Master in Innovation and Research in Informatics - MIRI
Recent Submissions
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Unsupervised phytoplankton community detection and analysis of environmental and satellite parameters on each community
(Universitat Politècnica de Catalunya, 2023-06-26)
Master thesis
Open AccessMarine dynamics largely affects the phytoplankton community com- position. The distribution characteristics of phytoplankton can reflect spatio-temporal variability in the marine ecosystem, on the other way around. In this ... -
RTL implementation of a LPDDR4 Memory Controller
(Universitat Politècnica de Catalunya, 2023-06-26)
Master thesis
Restricted access - confidentiality agreement
Covenantee: Semidynamics Technology ServicesMemory Controllers play a crucial role in modern systems, being the last stop before accessing memory. DRAM memories require complex access patterns, which make the Controller responsible for orchestrating memory requests ... -
Task-aware LPF: integrating a model-compliant communication layer with task-based programming models
(Universitat Politècnica de Catalunya, 2023-06-26)
Master thesis
Open Access
Covenantee: Barcelona Supercomputing CenterThe rapid advancement of high-performance computing (HPC) systems has led to the emergence of exascale computing, characterized by distributed memory nodes and high parallel computing capabilities. To effectively utilize ... -
Towards a data-driven hyperparameter search for graph neural network models
(Universitat Politècnica de Catalunya, 2023-06-26)
Master thesis
Open AccessThe last decade has witnessed an explosive growth in the use of deep neural networks (DNNs) in pursuit of exploiting the advantages of ML in virtually every aspect of our lives. However, NOT all DNNs fit to all problems. ... -
StaticHMEM: static object placement methodology for heterogeneous memory systems in HPC
(Universitat Politècnica de Catalunya, 2023-06-26)
Master thesis
Open AccessByte-addressable persistent memory (PMEM) provides memory capacities similar to storage devices,this makes them ideal combination with DRAM as memory extension.Users can either manage the allocation using software or using ... -
Increased reliability on Intel GPUs via software diverse redundancy
(Universitat Politècnica de Catalunya, 2023-06-26)
Master thesis
Open AccessIn the past decade, Artificial Intelligence has revolutionized various industries, including automotive, avionics, and health sectors. The installation of Advanced Driver Assistance Systems (ADAS) is now a reality, with ... -
Task automation through email data analysis
(Universitat Politècnica de Catalunya, 2023-06-26)
Master thesis
Open AccessCurrently, many companies do not use the information contained in their emails, yet it is a data set that is full of information and could be very useful. This thesis report focuses on email data analysis and task automation, ... -
Implementing and evaluating graph algorithms for long vector architectures
(Universitat Politècnica de Catalunya, 2023-05-15)
Master thesis
Open AccessHigh-Performance Computing can be accelerated using long-vector architectures. However, creating efficient coding implementations for these architectures can be challenging. This Master's thesis focuses on implementing ... -
Hypervisor extension in a RISC-V processor
(Universitat Politècnica de Catalunya, 2023-05-15)
Master thesis
Open AccessEls entorns virtualitzats s'utilitzen habitualment en la majoria d'aplicacions com ara telèfons mòbils, serveis al núvol, superordinadors i molt més. L'ús d'entorns virtuals permet múltiples contextos virtualitzats aïllats ... -
Optimizing checkpointing techniques for machine learning frameworks
(Universitat Politècnica de Catalunya, 2023-05-15)
Master thesis
Open AccessWhile most deep learning frameworks provide mechanisms to checkpoint models, their implementation is naive and based on the assumption of single machine training. While this implementation can be adequate at a small scale, ... -
Learning new human gestures through Human Robot Interaction
(Universitat Politècnica de Catalunya, 2023-05-16)
Master thesis
Restricted access - author's decisionHand gesture recognition has been extensively used for human-robot interaction in recent years, as they provide a simple and intuitive approach to communication with social and assistive robots. For many real-world ... -
Accelerating Halide on an FPGA
(Universitat Politècnica de Catalunya, 2023-05-15)
Master thesis
Open Access
Covenantee: Kyūshū DaigakuImage processing and, more generally, array processing play an essential role in modern life: from applying filters to the images that we upload to social media to running object detection algorithms on self-driving cars. ...
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