2 resultados para Multi-instance and multi-sample fusion

em Universita di Parma


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Despite extensive progress on the theoretical aspects of spectral efficient communication systems, hardware impairments, such as phase noise, are the key bottlenecks in next generation wireless communication systems. The presence of non-ideal oscillators at the transceiver introduces time varying phase noise and degrades the performance of the communication system. Significant research literature focuses on joint synchronization and decoding based on joint posterior distribution, which incorporate both the channel and code graph. These joint synchronization and decoding approaches operate on well designed sum-product algorithms, which involves calculating probabilistic messages iteratively passed between the channel statistical information and decoding information. Channel statistical information, generally entails a high computational complexity because its probabilistic model may involve continuous random variables. The detailed knowledge about the channel statistics for these algorithms make them an inadequate choice for real world applications due to power and computational limitations. In this thesis, novel phase estimation strategies are proposed, in which soft decision-directed iterative receivers for a separate A Posteriori Probability (APP)-based synchronization and decoding are proposed. These algorithms do not require any a priori statistical characterization of the phase noise process. The proposed approach relies on a Maximum A Posteriori (MAP)-based algorithm to perform phase noise estimation and does not depend on the considered modulation/coding scheme as it only exploits the APPs of the transmitted symbols. Different variants of APP-based phase estimation are considered. The proposed algorithm has significantly lower computational complexity with respect to joint synchronization/decoding approaches at the cost of slight performance degradation. With the aim to improve the robustness of the iterative receiver, we derive a new system model for an oversampled (more than one sample per symbol interval) phase noise channel. We extend the separate APP-based synchronization and decoding algorithm to a multi-sample receiver, which exploits the received information from the channel by exchanging the information in an iterative fashion to achieve robust convergence. Two algorithms based on sliding block-wise processing with soft ISI cancellation and detection are proposed, based on the use of reliable information from the channel decoder. Dually polarized systems provide a cost-and spatial-effective solution to increase spectral efficiency and are competitive candidates for next generation wireless communication systems. A novel soft decision-directed iterative receiver, for separate APP-based synchronization and decoding, is proposed. This algorithm relies on an Minimum Mean Square Error (MMSE)-based cancellation of the cross polarization interference (XPI) followed by phase estimation on the polarization of interest. This iterative receiver structure is motivated from Master/Slave Phase Estimation (M/S-PE), where M-PE corresponds to the polarization of interest. The operational principle of a M/S-PE block is to improve the phase tracking performance of both polarization branches: more precisely, the M-PE block tracks the co-polar phase and the S-PE block reduces the residual phase error on the cross-polar branch. Two variants of MMSE-based phase estimation are considered; BW and PLP.

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The causal relationship between Human Papilloma Virus (HPV) infection and cervical cancer has motivated the development, and further improvement, of prophylactic vaccines against this virus. 70% of cervical cancers, 80% of which in low-resources countries, are associated to HPV16 and HPV18 infection, with 13 additional HPV types, classified as high-risk, responsible for the remaining 30% of tumors. Current vaccines, Cervarix® (GlaxoSmithKline) and Gardasil®(Merk), are based on virus-like particles (VLP) obtained by self-assembly of the major capsid protein L1. Despite their undisputable immunogenicity and safety, the fact that protection afforded by these vaccines is largely limited to the cognate serotypes included in the vaccine (HPV 16 and 18, plus five additional viral types incorporated into a newly licensed nonavalent vaccine) along with high production costs and reduced thermal stability, are pushing the development of 2nd generation HPV vaccines based on minor capsid protein L2. The increase in protection broadness afforded by the use of L2 cross-neutralizing epitopes, plus a marked reduction of production costs due to bacterial expression of the antigens and a considerable increase in thermal stability could strongly enhance vaccine distribution and usage in low-resource countries. Previous studies from our group identified three tandem repeats of the L2 aa. 20-38 peptide as a strongly immunogenic epitope if exposed on the scaffold protein thioredoxin (Trx). The aim of this thesis work is the improvement of the Trx-L2 vaccine formulation with regard to cross-protection and thermostability, in order to identify an antigen suitable for a phase I clinical trial. By testing Trx from different microorganisms, we selected P. furiosus thioredoxin (PfTrx) as the optimal scaffold because of its sustained peptide epitope constraining capacity and striking thermal stability (24 hours at 100°C). Alternative production systems, such as secretory Trx-L2 expression in the yeast P. pastoris, have also been set-up and evaluated as possible means to further increase production yields, with a concomitant reduction of production costs. Limitations in immune-responsiveness caused by MHC class II polymorphisms –as observed, for example, in different mouse strains- have been overcome by introducing promiscuous T-helper (Th) epitopes, e.g., PADRE (Pan DR Epitope), at both ends of PfTrx. This allowed us to obtain fairly strong immune responses even in mice (C57BL/6) normally unresponsive to the basic Trx-L2 vaccine. Cross-protection was not increased, however. I thus designed, produced and tested a novel multi-epitope formulation consisting of 8 and 11 L2(20-38) epitopes derived from different HPV types, tandemly joined into a single thioredoxin molecule (“concatemers”). To try to further increase immunogenicity, I also fused our 8X and 11X PfTrx-L2 concatemers to the N-terminus of an engineered complement-binding protein (C4bp), capable to spontaneously assemble into ordered hepatmeric structures, previously validated as a molecular adjuvant. Fusion to C4bp indeed improved antigen presentation, with a fairly significant increase in both immunogenicity and cross-protection. Another important issue I addressed, is the reduction of vaccine doses/treatment, which can be achieved by increasing immunogenicity, while also allowing for a delayed release of the antigen. I obtained preliminary, yet quite encouraging results in this direction with the use of a novel, solid-phase vaccine formulation, consisting of the basic PfTrx-L2 vaccine and its C4bp fusion derivative adsorbed to mesoporus silica-rods (MSR).