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Development of artificial intelligence models for the enrichment and exploitation of geospatial data in the built environment
(2022-12-23)
Geospatial data treatment is an important task since it is a big part of big data. Nowadays, geospatial data exploitation is lacking in terms of artificial intelligence. In this work, we focus on the usage of a machine ...
A tableau method for the realizability and synthesis of reactive safety specifications
(2022-12-23)
Reactive systems are systems that continuously interact with the environment. In general, as they are critical systems, a failure or malfunction can result in serious consequences, such as loss of human lives or large ...
Evaluation and development of deep neural networks for super-resolution of microscopy and astrophysics images
(2022-12-23)
Due to physical constrains of an Electron Microscope, capturing high-resolution scans of a subject takes a very long time. On the other hand, running a Gravitational N-body simulation of hundreds of millions of particles, ...
Understanding the elementary landscape decomposition of the QAP and its effects on local search based algorithms
(2022-12-23)
Elementary landscapes are a special type of combinatorial landscapes that have some properties that make them particularly suitable for working with meta-heuristic algorithms, specially local search based methods. In most ...
Lithium-ion battery remaining useful life prediction
(2022-12-23)
Lithium-Ion Battery Remaining Useful Life Prediction work consists of an initial approach to battery life prediction using Severson dataset and data-driven LSTM-based RUL predictive methods.
Although the memory is ...
An analysis of the relevance of temporal information in time series classification
(2022-12-23)
In recent years, the interest in time series has increased considerably due to the vast amount of such data collected in a variety of fields. Time series are a particular type of data: they are sets of ordered observations. ...
Selection of critical nodes in drone airways graphs via graph neural networks
(2022-12-23)
This Master Thesis has two distinct parts. The first one mod-
els an application of Graph Neural Networks (GNN) for the identifica-
tion of critical nodes in graphs that correspond to traffic networks. We
call critical ...
GowFed: a novel federated intrusion detection system for IoT devices
(2022-12-23)
[EN] Intrusion detection systems are evolving into intelligent systems that perform data analysis while searching for anomalies in their environment. The development of deep learning techinques paved the way to build more ...
Transformer-based architecture for 2D semantic segmentation of mitochondria
(2022-12-23)
In this project, we have studied the state-of-the-art of semantic segmentation of biomedical images and compared the performance of a new Transformer-based architecture with the most used convolutional architecture for ...