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Molecular Communications: Channel Model and Physical Layer TechniquesGuo, W., Asyhari, A.Taufiq, Farsad, N., Yilmaz, H.B., Li, B., Eckford, A., Chae, C-B. 12 October 2015 (has links)
Yes / This article examines recent research in molecular
communications from a telecommunications system design perspective.
In particular, it focuses on channel models and stateof-
the-art physical layer techniques. The goal is to provide a
foundation for higher layer research and motivation for research
and development of functional prototypes. In the first part of
the article, we focus on the channel and noise model, comparing
molecular and radio-wave pathloss formulae. In the second part,
the article examines, equipped with the appropriate channel
knowledge, the design of appropriate modulation and error
correction coding schemes. The third reviews transmitter and
receiver side signal processing methods that suppress intersymbol-
interference. Taken together, the three parts present a
series of physical layer techniques that are necessary to producing
reliable and practical molecular communications. / The work of C.-B. Chae was in part supported by the Basic Science Research Program (2014R1A1A1002186) funded by the Ministry of Science, ICT and Future Planning (MSIP), Korea, through the National Research Foundation of Korea.
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A Real-Time Laboratory Testbed For Evaluating Localization Performance Of WIFI RFID TechnologiesAssad, Muhammad Ali 04 May 2007 (has links)
A realistic comparative performance evaluation of indoor Geolocation systems is a complex and challenging problem facing the research community. This is due to the fact that performance of these systems depends on the statistical variations of the fading multipath characteristics of the wireless channel, the density and distribution of the access points in the area, and the number of the training points used by the positioning algorithm. This problem, in particular, becomes more challenging when we address RFID devices, because the RFID tags and the positioning algorithm are implemented in two separate devices. In this thesis, we have designed and implemented a testbed for comparative performance evaluation of RFID localization systems in a controlled and repeatable laboratory environment. The testbed consists of a real-time RF channel simulator, several WiFi 802.11 access points, commercial RFID tags, and a laptop loaded with the positioning algorithm and its associated user interface. In the real-time channel simulator the fading multipath characteristics of the wireless channel between the access points and the RFID tags is modeled by a modified site-specific IEEE 802.11 channel model which combines this model with the correlation model of shadow fading existing in the literature. The testbed is first used to compare the performance of the modified IEEE 802.11 channel model and the Ray Tracing channel model previously reported in the literature. Then, the testbed with the new channel model is used for comparative performance evaluation of two different WiFi RFID devices.
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Training Data Generation Framework For Machine-Learning Based ClassifiersMcClintick, Kyle W 14 December 2018 (has links)
In this thesis, we propose a new framework for the generation of training data for machine learning techniques used for classification in communications applications. Machine learning-based signal classifiers do not generalize well when training data does not describe the underlying probability distribution of real signals. The simplest way to accomplish statistical similarity between training and testing data is to synthesize training data passed through a permutation of plausible forms of noise. To accomplish this, a framework is proposed that implements arbitrary channel conditions and baseband signals. A dataset generated using the framework is considered, and is shown to be appropriately sized by having $11\%$ lower entropy than state-of-the-art datasets. Furthermore, unsupervised domain adaptation can allow for powerful generalized training via deep feature transforms on unlabeled evaluation-time signals. A novel Deep Reconstruction-Classification Network (DRCN) application is introduced, which attempts to maintain near-peak signal classification accuracy despite dataset bias, or perturbations on testing data unforeseen in training. Together, feature transforms and diverse training data generated from the proposed framework, teaching a range of plausible noise, can train a deep neural net to classify signals well in many real-world scenarios despite unforeseen perturbations.
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Geometrical theory, modeling and applications of channel polarizationKwon, Seok Chul 12 January 2015 (has links)
Long-term evolution (LTE) standard has been successfully stabilized, and launched in several areas. However, the required channel capacity is expected to increase significantly as the explosively increasing number of smart-phone users implies. Hence, this is already the time for leading researchers to concentrate on a new multiple access scheme in wireless communications to satisfy the channel capacity that those smart users will want in the not-too-distant future. The diversity and multiplexing in a new domain - polarization domain - can be a strong candidate for the solution to that problem in future wireless communication systems.
This research contributes largely to the comprehensive understanding of polarized wireless channels and a new multiple access scheme in the polarization domain - polarization division multiple access (PDMA). The thesis consists of three streams: 1) a novel geometrical theory and models for fixed-to-mobile (F2M) and mobile-to-mobile (M2M) polarized wireless channels; 2) a new wireless body area network (BAN) polarized channel modeling; and 3) a novel PDMA scheme. The proposed geometrical theory and models reveal the origin and mechanism of channel depolarization with excellent agreement with empirical data in terms of cross-polarization discrimination (XPD), which is the principal measure of channel depolarization. Further, a novel PDMA scheme utilizing polarization-filtering detection and collaborative transmitter-receiver-polarization (Tx-Rx-polarization) adjustment, is designed considering cellular orthogonal frequency division multiplexing (OFDM) systems. The novel PDMA scheme has large potential to be utilized with the conventional time, frequency, and code division multiple access (TDMA, FDMA, and CDMA); and spatial multiplexing for next-generation wireless communication systems.
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Stratégie d'adaptation de liens sur canaux radios dynamiques pour les communicationsentre véhicules - Optimisation de la qualité de service / Radio link adaptation strategy for dynamical channel in VANET context - QoS optimisationLedy, Jonathan 19 December 2012 (has links)
Cette thèse traite de l'optimisation des communications dans les réseaux véhiculaires à l'aided'une plate-forme de simulation réaliste. Un environnement réaliste implique des modèles demobilité adaptés aux véhicules ainsi que des modèles de couche physique détaillés (modèles decanaux et chaîne de transmission numérique).Notre travail a d'abord consisté à concevoir une plate-forme de simulation réaliste dédiée auxVANETs (Vehicular Ad hoc NETworks). Cette plate-forme a été complétée par un modèle depropagation semi-déterministe que nous avons conçu. L'avantage de ce modèle, appelé UMCRT,est d'avoir un réalisme équivalent à un modèle déterministe tout en réduisantsignificativement le temps de calcul. Ce modèle a été validé par comparaison avec unsimulateur déterministe à tracé de rayons.Nous avons ensuite utilisé cette plate-forme pour évaluer des protocoles de routage.L'efficacité de ces différents protocoles ad hoc testés en conditions réalistes nous a permis defocaliser notre étude sur les protocoles réactifs. De cette évaluation, nous avons retenu AODV(Ad hoc On demand Distance Vector) auquel nous avons notamment appliqué une métriquecross layer pour pallier la baisse de performance induite par le réalisme. Nous avons ensuiteutilisé une technique de tuning appliquée à des protocoles réactifs. Finalement, nous avonsévalué différentes couches physiques, SISO (Simple Input Simple Output) et MIMO (MultipleImput Multiple Output).Ces travaux montrent que seules des améliorations combinées à différents niveaux (physique etréseau) permettraient d'apporter une amélioration significative des performances. / This thesis deals with the optimization of communications in vehicular networks by using arealistic simulation platform. A realistic environment implies the usage of mobility modelsadapted to vehicles and also highly detailed physical models (channel models and digitaltransmission chain).The first part of our work has consisted in the design of a realistic simulation platformdedicated to VANETs (Vehicular Ad hoc NETworks). This platform has been completed by asemi-deterministic propagation model which we have designed. This model called UM-CRThas the advantage to have the same level of realism than a deterministic model while requiringmuch less computation time. This model has been validated by comparison with a deterministicray tracing simulator.We then have used this platform to evaluate routing protocols. The efficiency of different adhoc routing protocols in realistic conditions has led us to focus our study on the family ofreactive protocols. From this evaluation we have selected AODV (Ad hoc On demandDistance Vector) to which we have applied a cross-layer metric in order to reduce theperformance degradation caused by the realistic environment. We then have used a tuningtechnique with reactive protocols. Finally, we have evaluated several SISO and MIMOphysical layers. This work shows that only improvements combined at different levels (physicaland network) can yield a significant increase in performance.
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In Vivo Channel Characterization and Energy Efficiency Optimization and Game Theoretical Approaches in WBANsLiu, Yang 05 April 2017 (has links)
This dissertation presents several novel accomplishments in the research area of Wireless Body Area Networks (WBANs), including in vivo channel characterization, optimization and game theoretical approaches for energy efficiency in WBANs.
First, we performed the in vivo path loss simulations with HFSS human body model, built a phenomenological model for the distance and frequency dependent path loss, and also investigated angle dependent path loss of the in vivo wireless channel. Simulation data is produced in the range of 0.4−6 GHz for frequency, a wide range of distance and different angles. Based on the measurements, we produce mathematical models for in body, on body and out of body regions. The results show that our proposed models fit well with the simulated data. Based on our research, a comparison of in vivo and ex vivo channels is summarized.
Next, we proposed two algorithms for energy efficiency optimization in WBANs and evaluated their performance. In the next generation wireless networks, where devices and sensors are heterogeneous and coexist in the same geographical area creating possible collisions and interference to each other, the battery power needs to be efficiently used. The first algorithm, Cross-Layer Optimization for Energy Efficiency (CLOEE), enables us to carry out a cross-layer resource allocation that addresses the rate and reliability trade-off in the PHY, as well as the frame size optimization and transmission efficiency for the MAC layer. The second algorithm, Energy Efficiency Optimization of Channel Access Probabilities (EECAP), studies the case where the nodes access the medium in a probabilistic manner and jointly determines the optimal access probability and payload frame size for each node. These two algorithms address the problem from an optimization perspective and they are both computationally efficient and extensible to 5G/IoT networks.
Finally, in order to switch from a centralized method to a distributed optimization method, we study the energy efficiency optimization problem from a game theoretical point of view. We created a game theoretical model for energy efficiency in WBANs and investigated its best response and Nash Equilibrium of the single stage, non-cooperative game. Our results show that cooperation is necessary for efficiency of the entire system. Then we used two approaches, Correlated Equilibrium and Repeated Game, to improve the overall efficiency and enable some level of cooperation in the game.
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3D Massive MIMO Systems: Channel Modeling and Performance AnalysisNadeem, Qurrat-Ul-Ain 03 1900 (has links)
Multiple-input-multiple-output (MIMO) systems of current LTE releases are capable of adaptation in the azimuth only. More recently, the trend is to enhance the system performance by exploiting the channel's degrees of freedom in the elevation through the dynamic adaptation of the vertical antenna beam pattern. This necessitates the derivation and characterization of three-dimensional (3D) channels.
Over the years, channel models have evolved to address the challenges of wireless communication technologies. In parallel to theoretical studies on channel modeling, many standardized channel models like COST-based models, 3GPP SCM, WINNER, ITU have emerged that act as references for industries and telecommunication companies to assess system-level and link-level performances of advanced signal processing techniques over real-like channels. Given the existing channels are only two dimensional (2D) in nature; a large effort in channel modeling is needed to study the impact of the channel component in the elevation direction. The first part of this work sheds light on the current 3GPP activity around 3D channel modeling and beamforming, an aspect that to our knowledge has not been extensively covered by a research publication. The standardized MIMO channel model is presented, that incorporates both the propagation effects of the environment and the radio effects of the antennas. In order to facilitate future studies on the use of 3D beamforming, the main features of the proposed 3D channel model are discussed. A brief overview of the future 3GPP 3D channel model being outlined for the next generation of wireless networks is also provided.
In the subsequent part of this work, we present an information-theoretic channel model for MIMO systems that supports the elevation dimension. The model is based on the principle of maximum entropy, which enables us to determine the distribution of the channel matrix consistent with the prior information on the angles of departure and angles of arrival of the propagation paths. Based on this model, an analytical expression for the cumulative density function (CDF) of the mutual information (MI) for systems with a single receive and finite number of transmit antennas in the general signal-to-interference-plus-noise-ratio (SINR) regime is provided. The result is extended to systems with multiple receive antennas in the low SINR regime. A Gaussian approximation to the asymptotic behavior of the MI distribution is derived for the large number of transmit antennas and paths regime. Simulation results study the performance gains realizable through meticulous selection of the transmit antenna down tilt angles, confirming the potential of elevation beamforming to enhance system performance. The results validate the proposed analytical expressions and elucidate the dependence of system performance on azimuth and elevation angular spreads and antenna patterns. We believe that the derived expressions will help evaluate the performance of 3D 5G massive MIMO systems in the future.
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Full-Dimension Massive MIMO Technology for Fifth Generation Cellular NetworksNadeem, Qurrat-Ul-Ain 11 1900 (has links)
Full dimension (FD) multiple-input multiple-output (MIMO) technology has recently attracted substantial research attention in the 3rd Generation Partnership Project (3GPP) as a promising technique for the next-generation of wireless communication networks. FD-MIMO scenarios utilize a planar two-dimensional (2D) active antenna system (AAS) that not only allows a large number of antenna elements to be placed within feasible base station (BS) form factors, but also provides the ability of elevation beamforming. This dissertation presents the elevation beamforming analysis for cellular networks utilizing FD massive MIMO antenna arrays. In particular, two architectures are proposed for the AAS - the uniform linear array (ULA) and the uniform circular array (UCA) of antenna ports, where each port is mapped to a group of vertically arranged antenna elements with a corresponding downtilt weight vector. To support FD-MIMO techniques, this dissertation presents two different 3D ray-tracing channel modeling approaches, the ITU based ‘antenna port approach’ and the 3GPP technical report (TR) 36.873 based ‘antenna element approach’. The spatial correlation functions (SCF)s for both FD-MIMO arrays are characterized based on the antenna port approach. The resulting expressions depend on the underlying angular distributions and antenna patterns through the Fourier series coefficients of the power spectra and are therefore valid for any 3D propagation environment. Simulation results investigate the performance patterns of the two arrays as a function of several channel and array parameters. The SCF for the ULA of antenna ports is then characterized in terms of the downtilt weight vectors, based on the more recent antenna element approach. The derived SCFs are used to form the Rayleigh correlated 3D channel model. All these aspects are put together to provide a mathematical framework for the design of elevation beamforming schemes in single-cell and multi-cell scenarios. Finally, this dissertation proposes to use the double scattering channel to model limited scattering in realistic propagation environments and derives deterministic equivalents of the signal-to-interference-plus-noise ratio (SINR) and ergodic rate with regularized zeroforcing (RZF) precoding. The performance of a massive MIMO system is shown to be limited by the number of scatterers. To this end, this dissertation points out future research directions
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Receiver Design for Highly Mobile Wireless Regional Area Network / 高速移動広域無線通信システムにおける受信機に関する研究OUYANG, RUITING 24 September 2021 (has links)
京都大学 / 新制・課程博士 / 博士(情報学) / 甲第23549号 / 情博第779号 / 新制||情||133(附属図書館) / 京都大学大学院情報学研究科通信情報システム専攻 / (主査)教授 原田 博司, 教授 大木 英司, 准教授 山本 高至 / 学位規則第4条第1項該当 / Doctor of Informatics / Kyoto University / DGAM
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Free Space Optics for Next Generation Cellular BackhaulZedini, Emna 11 1900 (has links)
The exponential increase in the number of mobile users, coupled with the strong
demand for high-speed data services results in a significant growth in the required cellular backhaul capacity. Optimizing the cost efficiency while increasing the capacity
is becoming a key challenge to the cellular backhaul. It refers to connections between
base stations and mobile switching nodes over a variety of transport technologies such
as copper, optical fibers, and radio links. These traditional transmission technologies
are either expensive, or cannot provide high data rates. This work is focused on the
opportunities of free-space-optical (FSO) technology in next generation cellular back-
haul. FSO is a cost effective and wide bandwidth solution as compared with the
traditional radio-frequency (RF) transmission. Moreover, due to its ease of deployment,
license-free operation, high transmission security, and insensitivity to interference,
FSO links are becoming an attractive solution for next generation cellular networks.
However, the widespread deployment of FSO links is hampered by the atmospheric
turbulence-induced fading, weather conditions, and pointing errors. Increasing the
reliability of FSO systems, while still exploiting their high data rate communications,
is a key requirement in the deployment of an FSO-based backhaul. Therefore, the aim
of this work is to provide different approaches to address these technical challenges. In
this context, investigation of hybrid automatic repeat request (HARQ) protocols from
an information-theoretic perspective is undertaken. Moreover, performance analysis
of asymmetric RF/FSO dual-hop systems is studied. In such system models,
multiple RF users can be multiplexed and sent over the FSO link. More specifically, the end-to-end performance metrics are presented in closed-form. This also has increased
the interest to study the performance of dual-hop mixed FSO/RF systems, where the
FSO link is used as a multicast channel that serves different RF users. Having such
interesting results motivates further the analysis of dual-hop FSO fixed-gain relaying
communication systems, and exact closed-form performance metrics are presented in
terms of the bivariate H-Fox function. This model is further enhanced through the
deployment of a multihop FSO relaying system as an efficient technique to mitigate
the turbulence-induced fading as well as pointing errors.
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