Master / Bachelor Theses

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Available (2022-2023)

A Stochastic Implementation of an Option Price Estimator on FPGA

Academic Advisors: Argyrios Kokkinis and Kostas Siozios

Brief: PDF

Approximate Tiny ML Systems for extreme resource constrained devices

Academic Advisors: Giorgos Armeniakos , Georgios Zervakis and Dimitrios Soudris

Brief: PDF

Building FPGA QoR models from a GitHub based HLS knowledge base

Academic Advisors: Aggelos Ferikoglou , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Design and Performance-Power Analysis of Multi-Layer Perceptrons (MLPs) and Convolutional Neural Networks (CNNs ) on FPGAs through Multiple Design Flows

Academic Advisors: Argyrios Kokkinis and Kostas Siozios

Brief: PDF

Exploring the new Memory Era with Intel Optane DC Persistent Memory

Academic Advisors: Manolis Katsaragakis , Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Fog Computing and Internet of Things

Academic Advisors: Manolis Katsaragakis , Dimosthenis Masouros and Dimitrios Soudris

Brief: PDF

Hardware- and Code-driven compiler-level optimizations for modern Cloud workloads

Academic Advisors: Dimosthenis Masouros , Dimitrios Soudris and Sotirios Xydis

Brief: PDF

Human-as-Sensor: Enhancing the Situation Awareness of First Responders through Social Media

Academic Advisors: Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Lowest-level Software Energy Accounting

Academic Advisors: Christos Lamprakos and Dimitrios Soudris

Brief: PDF

Machine Learning for Cloud Resource Management

Academic Advisors: Dimosthenis Masouros , Thaleia Dimitra Doudali , Sotirios Xydis and Dimitrios Soudris

In association with IMDEA Software Institute - Madrid

Brief: PDF

Machine Learning for Operating System-level Page Management

Academic Advisors: Dimosthenis Masouros , Manolis Katsaragakis , Thaleia Dimitra Doudali , Sotirios Xydis and Dimitrios Soudris

In association with IMDEA Software Institute - Madrid

Brief: PDF

ML-based, interference-aware container orchestration on Kubernetes

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Towards realizing disaggregated datacenters of the future

Academic Advisors: Dimosthenis Masouros , Christian Pinto , Sotirios Xydis and Dimitrios Soudris

In association with IBM Research Europe - Ireland

Brief: PDF

Available (2021-2022)

AI Acceleration using Graphcore IPUs

Academic Advisors: Petros Arvanitis , Christos Strydis and Dimitrios Soudris

Brief: PDF

Biomedical and Healthcare Applications for Internet of Things

Academic Advisors: Dimitrios Soudris , Manolis Katsaragakis and Dimosthenis Masouros

Brief: PDF

Economic analysis of modern Cloud platforms

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Dimosthenis Masouros

Brief: PDF

Exploring the impact of heterogeneity on the performance of cloud applications

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Dimosthenis Masouros

Brief: PDF

Exploring the new Memory Era with Intel Optane DC Persistent Memory

Academic Advisors: Manolis Katsaragakis , Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

High performance and sustainable computing with Intel Optane DC persistent memory

Academic Advisors: Manolis Katsaragakis , Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Human-as-Sensor: Enhancing the Situation Awareness of First Responders through Social Media

Academic Advisors: Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Implementation of system-aware optimizations for GPU kernels autotuning

Academic Advisors: Ioannis Oroutzoglou , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Improving inference engine GPU colocation using DNN based predictive monitoring

Academic Advisors: Aggelos Ferikoglou , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Improving Resource Efficiency inside Data Center Cloud Environments

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Dimosthenis Masouros

Brief: PDF

Interference-aware container orchestration on Kubernetes based on Synthetic to Real-world Workload pressure Mapping

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Lowest-level Software Energy Accounting

Academic Advisors: Christos Lamprakos and Dimitrios Soudris

Brief: PDF

Machine learning based design space exploration for FPGA kernel acceleration

Academic Advisors: Aggelos Ferikoglou , Dimosthenis Masouros and Dimitrios Soudris

Brief: PDF

Massively Parallel Scientific Code Acceleration

Academic Advisors: Konstantinos Iliakis and Dimitrios Soudris

Brief: PDF

Novel Out-of-Order GPU Architectures for Deep Learning Acceleration

Academic Advisors: Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Resource management techniques for hybrid cloud environments

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Dimosthenis Masouros

Brief: PDF

Serverless Computing Topics

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Available (2020-2021)

Accelerating DNA sequence aligner using OpenCL programming model

Academic Advisors: Konstantina Koliogeorgi , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Accelerating NGS genomic pipelines leveraging Heterogeneous Computing and Serverless Computing Architectures

Academic Advisors: Konstantina Koliogeorgi , Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Applications of Machine Learning in Green Computing AKA Help Save the World

Academic Advisors: Christos Lamprakos and Dimitrios Soudris

Brief: PDF

Automated Fine-Grained Resource Management on Serverless Computing Architectures

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Building optimized FPGA accelerators for CNN prediction and comparison with GPU accelerators

Academic Advisors: Konstantina Koliogeorgi , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Developing a framework that automatically produces OpenCL accelerator description from CNN model specification

Academic Advisors: Konstantina Koliogeorgi , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Framework Design & Applications for Heterogeneous VPUs

Academic Advisors: Evangelos Petrongonas , Vasileios Leon , George Lentaris and Dimitrios Soudris

Brief: PDF

From Edge to Cloud: Dynamic Workload Placement on Edge – Cloud Platforms

Academic Advisors: Achilleas Tzenetopoulos , Manolis Katsaragakis , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

High Performance Computer Systems in In Silico Medicine

Academic Advisors: Dimitrios Soudris , Georgios Stamatakos and Dimosthenis Masouros

In cooperation with In Silico Oncology and In Silico Medicine Group, ICCS, SECE, NTUA

Brief: PDF

Neural Networks on Heterogeneous VPUs

Academic Advisors: Evangelos Petrongonas , Vasileios Leon , George Lentaris and Dimitrios Soudris

Brief: PDF

Novel GPU Micro-Architectures for General-Purpose Workload Acceleration

Academic Advisors: Konstantinos Iliakis , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Porting a framework for Heterogeneous VPUs to RISC-V many-core systems

Academic Advisors: Evangelos Petrongonas , Vasileios Leon , George Lentaris and Dimitrios Soudris

Brief: PDF

Source to Source Compilation Tool for Heterogeneous VPUs

Academic Advisors: Evangelos Petrongonas , Vasileios Leon , George Lentaris and Dimitrios Soudris

Brief: PDF

Ανάπυξη και υλοποίηση αλγορίθμου τεχνητής νοημοσύνης για την πρόβλεψη της παραγωγής σε Φωτοβολταικο Πάρκο(Φ/Β) χρησιμοποιώντας την τεχνική των kNN (k-nearest neighbors)

Academic Advisors: Grigoris Proiskos and Dimitrios Soudris

Brief: PDF

Ανάπυξη και υλοποίηση αλγορίθμου τεχνητής νοημοσύνης για την πρόβλεψη της παραγωγής σε Φωτοβολταικο Πάρκο(Φ/Β) χρησιμοποιώντας την τεχνική των Αυτοπαλίνδρομων μοντέλων (autoregressive models)

Academic Advisors: Grigoris Proiskos and Dimitrios Soudris

Brief: PDF

Available (2019-2020)

Adaptive resource allocation for clustered asymmetric many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Analysis, Optimizations and acceleration of state-of-art simulation models of biological neural networks

Academic Advisors: Georgios Chatzikostantis , Harry Sidiropoulos and Dimitrios Soudris

Brief: PDF

Application of Approximate Computing Techniques on the NVIDIA Deep Learning Accelerator (NVDLA)

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Vasileios Leon

Brief: PDF

Approximate computing-aware system design and management

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Constrained design of clustered asymmetric many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Constrained design of heterogeneous many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Convolutional Neural Networks for image processing on FPGA platforms

Academic Advisors: George Lentaris , Konstantinos Maragos and Dimitrios Soudris

Brief: PDF

Customized Redundancy Schemes for Improved Fault-Tolerance of FPGAs in Space Applications

Academic Advisors: Dimitrios Soudris , George Lentaris and Vasileios Leon

Brief: PDF

Dataflow Acceleration Of Genome Analysis Workflows For Big Data Applications Running On A Cloud Infrastructure With Heterogeneous Architecture

Academic Advisors: Dimitrios Soudris , Konstantina Koliogeorgi and Sotirios Xydis

Brief: PDF

Development of an image classification algorithm to Spiking Neural Networks for SpiNNaker

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Development of scalable control techniques for resource management of large scale asymmetric many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Drone-based acceleration of Internet-of-Video-Things (IoVT)

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Efficient deployment of Convolutional Neural Networks in low power embedded architectures

Academic Advisors: Dimitrios Soudris and Lazaros Papadopoulos

Brief: PDF

Energy consumption estimation in Android applications

Academic Advisors: Lazaros Papadopoulos , Charalampos Marantos and Christos Lamprakos

Brief: PDF

Exploring multi-application execution on integrated CPU-GPU heterogeneous many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Hardware Acceleration methods for the latest Deep Learning applications using GANs

Academic Advisors: Dimitrios Soudris and Dimitris Danopoulos

Brief: PDF

Heterogeneous CPU-GPU Acceleration of the Scientific Simulator Suite BLonD

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Konstantinos Iliakis

Brief: PDF

Implementation of Approximate Convolutional Filters and Floating-Point Components for CNN Applications

Academic Advisors: Kiamal Pekmestzi and Vasileios Leon

Brief: PDF

Implementation of RISC-V Customized Architectures on FPGA Platforms

Academic Advisors: Dimitrios Soudris , George Lentaris and Vasileios Leon

Brief: PDF

Improvement of sky-imaging PV production forecasts with application of deep learning

Academic Advisors: Dimitrios Soudris , Dimitrios Anagnostos , Dimitris Danopoulos and Ioannis Oroutzoglou

Brief: PDF

Novel GPU Micro-Architectures for General-Purpose Workload Acceleration

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Konstantinos Iliakis

Brief: PDF

Python Module for Brain Simulation

Academic Advisors: Harry Sidiropoulos and Dimitrios Soudris

Brief: PDF

Reconfiguration of FPGAs for helping Internet-of-Video-Things (IoVT)

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Resource-centric refinement of application characterization in multi-core Platforms

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Ανάπτυξη και υλοποίηση αλγορίθμου δρομολόγησης (routing) για τρισδιάστατες (3D) αρχιτεκτονικές

Academic Advisors: Dimitrios Soudris , Kostas Siozios and Christos Lamprakos

Brief: PDF

Ανάπτυξη και υλοποίηση αλγορίθμου τμηματοποίησης (partitioning) για τρισδιάστατες (3D) αρχιτεκτονικές

Academic Advisors: Dimitrios Soudris , Kostas Siozios and Christos Lamprakos

Brief: PDF

Ανάπτυξη και υλοποίηση αλγορίθμου τοποθέτησης (placement) για αρχιτεκτονικές FPGA

Academic Advisors: Dimitrios Soudris , Kostas Siozios and Christos Lamprakos

Brief: PDF

Ανάπτυξη Μηχανισμών Ανίχνευσης (Monitors) Καταπόνισης Υλικού και Διασφάλισης της Αξιόπιστης Λειτουργίας

Brief: PDF

Ανάπτυξη Τεχνικών Δυναμικης Εκπαίδευσης Νευρωνικών Δικτυων Σε Πραγματικο Χρονο Με αξιοποίηση υπηρεσιών Cloud

Brief: PDF

Ενσωματωμένοι επεξεργαστές για Κέντρα Δεδομένων Χαμηλής κατανάλωσης ενέργειας (Energy-efficient data centers based on embedded processors)

Brief: PDF

Επιταχυντές Υλικού για ενσωματωμένα συστήματα (Hardware accelerators for embedded systems)

Brief: PDF

Σχεδίαση και Υλοποίηση ενός Virtual FPGA

Brief: PDF

Σχεδιασμός και υλοποίηση σε FPGA πομποδέκτη υψηλής ταχύτητας για οπτικά δίκτυα τηλεπικοινωνιών

Brief: PDF