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Hayashi-Yoshida coefficient estimator implementation in CUDA

Fotopoulos Spyridon

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URIhttp://purl.tuc.gr/dl/dias/AC2A9965-B40E-4CBF-B3CE-0F3616E6BEE9-
Identifierhttps://doi.org/10.26233/heallink.tuc.69931-
Languageen-
Extent63 pagesen
TitleΥλοποίηση του συντελεστή εκτίμησης Hayashi-Yoshida σε CUDAel
TitleHayashi-Yoshida coefficient estimator implementation in CUDAen
CreatorFotopoulos Spyridonen
CreatorΦωτοπουλος Σπυριδωνel
Contributor [Thesis Supervisor]Dollas Apostolosen
Contributor [Thesis Supervisor]Δολλας Αποστολοςel
Contributor [Committee Member]Garofalakis Minosen
Contributor [Committee Member]Γαροφαλακης Μινωςel
Contributor [Committee Member]Papaefstathiou Ioannisen
Contributor [Committee Member]Παπαευσταθιου Ιωαννηςel
PublisherΠολυτεχνείο Κρήτηςel
PublisherTechnical University of Creteen
Academic UnitΠολυτεχνείο Κρήτης::Σχολή Ηλεκτρολόγων Μηχανικών και Μηχανικών Υπολογιστώνel
Content SummaryThe increased need for fast computational systems that can process large streaming inputs in real-time, combined with the limits in parallelism of the CPU's and the difficulties of FPGA based designs have led the hardware community in the search for alternatives. In this diploma thesis, we present a design that leverages the vast parallel capabilities of current GPU's that contain thousands of cores. We implement on a CUDA-enabled GPU two designs of the Hayashi-Yoshida correlation coefficient estimator algorithm, with and without window, for large inputs and we can yield an impressive fifteen-fold and twenty-fold decrease in overall computing latency respectively, coupled with the ability to handle simultaneously up to 18000 inputs.en
Type of ItemΔιπλωματική Εργασίαel
Type of ItemDiploma Worken
Licensehttp://creativecommons.org/licenses/by/4.0/en
Date of Item2017-11-07-
Date of Publication2017-
SubjectCorrelationen
SubjectCUDAen
SubjectGPUen
SubjectHayashien
SubjectYoshidaen
Bibliographic CitationSpyridon Fotopoulos, "Hayashi-Yoshida coefficient estimator implementation in CUDA", Diploma Work, School of Electronic Computer Engineering, Technical University of Crete, Chania, Greece, 2017el
Bibliographic CitationΣπυρίδων Φωτόπουλος, "Υλοποίηση του συντελεστή εκτίμησης Hayashi-Yoshida σε CUDA", Διπλωματική Εργασία, Σχολή Ηλεκτρολόγων Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2017el

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