and extended through a recursive learning process, which can serve both as a cognitive instrument for understanding business models and a planning tool for business model innovations. The paper contributes to our understanding of the theory of business models and how digital technologies facilitate business model innovations in the creative industries. Three new themes for future research are highlighted
Dynamic bandwidth allocation in ATM networks
Includes bibliographical references.This thesis investigates bandwidth allocation methodologies to transport new emerging bursty traffic types in ATM networks. However, existing ATM traffic management solutions are not readily able to handle the inevitable problem of congestion as result of the bursty traffic from the new emerging services. This research basically addresses bandwidth allocation issues for bursty traffic by proposing and exploring the concept of dynamic bandwidth allocation and comparing it to the traditional static bandwidth allocation schemes
Next generation optical access networks and coexistence with legacy PONs
Nowadays, Fiber-to-the-Home is one of the most promising solutions to provide broadband services in access networks. However, the fiber is inefficiently used as most of the deployed systems are still based on Time Division Multiplexing Passive Optical Networks (TDM-PONs) providing shared transmission capacities up to 2.5 Gb/s down and 1.25 Gb/s up, among multiple users. Research on high-speed electronics and Wavelength Division Multiplexing (WDM) has allowed the emergence of what is known as the second generation PON (NG-PON2), which specify aggregated capacities up to 40 Gb/s, stacking four channels at symmetric data rates of 10 Gb/s each, for residential scenarios. Nevertheless, the capacity per channel is still shared between multiple users due to the use of TDM. Moreover, the optical spectrum efficiency is low because channels are widely spaced (50 to 100 GHz). In addition, the sensitivity, reach and number of users is limited as consequence of using direct detection (DD) systems. In consequence, and due to the increase in bandwidth demands of new multimedia applications, it is necessary to propose solutions that cope with this tendency and, even more important, that can coexist with legacy systems, being one of the major requirements of network operators to guarantee a smooth and non-disruptive technology migration.
In this thesis, a breakthrough technology such as Ultra-Dense WDM (UDWDM) that allows to allocate a large number of channels spaced only by a few GHz is used. This approach consent to envision the concept of Wavelength-to-the-User, where each costumer can be served with dedicated bandwidth links. The key technologies are based on coherent systems, with inherent wavelength selectivity and improved sensitivity compared to DD systems, thanks to the booster action of a tunable local oscillator (LO) laser.
Because of cost is the main constraint in access networks, especially at the customer premises equipment (Optical Network Unit - ONU), in this thesis, a new class of coherent transceivers, based on low-cost direct modulated lasers and simplified receiver schemes, are proposed and experimentally tested. Moreover, the issue of coexistence is investigated through theoretical studies and real-time implementations, demonstrating full compatibility with legacy systems.
Between the proposed solutions, a simple technique to adjust digitally the direct phase modulation of a distributed feedback (DFB) laser is presented to support flexible transmission rates. Next, several multilevel phase modulation formats for achieving higher transmission rates and better spectral efficiency are experimentally compared. Subsequently, the topic of photonic integration is addressed, demonstrating for the first time an 8-ary hybrid amplitude and phase modulated transmitter (Tx), by using a low-cost, small-footprint and energy efficient dual electro-absorption modulated laser (DEML). Finally, two novel proposals, to reduce the complexity of heterodyne and intradyne detection, are provided to face the typical issue of complexity and high-cost of coherent systems. The former explores the possibility of using only one DFB laser as LO and Tx at the ONU. The later demonstrates for the first time, a novel phase time diversity technique alternating phase modulation at each complex component (in-phase - I and quadrature - Q) achieving a 10 Gb/s' transmission with polarization independence.En la actualidad, la Fibra hasta el Hogar es una de las soluciones más prometedoras para proporcionar servicios de banda ancha en las redes de acceso. Sin embargo, la fibra se usa de manera poco eficiente, ya que la mayoría de los sistemas implementados todavía están basados en redes ópticas pasivas de multiplexación por división en el tiempo (TDM-PON) que brindan capacidades de transmisión compartidas entre múltiples usuarios de hasta 2.5 Gb/s y 1.25 Gb/s. La investigación en electrónica de alta velocidad y la multiplexación por división de longitud de onda (WDM) ha permitido el surgimiento de lo hoy se conoce como PON de segunda generación (NG-PON2), que especifica capacidades agregadas de hasta 40 Gb/s, apilando cuatro canales a velocidades de datos simétricas de 10 Gb/s cada uno, para escenarios residenciales. Sin embargo, la capacidad por canal todavía se comparte entre múltiples usuarios debido al uso de TDM. Además, la eficiencia en el uso del espectro óptico es baja porque los canales están muy separados (50 a 100 GHz). Asimismo, la sensibilidad, el alcance y el número de usuarios están limitados debido al uso de sistemas de detección directa. En consecuencia, y debido al aumento de las demandas de ancho de banda de las nuevas aplicaciones multimedia, es necesario proponer soluciones que respondan a esta tendencia y, lo que es más importante, que puedan coexistir con sistemas heredados, siendo uno de los principales requisitos de los operadores de red para garantizar una migración de tecnología fluida y sin interrupciones. En esta tesis, se utiliza una tecnología de vanguardia, como la multiplexación por división ultra densa de longitud de onda (UDWDM) que permite distribuir un gran número de canales espaciados solo por unos pocos GHz. Este enfoque permite vislumbrar el concepto de longitud de onda para el usuario, donde cada cliente puede usar enlaces de ancho de banda dedicados. Las tecnologías clave están basadas en los sistemas coherentes, con selectividad de longitud de onda inherente y sensibilidad mejorada en comparación con los sistemas de detección directa, gracias al efecto de amplificación óptica de un láser oscilador local (LO) sintonizable. Debido a que el costo es la principal restricción en las redes de acceso, especialmente del equipo en las instalaciones del cliente (unidad de red óptica - ONU), en ésta tesis, una nueva clase de transceptores coherentes, basados en láseres de bajo coste modulados directamente y esquemas de recepción simplificados, son propuestos y probados experimentalmente. Además, el problema de la coexistencia es investigado a través de estudios teóricos y experimentos en tiempo real, demostrando compatibilidad total con los sistemas heredados. Entre las soluciones propuestas, se presenta una técnica simple para ajustar digitalmente la modulación de fase directa de un láser de retroalimentación distribuida (DFB), y admitir velocidades de transmisión flexibles. Acto seguido, se comparan experimentalmente varios formatos multinivel de modulación de fase, para lograr tasas de transmisión más altas y una mejor eficiencia espectral. Posteriormente, se aborda el tema de la integración fotónica, demostrando por primera vez un transmisor (Tx) con modulación híbrida de fase y amplitud de ocho puntos, mediante el uso de un dispositivo pequeño, de bajo coste y eficiente energéticamente, como lo es el láser dual de electro-absorción modulada (DEML). Finalmente, se presentan dos propuestas novedosas para reducir la complejidad de la detección heterodina e intradina, afrontando el problema típico de la complejidad y alto coste de los sistemas coherentes. La primera explora la posibilidad de usar solo un láser DFB en la ONU, como LO y Tx. La segunda, demuestra por primera vez, una nueva técnica de diversidad fase en el tiempo, que alterna la modulación de fase en cada componente del plano complejo (fase-I y cuadratura-Q) logrando una transmisión de 10 Gb / s / λ con independencia de polarizació
Next generation optical access networks and coexistence with legacy PONs
Nowadays, Fiber-to-the-Home is one of the most promising solutions to provide broadband services in access networks. However, the fiber is inefficiently used as most of the deployed systems are still based on Time Division Multiplexing Passive Optical Networks (TDM-PONs) providing shared transmission capacities up to 2.5 Gb/s down and 1.25 Gb/s up, among multiple users. Research on high-speed electronics and Wavelength Division Multiplexing (WDM) has allowed the emergence of what is known as the second generation PON (NG-PON2), which specify aggregated capacities up to 40 Gb/s, stacking four channels at symmetric data rates of 10 Gb/s each, for residential scenarios. Nevertheless, the capacity per channel is still shared between multiple users due to the use of TDM. Moreover, the optical spectrum efficiency is low because channels are widely spaced (50 to 100 GHz). In addition, the sensitivity, reach and number of users is limited as consequence of using direct detection (DD) systems. In consequence, and due to the increase in bandwidth demands of new multimedia applications, it is necessary to propose solutions that cope with this tendency and, even more important, that can coexist with legacy systems, being one of the major requirements of network operators to guarantee a smooth and non-disruptive technology migration.
In this thesis, a breakthrough technology such as Ultra-Dense WDM (UDWDM) that allows to allocate a large number of channels spaced only by a few GHz is used. This approach consent to envision the concept of Wavelength-to-the-User, where each costumer can be served with dedicated bandwidth links. The key technologies are based on coherent systems, with inherent wavelength selectivity and improved sensitivity compared to DD systems, thanks to the booster action of a tunable local oscillator (LO) laser.
Because of cost is the main constraint in access networks, especially at the customer premises equipment (Optical Network Unit - ONU), in this thesis, a new class of coherent transceivers, based on low-cost direct modulated lasers and simplified receiver schemes, are proposed and experimentally tested. Moreover, the issue of coexistence is investigated through theoretical studies and real-time implementations, demonstrating full compatibility with legacy systems.
Between the proposed solutions, a simple technique to adjust digitally the direct phase modulation of a distributed feedback (DFB) laser is presented to support flexible transmission rates. Next, several multilevel phase modulation formats for achieving higher transmission rates and better spectral efficiency are experimentally compared. Subsequently, the topic of photonic integration is addressed, demonstrating for the first time an 8-ary hybrid amplitude and phase modulated transmitter (Tx), by using a low-cost, small-footprint and energy efficient dual electro-absorption modulated laser (DEML). Finally, two novel proposals, to reduce the complexity of heterodyne and intradyne detection, are provided to face the typical issue of complexity and high-cost of coherent systems. The former explores the possibility of using only one DFB laser as LO and Tx at the ONU. The later demonstrates for the first time, a novel phase time diversity technique alternating phase modulation at each complex component (in-phase - I and quadrature - Q) achieving a 10 Gb/s' transmission with polarization independence.En la actualidad, la Fibra hasta el Hogar es una de las soluciones más prometedoras para proporcionar servicios de banda ancha en las redes de acceso. Sin embargo, la fibra se usa de manera poco eficiente, ya que la mayoría de los sistemas implementados todavía están basados en redes ópticas pasivas de multiplexación por división en el tiempo (TDM-PON) que brindan capacidades de transmisión compartidas entre múltiples usuarios de hasta 2.5 Gb/s y 1.25 Gb/s. La investigación en electrónica de alta velocidad y la multiplexación por división de longitud de onda (WDM) ha permitido el surgimiento de lo hoy se conoce como PON de segunda generación (NG-PON2), que especifica capacidades agregadas de hasta 40 Gb/s, apilando cuatro canales a velocidades de datos simétricas de 10 Gb/s cada uno, para escenarios residenciales. Sin embargo, la capacidad por canal todavía se comparte entre múltiples usuarios debido al uso de TDM. Además, la eficiencia en el uso del espectro óptico es baja porque los canales están muy separados (50 a 100 GHz). Asimismo, la sensibilidad, el alcance y el número de usuarios están limitados debido al uso de sistemas de detección directa. En consecuencia, y debido al aumento de las demandas de ancho de banda de las nuevas aplicaciones multimedia, es necesario proponer soluciones que respondan a esta tendencia y, lo que es más importante, que puedan coexistir con sistemas heredados, siendo uno de los principales requisitos de los operadores de red para garantizar una migración de tecnología fluida y sin interrupciones. En esta tesis, se utiliza una tecnología de vanguardia, como la multiplexación por división ultra densa de longitud de onda (UDWDM) que permite distribuir un gran número de canales espaciados solo por unos pocos GHz. Este enfoque permite vislumbrar el concepto de longitud de onda para el usuario, donde cada cliente puede usar enlaces de ancho de banda dedicados. Las tecnologías clave están basadas en los sistemas coherentes, con selectividad de longitud de onda inherente y sensibilidad mejorada en comparación con los sistemas de detección directa, gracias al efecto de amplificación óptica de un láser oscilador local (LO) sintonizable. Debido a que el costo es la principal restricción en las redes de acceso, especialmente del equipo en las instalaciones del cliente (unidad de red óptica - ONU), en ésta tesis, una nueva clase de transceptores coherentes, basados en láseres de bajo coste modulados directamente y esquemas de recepción simplificados, son propuestos y probados experimentalmente. Además, el problema de la coexistencia es investigado a través de estudios teóricos y experimentos en tiempo real, demostrando compatibilidad total con los sistemas heredados. Entre las soluciones propuestas, se presenta una técnica simple para ajustar digitalmente la modulación de fase directa de un láser de retroalimentación distribuida (DFB), y admitir velocidades de transmisión flexibles. Acto seguido, se comparan experimentalmente varios formatos multinivel de modulación de fase, para lograr tasas de transmisión más altas y una mejor eficiencia espectral. Posteriormente, se aborda el tema de la integración fotónica, demostrando por primera vez un transmisor (Tx) con modulación híbrida de fase y amplitud de ocho puntos, mediante el uso de un dispositivo pequeño, de bajo coste y eficiente energéticamente, como lo es el láser dual de electro-absorción modulada (DEML). Finalmente, se presentan dos propuestas novedosas para reducir la complejidad de la detección heterodina e intradina, afrontando el problema típico de la complejidad y alto coste de los sistemas coherentes. La primera explora la posibilidad de usar solo un láser DFB en la ONU, como LO y Tx. La segunda, demuestra por primera vez, una nueva técnica de diversidad fase en el tiempo, que alterna la modulación de fase en cada componente del plano complejo (fase-I y cuadratura-Q) logrando una transmisión de 10 Gb / s / λ con independencia de polarizaciónPostprint (published version
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