Browsing by Subject "Machine Learning"
Now showing items 1-20 of 367
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2D to 3D body pose estimation for sign language with Deep Learning
(Universitat Politècnica de Catalunya, 2020-06)
Bachelor thesis
Open AccessThis project aims at leveraging the challenge of using 3D poses for Sign Language translation or animation by transforming 2D pose datasets into 3D ones. The goal is, using a 3D dataset of American Sign Language, to train ... -
3D Reconstruction of vegetation from orthophotos
(Universitat Politècnica de Catalunya, 2013-06-21)
Bachelor thesis
Open Access[CATALÀ] Mitjançant tècniques de Visió per Computador som capaços de detectar i classificar la flora present en una ortofoto. A partir d'aquesta informació, i d'un conjunt de models de plantes en 3D que generem, elaborem ... -
A Learning Approach to Solving Automatic Control Problems
(Universitat Politècnica de Catalunya, 2022-10-18)
Bachelor thesis
Restricted access - author's decisionEls problemes de control automàtic poden ser extremadament difícils de resoldre per a qualsevol algoritme no adaptatiu. El control automàtic implica l'avaluació en temps real de les respostes d'un sistema que es retroalimenta ... -
A machine learning approach for optimal positioning of piezoelectric sensors for an Unmanned Air Vehicle -UAV-
(Universitat Politècnica de Catalunya, 2023-10-17)
Master thesis
Open AccessThe field of Structural Health Monitoring (SHM) is in continuous development. Its applications are many, spacing from bridges to wind turbine all the way through air vehicles and drones. The focus of this project will be ... -
A machine learning approach to predicting a basketball game outcome
(Universitat Politècnica de Catalunya, 2019-10-25)
Bachelor thesis
Restricted access - author's decision
Covenantee: Sveučilište u Zagrebu -
A machine learning based wall model for LES of turbulent flows
(Barcelona Supercomputing Center, 2021-05)
Conference report
Open AccessThe trubulent flow of fluids is still an enigma for mathematicians and engineers alike. The partial differential equation that reperesents the flow of fluids does not have an analytical solution for turbulent regimes. ... -
A Machine learning IDS for known and unknown anomalies
(Institute of Electrical and Electronics Engineers (IEEE), 2022)
Conference lecture
Restricted access - publisher's policyIn this work an Intrusion Detection System to detect anomalies in networks system entries is presented. It is based on Machine Learning models and is composed of two components. The first component detects known anomalies ... -
A machine learning pipeline for labeling chess pieces images
(Universitat Politècnica de Catalunya, 2023-10-16)
Bachelor thesis
Open AccessNowadays there are lots of emerging use cases and fields to artificial intelligence/machine learning technologies. One of several relevant fields is that of image recognition model training, which itself has several potential ... -
A machine learning research template for binary classification problems and shapley values integration
(Elsevier, 2021-05)
Article
Open AccessThis paper documents published code which can help facilitate researchers with binary classification problems and interpret the results from a number of Machine Learning models. The original paper was published in Expert ... -
A machine learning workflow for hurricane prediction
(Barcelona Supercomputing Center, 2018-04-24)
Conference report
Open Access -
A machine learning-based surrogate model for the identification of risk zones due to off-stream reservoir failure
(International Association for Hydro-Environment Engineering and Research (IAHR), 2022)
Conference report
Restricted access - publisher's policyWith the modification of the Regulations of the Hydraulic Public Domain of Spain in 2008, approximately 70.000 owners of off-stream reservoirs are obligated to present a classification assessment on the potential risk due ... -
A new deep reinforcement learning architecture for autonomous UAVs
(Universitat Politècnica de Catalunya, 2018-09-07)
Bachelor thesis
Open AccessRecent improvements in computation and algorithmic research, together with the rising era of Big Data, have allowed Artificial Intelligence increase its popularity within masses. The recent publication of the Deep Q-Network ... -
A new machine learning approach to support asset management in water distribution networks
(Universitat Politècnica de Catalunya, 2022-01-31)
Master thesis
Open AccessOne of the main causes of the widespread problem of freshwater scarcity lies in unfruitful maintenance of distribution infrastructure, leading to failures with consequent waste of precious resources. It is estimated that ... -
A novel approach for dynamic capacity sharing in multi-tenant scenarios
(Institute of Electrical and Electronics Engineers (IEEE), 2020)
Conference lecture
Open AccessNetwork slicing is included as a key feature of the 5G architecture in order to simultaneously support diverse service types with heterogeneous requirements. The realization of network slicing in the Radio Access Network ... -
A planning solution for forecasting product sales with cannibalization
(Universitat Politècnica de Catalunya / Universitat de Barcelona, 2022-01)
Master thesis
Open Access
Covenantee: AccenturePredicting sales using cannibalization effects is a current major challenge. Several approaches deal with the estimation of cannibalization of new product launches or promotion effects but how to account for it when ... -
A Quick View on Current Techniques and Machine Learning Algorithms for Big Data Analytics
(Institute of Electrical and Electronics Engineers (IEEE), 2016)
Conference report
Open AccessBig-data is an excellent source of knowledge and information from our systems and clients, but dealing with such amount of data requires automation, and this brings us to data mining and machine leaming techniques. In ... -
A stochastic approach for automatic layout synthesis in interior design, using a learningbased scoring function
(Universitat Politècnica de Catalunya, 2016-07-06)
Master thesis
Open Access
Covenantee: InteriorvistaDespite the increasing capabilities of computers to master sophisticated human-like tasks and the recent explosive new wave of Machine Learning-based methods, the interior design field still remains a hard-to-master area, ... -
A Survey on multimodal data stream mining for e-learner’s emotion recognition
(Institute of Electrical and Electronics Engineers (IEEE), 2020)
Conference report
Restricted access - publisher's policyEmotions play a crucial role in learning. To improve and optimize electronic learning (e-Learning) outcomes, many researchers have investigated the role of emotions. Also, researchers have come up with many approaches to ... -
A tool for Predictive Maintenance of non-critical machines using raw vibration data with Machine Learning models
(Universitat Politècnica de Catalunya, 2022-07-21)
Bachelor thesis
Restricted access - confidentiality agreement
Covenantee: Engisoft -
A workflow for the analysis and modelling of high-dimensional omics data
(Universitat Politècnica de Catalunya, 2019-09)
Bachelor thesis
Open AccessEn los últimos años, los avances en el campo de la computación han convertido al Machine Learning en un método viable para obtener información muy precisa y hacer grandes predicciones relacionadas con todo el campo de la ...
