Student Projects

Bachelor Projects (6th Semester)

In addition to the projects listed below, which can be adapted to the level of Bachelor students in the 6th semester of their studies instead of M.Sc. level, it is possible for Bachelor students to propose additional topics on embedded systems that fit their personal interests. In that case, contact Prof. David Atienza ([email protected]) to discuss the complexity of the project proposal from your side in order to adapt it if necessary.


Master or Semester Projects

Adaptive Programing Conditions for RRAM-enabled Edge Devices
Lab: ESL
Sections: SEL
Supervisor: Dr. Alexandre Levisse, Prof. David Atienza
[read on]


experimental projecttheoreticalcomputational   
Design of an integrated capacitor-based DC-DC for Fuel Cell Array liquid cooling technology
Lab: ESL
Sections: SEL
Supervisor: Dr. Alexandre Levisse, Halima Najibi, Prof. David Atienza
[read on]


theoreticalcomputational   
Development of a flexible compiling and scheduling framework to map biosignal processing algorithms into coarse-grained reconfigurable arrays (CGRAs)
Lab: ESL
Sections: SEL
Supervisor: Benoît Denkinger, Dr. Miguel Peon, Dr. Giovanni Ansaloni, Prof. David Atienza
[read on]


experimental projecttheoretical   
Enhancing in-memory computing architectures with non-conventional technologies
Lab: ESL
Sections: SEL
Supervisor: Dr. Alexandre Levisse, Prof. David Atienza
[read on]


theoreticalcomputational   
Implementation and optimization of bio-signal processing algorithms for real-time execution on an embedded system
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza
[read on]


theoreticalcomputationalweb link   
In-DRAM computing architecture: Exploration and Design
Lab: ESL
Sections: SEL
Supervisor: Dr. Alexandre Levisse, Dr. Marina Zapater
[read on]


experimental projecttheoreticalcomputational   
Judiciously approximating convolutional neural network through weight values clustering
Lab: ESL
Sections: SEL
Supervisor: William Andrew Simon, Flavio Ponzina, Dr. Alexandre Levisse, Dr. Giovanni Ansaloni, Prof. David Atienza
[read on]


experimental projecttheoreticalcomputational   
Stress monitoring using a mobile application and state-of-the-art wearable sensors
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza, Giulio Masinelli
[read on]


experimental projectcomputationalweb link   
Weight quantization of neural network via Fibonacci coding
Lab: ESL
Sections: SEL
Supervisor: Mr. William Simon, Dr. Marina Zapater, Prof. David Atienza
[read on]


experimental projecttheoreticalcomputational   

Master Projects

An automated framework to increase the efficiency of Deep Neural Network Training for Bio-Medical Applications
Lab: ESL
Sections: SEL
Supervisor: Mr. Arman Iranfar, Dr. Marina Zapater, Prof. David Atienza
[read on]


experimental projecttheoreticalcomputational   
Correlation of Cognitive Workload with Activities Tracking of Fitters in Elevator Installation
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza
[read on]


theoreticalcomputational   
project no longer available
Design of new embedded vision systems for AI-based autonomous mobile robots (Project done with Texas Instruments, Germany).
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Mr. Giovanni Campanella, Mr. Matthieu Chevrier
[read on]


experimental projecttheoreticalcomputational   
Texas Instruments Inc
Evaluation of the effectiveness of wear-levelling techniques for dynamic memory management in embedded systems
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Miguel Peón Quirós, Dr. Alexandre Levisse
[read on]


experimental projecttheoretical   
Implementation of a sub-array controller for in-SRAM computing architecture
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Alexandre Levisse
[read on]


experimental projecttheoreticalcomputationalweb link   
Multiparametric biosignal analysis for robust monitoring through wearable devices
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza, Dr. Tomas Teijeiro
[read on]


theoreticalcomputational   
Neural network retraining for overlapping weights encoded in a transpose pattern
Lab: ESL
Sections: SEL
Supervisor: Mr. William Simon, Dr. Alexandre Levisse, Prof. David Atienza
[read on]


theoreticalcomputationaldocument link   
New techniques to improve robustness against memory errors of convolutional neural networks in edge-computing devices with heterogeneous memory organizations
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Miguel Peón Quirós, Flavio Ponzina
[read on]


experimental projecttheoreticalcomputational   
Optimization of cognitive workload monitoring for low power multi-core embedded platforms with domain-specific hardware accelerators.
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza, Dr. Miguel Peón-Quirós, Una Pale
[read on]


experimental projecttheoreticalcomputational   
Optimization of cognitive workload monitoring for low power multi-core embedded platforms with domain-specific hardware accelerators.
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza, Dr. Miguel Peón-Quirós, Una Pale
[read on]


experimental projecttheoreticalcomputational   

Semester Projects

Acceleration of deep learning algorithms for epilepsy detection using the European Distributed Deep Learning Library
Lab: ESL
Sections: SEL
Supervisor: Dr. Marina Zapater
[read on]


theoreticalcomputational   
project no longer available
Characterization of Wear OS wearable devices for continuous biosignal monitoring
Lab: ESL
Sections: SEL
Supervisor: Dr. Tomas Teijeiro, Prof. David Atienza
[read on]


experimental projectcomputational   
COVID-19 Cough Audio Signal Classification using the COUGHVID Dataset
Lab: ESL
Sections: SEL
Supervisor: Dr. Tomas Teijeiro, Prof. David Atienza
[read on]


experimental projecttheoreticalcomputational   
Data curation and analysis in the COUGHVID project
Lab: ESL
Sections: SEL
Supervisor: Dr. Tomas Teijeiro, Prof. David Atienza
[read on]


experimental projecttheoreticalcomputational   
Decentralized federated learning framework for epileptic seizure detection
Lab: ESL
Sections: SEL
Supervisor: Saleh Baghersalimi, Dr. Tomas Teijeiro, Prof. David Atienza
[read on]


experimental projectcomputational   
Decoding logic implication of in-memory processing in advanced CMOS technology node
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Alexandre Levisse, Prof. David Atienza, William Simon
[read on]


experimental projectcomputationaldocument link   
Design of new embedded vision systems for AI-based autonomous mobile robots
Lab: ESL
Sections: SEL
Supervisor: Mr. Giovanni Campanella, Mr. Matthieu Chevrier, Prof. David Atienza Alonso
[read on]


experimental projecttheoreticalcomputational   
project no longer available
Texas Instruments Inc
Development of an IoT platform for activity tracking on jewelry, luxury watches and writing instruments
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza
[read on]


experimental projecttheoreticalcomputationaldocument link   
Richemont
Development of an IoT platform for luxury watch telemetry
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza
[read on]


experimental projecttheoreticalcomputationaldocument link   
Richemont
ECG annotator system for evaluation of cardiovascular anomalies
Lab: ESL
Sections: SEL
Supervisor: Elisabetta De Giovanni, Dr. Marina Zapatero, Prof. David Atienza
[read on]


computational   
Efficient Deep Learning to assess the state and evolution of patients with multiple sclerosis
Lab: ESL
Sections: SEL
Supervisor: Dr. Marina Zapater, Dr. Tomas Teijeiro
[read on]


theoreticalcomputational   
project no longer available
Exploration of high speed in-memory computing operators in advanced CMOS technology node
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Alexandre Levisse, Prof. David Atienza, William Simon
[read on]


experimental projectcomputationaldocument link   
project no longer available
Mobile Android application for health and wellness monitoring using wearable sensors
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza, Renato Zanetti, Giulio Masinelli
[read on]


experimental projectcomputational   
project no longer available
Power spectral density estimation of non-equally spaced samples algorithm for real-time execution on an embedded system
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza, Giulio Masinelli
[read on]


experimental projecttheoreticalcomputationalweb link   
project no longer available
Real-time Monitoring of Cognitive Workload and Stress Estimation: Wearable System communication with a Mobile Application
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza, Una Pale, Giulio Masinelli
[read on]


theoreticalcomputational   
Stress detection using physiological signals in search and rescue missions employing drones.
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Adriana Arza
[read on]


experimental projectcomputationalweb link   
project no longer available
Symbolic representation of electromyographic (EMG) data for movement recognition
Lab: ESL
Sections: SEL
Supervisor: Prof. David Atienza, Dr. Tomas Teijeiro, Una Pale
[read on]


experimental projecttheoretical   
System design and evaluation of a Machine Learning Decision-Tree Accelerator
Lab: ESL
Sections: SEL
Supervisor: Dr. Alexandre Levisse, Dr. Tomas Teijeiro, Prof. David Atienza
[read on]


theoreticalcomputational   
Thermal, power and performance characterization of next-generation high-performance computing applications on heterogeneous architectures
Lab: ESL
Sections: SEL
Supervisor: Dr. Marina Zapatero, Prof. David Atienza
[read on]


theoreticalcomputational   
Xilinx Dublin
Weight scaling for overlapping weights encoded in a transpose pattern
Lab: ESL
Sections: SEL
Supervisor: Mr. William Simon, Dr. Alexandre Levisse, Prof. David Atienza
[read on]


document link   
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