Turbo codes was first presented in 1993 by C. Berrou, A. Glavieux and P. Thitimajshima. Since then this class of error correcting codes has become one of the most popular, because of its good properties. The turbo codes are able to come very close to theoretical limit, the Shannon limit. Turbo codes are for example used in the third generation of mobile phone (3G) and in the standard IEEE 802.16 (WiMAX). There are some drawbacks with the algorithm for decoding turbo codes. The deocoder uses a Maximum A Posteriori (MAP) algorithm, which is a complex algorith. Because of the use of many variables in the decoder the decoding circuit will consume a lot of power due to memory accesses and internal communication. One way in which this can be reduced is to make early decisions. In this work I have focused on making early decision of the encoder states. One major part of the work was also to be sure that the expressions were written in a way that as few variables as possible are needed. A termination condition is also introduced. Simulations based on estimations of the number of memory accesses, shows that the number of memory accesses will significantly decrease.

Sum-product algorithm can be employed for obtaining the marginal probability density functions from a given joint probability density function (p.d.f.). The sum-product algorithm operates on a factor graph which represents the dependencies of the random variables whose joint p.d.f. is given. The sum-product algorithm can not be operated on factor-graphs that contain loops. For these factor graphs iterative sum-product algorithm is used. A factor graph which contains loops can be divided in to loop-free sub-graphs. Sum-product algorithm can be operated in these loop-free sub-graphs and results of these sub-graphs can be combined for obtaining the result of the whole factor graph in an iterative manner. This method may increase the convergence rate of the algorithm significantly while keeping the complexity of an iteration and accuracy of the output constant. A useful by-product of this research that is introduced in this thesis is a good approximation to message calculation in factor nodes of the inter-symbol interference (ISI) factor graphs. This approximation has a complexity that is linearly proportional with the number of neighbors instead of being exponentially proportional. Using this approximation and the sub-graph idea we have designed and simulated joint decoding-equalization (turbo equalization) algorithm and obtained good results besides the low complexity.

[pt] Esta tese pode ser segmentada em duas partes distintas, porém complementares. A primeira parte trata do problema que tange ao desenvolvimento da maioria dos sistemas de marcação d água digital: a necessidade de primeiramente selecionar a técnica de modulação não codificada que fará parte de uma arquitetura codificada. Assim, para proceder adequada seleção, os limitantes de desempenho das técnicas não codificadas são ferramentas importantes para otimização de sistemas codificados, objetivando operação próximo à capacidade. Esta parte da tese introduz um novo limitante inferior para técnicas binárias de marcação d água digital, fundamentado em uma simples equivalência com um sistema de comunicação binário. A segunda parte desta tese introduz uma nova metodologia para o projeto e análise de sistemas de marcação d água digital que, sob o ponto de vista da teoria da informação, incorpora a fragilidade e a robustez. A metodologia proposta é desenvolvida com foco no comportamento da curva de desempenho em sistemas codificados, e considera não somente o ganho de codificação, mas também a robustez e a fragilidade do sistema. Este novo conceito introduz a necessidade de revisitar o projeto de sistemas codificados de marcação digital para incorporar também os requisitos de robustez e/ou de fragilidade. Neste contexto, o código turbo atende de imediato aos requisitos para implementação de um sistema de marcação d água digital robusto, e um sistema frágil pode também ser implementado através da introdução de um esquema de polarização. Este novo esquema de polarização, com o emprego da codificação turbo, também permite a implementação de técnicas semi-frágeis e híbridas, alcançando a robustez e a fragilidade do sistema com apenas uma marcação d água. Resultados de simulação experimental apóiam a metodologia proposta, e possibilita o aprofundamento da discussão do proposto esquema de polarização em sistemas de marcação d água digital. / [en] This thesis can be segmented in two distinct but complementary parts. The first part addresses the problem pertinent to coded digital watermarking systems development require namely the selection of a (uncoded) modulation technique to be part of a coded architecture. Therefore, performance bounds for uncoded techniques are an important tool for coded system optimization, aiming at operation close to capacity. This part introduces a new performance lower bound for uncoded binary watermarking modulation techniques, based on a simple equivalence with a binary communication system, considering an additive gaussian attack model. New M-ary unidimensional and multidimensional Spread Spectrum based modulation techniques are introduced, including their improved versions. The performances of the proposed techniques are determined, and the performance lower bounds for the corresponding techniques classes are determined as well. The second part of this thesis, introduces a new methodology for the design and analysis of digital watermarking systems which, from an information theoretic point of view, incorporates robustness and fragility. The proposed methodology is developed by focusing on the probability of error versus watermark-to-noise ratio curve, describing the technique performance, and a scenario for coded techniques which takes into account not only the coding gain, but also the robustness or fragility of the system. This new concept requires that coded digital watermarking systems design be revisited to also include the robustness and fragility requirements. Turbo codes, which appropriately meet these requirements, can be used straightforwardly to construct robust watermarking systems. Fragile systems can also be constructed by introducing the idea of polarization scheme. This new idea has allowed the implementation of hybrid techniques achieving fragility and robustness with a single watermark embedding. Simulation results supports the introduced methodology and allowed us to enhance the discussion on the polarization scheme.

Orientador: Celso de Almeida / Dissertação (mestrado) - Universidade Estadual de Campinas, Faculdade de Engenharia Eletrica e de Computação / Made available in DSpace on 2018-08-12T06:34:19Z (GMT). No. of bitstreams: 1 Mataveli_LuisOtavio_M.pdf: 877476 bytes, checksum: afc5fb9153e7311af03669d45d798a73 (MD5) Previous issue date: 2008 / Resumo: O desempenho dos sistemas de comunicação sem fio que utilizam a técnica de múltiplo acesso CDMA é limitado pela interferência. A proposição de um algoritmo de escolha de seqüências de espalhamento foi feita para buscar uma diminuição na interferência média do sistema. Nos padrões atuais, como CDMA2000 e WCDMA, não são definidos nenhum critério para escolha das seqüências. Por isso, nesta dissertação será analisado o desempenho do algoritmo de escolha de seqüências de espalhamento proposto anteriormente juntamente com o uso de códigos corretores de erro em canais com desvanecimento seletivo em freqüência. Será analisado o comportamento das seqüências Walsh, Gold e m-deslocadas. O algoritmo analisado apresenta bons resultados sem o uso de codificação, mas, como maneira de analisar um sistema mais próximo do real, serão utilizados os códigos convolucionais e turbo. Palavras-chave: Algoritmo de busca, sistemas CDMA, espalhamento espectral, códigos convolucionais, códigos turbo. / Abstract: The performance of wireless communication systems that use the multiple access code division technique, CDMA, is interference-limited. A sequence selection algorithm allows a reduction in the mean interference of the system. In the standards like CDMA2000 and WCDMA no algorithm is defined for choosing the sequences. For this reason, in this dissertation we evaluate the performance of the proposed spread sequences selection algorithm together with error correcting codes over frequency selective fading channels. It is analyzed the behavior of Walsh, Gold, and shifted-m sequences. The algorithm had shown good results without channel coding, but to analyze a system similar to a real one, convolutional and turbo codes are going to be used. Key words: Selection algorithm, CDMA systems, spread spectrum, convolutional codes, turbo codes. / Mestrado / Telecomunicações e Telemática / Mestre em Engenharia Elétrica

[Truncated abstract] The transmission of digital information over a wireless communication channel gives rise to a number of issues which can detract from the system performance. Propagation effects such as multipath fading and intersymbol interference (ISI) can result in significant performance degradation. Recent developments in the field of iterative detection have led to a number of powerful strategies that can be effective in mitigating the detrimental effects of wireless channels. In this thesis, iterative detection is considered for use in two distinct areas of wireless communications. The first considers the iterative decoding of concatenated block codes over slow flat fading wireless channels, while the second considers the problem of detection for a coded communications system transmitting over highly-dispersive frequency-selective wireless channels. The iterative decoding of concatenated codes over slow flat fading channels with coherent signalling requires knowledge of the fading amplitudes, known as the channel state information (CSI). The CSI is combined with statistical knowledge of the channel to form channel reliability metrics for use in the iterative decoding algorithm. When the CSI is unknown to the receiver, the existing literature suggests the use of simple approximations to the channel reliability metric. However, these works generally consider low rate concatenated codes with strong error correcting capabilities. In some situations, the error correcting capability of the channel code must be traded for other requirements, such as higher spectral efficiency, lower end-to-end latency and lower hardware cost. ... In particular, when the error correcting capabilities of the concatenated code is weak, the conventional metrics are observed to fail, whereas the proposed metrics are shown to perform well regardless of the error correcting capabilities of the code. The effects of ISI caused by a frequency-selective wireless channel environment can also be mitigated using iterative detection. When the channel can be viewed as a finite impulse response (FIR) filter, the state-of-the-art iterative receiver is the maximum a posteriori probability (MAP) based turbo equaliser. However, the complexity of this receiver's MAP equaliser increases exponentially with the length of the FIR channel. Consequently, this scheme is restricted for use in systems where the channel length is relatively short. In this thesis, the use of a channel shortening prefilter in conjunction with the MAP-based turbo equaliser is considered in order to allow its use with arbitrarily long channels. The prefilter shortens the effective channel, thereby reducing the number of equaliser states. A consequence of channel shortening is that residual ISI appears at the input to the turbo equaliser and the noise becomes coloured. In order to account for the ensuing performance loss, two simple enhancements to the scheme are proposed. The first is a feedback path which is used to cancel residual ISI, based on decisions from past iterations. The second is the use of a carefully selected value for the variance of the noise assumed by the MAP-based turbo equaliser. Simulations are performed over a number of highly dispersive channels and it is shown that the proposed enhancements result in considerable performance improvements. Moreover, these performance benefits are achieved with very little additional complexity with respect to the unmodified channel shortened turbo equaliser.

Η ενσωμάτωση των κωδίκων Turbo σε ένα ευρύ φάσμα εφαρμογών λόγω της εκπληκτικής αποδόσεώς τους που προσεγγίζει το θεμελιώδες όριο του Shannon, απαιτεί αποδοτικές αρχιτεκτονικές και υλοποιήσεις υψηλού ρυθμού διεκπεραίωσης και χαμηλής κατανάλωσης ενέργειας όσον αφορά την εξαιρετικά πολύπλοκη και χρονοβόρα επαναληπτική αποκωδικοποίησή τους. Η παρούσα διδακτορική διατριβή μελετά την χρήση της τεχνολογίας Πυριτίου-Γερμανίου (SiGe) BiCMOS σε αναλογικές αρχιτεκτονικές για την υλοποίηση αποκωδικοποιητών Turbo υψηλού ρυθμού διεκπεραίωσης και όσο το δυνατόν χαμηλής κατανάλωσης ισχύος. Η σχεδίαση βάσει των διπολικών τρανζίστορ ετεροεπαφής προσδίδει ιδιαίτερα υψηλή ταχύτητα στην απόκριση του αναλογικού συστήματος σε αντίθεση με τα συμβατικά διπολικά τρανζίστορ ή με τα τρανζίστορ πεδίου MOS, τα οποία λειτουργούν στην περιοχή υποκατωφλίου για τη διατήρηση της διαγραμμικής αρχής. Στα πλαίσια της διατριβής αυτής παρουσιάζεται μια γενική μεθοδολογία χρησιμοποιώντας τους γράφους παραγόντων για την προδιαγραφή συστημάτων ελέγχου λαθών. Έπειτα, πραγματοποιείται η σύζευξη της επιτευχθείσας προδιαγραφής με την κυκλωματική συμπεριφορά των τοπολογιών λαμβάνοντας υπ’ όψιν φυσικά τα χαρακτηριστικά της τεχνολογίας SiGe BiCMOS και καταλήγουμε στην αποδοτική σχεδίαση και ολοκλήρωση αποκωδικοποιητών διόρθωσης λαθών υψηλής ταχύτητας. Χρήσιμα συμπεράσματα, για την υιοθέτηση της προτεινόμενης μεθοδολογίας και τη χρήση της τεχνολογίας Πυριτίου-Γερμανίου, αναφέρονται με την παρουσίαση της πρώτης επιτυχούς υλοποίησης σε τεχνολογία 0.35μm AMS SiGe BiCMOS ενός αναλογικού Trellis αποκωδικοποιητή και των εξομοιωτικών αποτελεσμάτων του αντίστοιχου αποκωδικοποιητή Turbo, ο οποίος ενσωματώνει τον παραπάνω Trellis αποκωδικοποιητή. / The incorporation of Turbo codes into a wide range of applications due to their amazing performance close to the fundamental Shannon limit, demands efficient architectures and implementations of high-throughput and low energy consumption in the case of the extremely complex and time consuming procedure of iterative decoding. The present dissertation studies the use of SiGe BiCMOS technology in analog architectures for the implementation of high-throughput and moderate power consumption Turbo decoders. The design is based on Heterojunction Bipolar Transistors and leads to a significant increment of the analog system’s speed in contrast to the designs based on conventional bipolar transistors or MOS transistor, which operate in the subthreshold region in order to conform to the translinear principle. A generic methodology, using factor-graphs for the specification procedure of error control systems, is also presented. Furthermore, we map the derived specification onto the appropriate acircuit topology taking into account the characteristics of the SiGe BiCMOS technology. Finally, the methodology leads to an efficient design and consistent integration of high-speed analog decoders. We report useful conclusions for the adoption of the proposed methodology, and the use of Silicon-Germanium technology by presenting the first successful implementation of an analog Trellis decoder, and the simulation results of the relevant Turbo decoder in a 0.35μm AMS SiGe BiCMOS technology.

Made available in DSpace on 2014-12-17T14:55:43Z (GMT). No. of bitstreams: 1 AlineFGS_DISSERT.pdf: 1151209 bytes, checksum: 4ae192dd7519e3e14977154f7b70d951 (MD5) Previous issue date: 2010-06-14 / Conselho Nacional de Desenvolvimento Cient?fico e Tecnol?gico / In this work, a performance analysis of transmission schemes employing turbo trellis coded modulation. In general, the performance analysis of such schemes is guided by evaluating the error probability of these schemes. The exact evaluation of this probability is very complex and inefficient from the computational point of view, a widely used alternative is the use of union bound of error probability, because of its easy implementation and computational produce bounds that converge quickly. Since it is the union bound, it should use to expurge some elements of distance spectrum to obtain a tight bound. The main contribution of this work is that the listing proposal is carried out from the puncturing at the level of symbol rather than bit-level as in most works of literature. The main reason for using the symbol level puncturing lies in the fact that the enummerating function of the turbo scheme is obtained directly from complex sequences of signals through the trellis and not indirectly from the binary sequences that require further binary to complex mapping, as proposed by previous works. Thus, algorithms can be applied through matrix from the adjacency matrix, which is obtained by calculating the distances of the complex sequences of the trellis. This work also presents two matrix algorithms for state reduction and the evaluation of the transfer function of this. The results presented in comparisons of the bounds obtained using the proposed technique with some turbo codes of the literature corroborate the proposition of this paper that the expurgated bounds obtained are quite tight and matrix algorithms are easily implemented in any programming software language / Neste trabalho ? feita uma an?lise de desempenho de esquemas de transmiss?o empregando modula??o codificada turbo em treli?a. Em geral, a an?lise de desempenho de tais esquemas ? guiada pelo c?lculo da probabilidade de erro destes esquemas. O c?lculo exato desta probabilidade ? muito complexo e ineficiente sob o ponto de vista computacional, uma alternativa muito utilizada ? o emprego de limitante da uni?o da probabilidade de erro, por ser de f?cil implementa??o computacional e produzir limitantes que convergem rapidamente. Por se tratar do limitante da uni?o, este deve utilizar de expurgo de alguns elementos do espectro de dist?ncias do c?digo para a obten??o de um limitante apertado. A principal contribui??o deste trabalho ? que a enumera??o proposta ? realizada a partir da perfura??o a n?vel de s?mbolo e n?o a n?vel de bit como na maioria dos trabalhos da literatura. O principal motivo do uso da perfura??o a n?vel de s?mbolo reside no fato que a fun??o enumeradora do esquema turbo ? obtida diretamente das seq??ncias complexas de sinais atrav?s da treli?a e n?o de forma indireta a partir da seq??ncias bin?rias que exigem posterior mapeando bin?rio para complexo, como proposto por trabalhos anteriores. Assim, podem ser aplicados algoritmos completamente matriciais a partir da matriz adjac?ncia, que ? obtida a partir do c?lculo das dist?ncias das seq??ncias complexas da treli?a e n?o das seq??ncias bin?rias. Neste trabalho tamb?m s?o apresentados dois algoritmos matriciais de redu??o de estados do codificador bem como do c?lculo da fun??o de transfer?ncia deste. Os resultados apresentados em forma de compara??es dos limitantes obtidos utilizando a t?cnica proposta com alguns c?digos turbo da literatura corroboram com a proposi??o deste trabalho que os limitantes expurgados obtidos s?o apertados e os algoritmos completamente matriciais s?o facilmente implementados em qualquer software de programa??o simb?lica

Digital technology has made complex signal processing possible in communication systems and greatly improved the performance and quality of most modern telecommunication systems. The telecommunication industry and specifically mobile wireless telephone and computer networks have shown phenomenal growth in both the number of subscribers and emerging services, resulting in rapid consumption of common resources of which the electromagnetic spectrum is the most important. Technological advances and research in digital communication are necessary to satisfy the growing demand, to fuel the demand and to exploit all the possibilities and business opportunities. Efficient management and distribution of resources facilitated by state-of-the-art algorithms are indispensable in modern communication networks. The challenge in communication system design is to construct a system that can accurately reproduce the transmitted source message at the receiver. The channel connecting the transmitter and receiver introduces detrimental effects and limits the reliability and speed of information transfer between the source and destination. Typical channel effects encountered in mobile wireless communication systems include path loss between the transmitter and receiver, noise caused by the environment and electronics in the system, and fading caused by multiple paths and movement in the communication channel. In multiple access systems, different users cause interference in each other’s signals and adversely affect the system performance. To ensure reliable communication, methods to overcome channel effects must be devised and implemented in the system. Techniques used to improve system performance and capacity include temporal, frequency, polarisation and spatial diversity. This dissertation is concerned mainly with temporal or time diversity. Channel coding is a temporal diversity scheme and aims to improve the system error performance by adding structured redundancy to the transmitted message. The receiver exploits the redundancy to infer with greater accuracy which message was transmitted, compared with uncoded systems. Sparse graph codes are channel codes represented as sparse probabilistic graphical models which originated in artificial intelligence theory. These channel codes are described as factor graph structures with bit nodes, representing the transmitted codeword bits, and bit-constrained or check nodes. Each constraint involves only a small number of code bits, resulting in a sparse factor graph with far fewer connections between bit and check nodes than the maximum number of possible connections. Sparse graph codes are iteratively decoded using message passing or belief propagation algorithms. Three classes of iteratively decodable channel codes are considered in this study, including low-density parity-check (LDPC), Turbo and repeat-accumulate (RA) codes. The modulation platform presented in this dissertation is a spectrally efficient wideband system employing orthogonal complex spreading sequences (CSSs) to spread information sequences over a wider frequency band in multiple modulation dimensions. Special features of these spreading sequences include their constant envelopes and power output, providing communication range or device battery life advantages. This study shows that multiple layer modulation (MLM) can be used to transmit parallel data streams with improved spectral efficiency compared with single-layer modulation, providing data throughput rates proportional to the number of modulation layers at performances equivalent to single-layer modulation. Alternatively, multiple modulation layers can be used to transmit coded information to achieve improved error performance at throughput rates equivalent to a single layer system / Dissertation (MEng (Electronic Engineering))--University of Pretoria, 2007. / Electrical, Electronic and Computer Engineering / unrestricted

This Diploma thesis deals with Turbo code problems. The Turbo codes belong to the group of error correction codes, sometimes referred to as forward error correcting (FEC) codes or channel codes. This thesis can be thematically divided into two basic parts. The first part describes turbo code encoder and decoder block diagram with the illustration of two most frequently used iterative decoding algorithms (SOVA and MAP). The end of this part contains best known turbo codes, which are used in present communication systems. The second part pursues simulation results for the turbo codes using Binary Phase Shift Keying (BPSK) over Additive White Gaussian Noise (AWGN) channels. These simulations were created in the MATLAB/SIMULINK computer program. It will be shown here, that there exist many different parameters, greatly affecting turbo codes performance. Some of these parameters are: number of decoding iterations used, the input data frame length, generating polynoms and RSC encoders constraint lengths, properly designed interleaving block, decoding algorithm used, etc.

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