Current Master Projects
Master Student Assistant Projects(Remunerated, for officially registered EPFL students only) | Development of a Galvanic Skin Response recording wearable Lab: ESL Sections: SEL Supervisor: Mr. Juan Sapriza, Dr. José Miranda, Dr. Jérôme Thevenot, Prof. David Atienza [read on] |
| Firmware development for efficient biosignal data management Lab: ESL Sections: SEL Supervisor: Dr Jérôme Thevenot, Lara Orlandic [read on] |
| FPGA accelerator design for urban digital twins Lab: ESL Sections: SEL Supervisor: Denisa-Andreea Constantinescu, Rubén Rodríguez Álvarez, Ana Catarina Gouveia Braz, Cédric Terrier, David Atienza Alonso [read on] |
Summer Internship Projects(Remunerated, for officially registered EPFL students only) | Analysis of Acoustic Emissions from the Knee through Wearable Devices Lab: ESL Sections: SEL Supervisor: Dr. Jérôme Thévénot, Dr. Tomas Teijeiro, Prof. David Atienza [read on] |
Full-system power & energy evaluation of GreenDVFS against built-in Linux governors Lab: ESL Sections: SEL Supervisor: Prof. David Atienza, Dr. Miguel Peón-Quirós, Dr. Xavier Ouvrard [read on] | |
Master Projects | Asynchronous Fuzzy Federated Life-Long-Learning for the Edge Lab: ESL Sections: SEL Supervisor: Dr. Jose Miranda, Dr. Javier Andreu-Perez, Prof. David Atienza [read on] |
Benchmark of EEG based seizure detection algorithms Lab: ESL Sections: SEL Supervisor: Dr. Jonathan Dan, Prof. David Atienza [read on] | |
Cross-layer system/hardware framework for near-DRAM acceleration of machine learning algorithms Lab: ESL Sections: SEL Supervisor: Mr. Rafael Medina Morillas, Dr. Giovanni Ansaloni, Prof. David Atienza [read on] | |
DNA analysis algorithms for Realtime in-memory genome sequencing Lab: ESL Sections: SEL Supervisor: Dr. Giovanni Ansaloni, Dr. William Simon, Prof. David Atienza [read on] | |
Efficient FW stack design and implementation for a versatile physiological wearable system Lab: ESL Sections: SEL Supervisor: Dr. José Miranda Calero, Dr. Jérôme Thevenot, Dr. Jonathan Dan, Prof. David Atienza [read on] | |
Efficient seizure detection using synchrosqueezed wavelet transforms based techniques Lab: ESL Sections: SEL Supervisor: Dr. Jose Miranda, Prof. David Atienza [read on] | |
Enabling Local Tightly, Global Loosely coupled Programmable Accelerators Heterogeneous Systems by integrating X-HEEP into ESP SoCs Lab: ESL Sections: SEL Supervisor: Dr. Davide Schiavone, Prof. Daniele Jahier Pagliari, Prof. Alessio Burrello, Prof. David Atienza [read on] | |
Exploring DNN implementations for Realtime in-memory genome sequencing Lab: ESL Sections: SEL Supervisor: Dr. Giovanni Ansaloni, Dr. William Simon, Prof. David Atienza [read on] | |
HW design and development of a novel, flexible and versatile EEG wearable system Lab: ESL Sections: SEL Supervisor: Dr. José Miranda Calero, Dr. Jérôme Thevenot, Dr. Jonathan Dan, Prof. David Atienza [read on] | |
Implementation of a smart DMA for a RISC-V Near-Memory Computing Microcontroller Lab: ESLTCL Sections: SEL Supervisor: Dr. Davide Schiavone, Dr. Jose Miranda, Prof. David Atienza [read on] | |
Implementation of an Accelerator based on Near-Memory Computing IPs for a RISC-V-based Microcontroller Lab: ESL Sections: SEL Supervisor: Dr. Davide Schiavone, Michele Caon, Prof. David Atienza [read on] | |
Microarchitectural explorations for biomedical applications Lab: ESL Sections: SEL Supervisor: Miguel Peón-Quirós, EcoCloud; Prof. David Atienza, ESL; Stefano Albini, ESL [read on] | |
Porting and Optimization of biomedical benchmark applications to the X-HEEP Open-Source RISC-V-based microcontroller platform Lab: ESL Sections: SEL Supervisor: Dr. Davide Schiavone, Mr. Dimitrios Samakovlis, Mr. Stefano Albini, Prof. David Atienza [read on] | |
TinyML for Audio Deep Learning Algorithms Lab: ESL Sections: SEL Supervisor: Dr. Davide Schiavone, Dr. Jose Miranda, Dr. Milos Cernak, Prof. David Atienza [read on] | |
Towards intelligent laser welding: automatic control of processing quality using reinforcement learning and deep neural architectures Lab: ESL Sections: SEL Supervisor: Dr. Sergey Shevchik, Prof. David Atienza [read on] | |
X-HEEP Accelerators: design, verification, and integration of a general purpose co-processor/accelerator based on RISC-V for edge-computing SoCs Lab: ESL Sections: SEL Supervisor: Dr. Davide Schiavone, Prof. David Atienza [read on] | |
Master or Semester Projects | A novel architectural template for the hardware acceleration of neural networks inference supporting hybrid quantization Lab: ESL Sections: SEL Supervisor: Mr. Rafael Medina Morillas, Dr. Giovanni Ansaloni, Prof. David Atienza [read on] |
Electroencephalography based epileptic seizure detection Lab: ESL Sections: SEL Supervisor: Prof. David Atienza, Dr. Jonathan Dan, Ph.D. student Una Pale [read on] | |
Energy-efficient FFT accelerator design on an Intel FPGA using HBM for SKA Observatory Lab: ESL Sections: SEL Supervisor: Dr. Denisa Constantinescu, Ruben Rodriguez Alvarez, Prof. David Atienza [read on] | |
Energy-efficient HW accelerators design on FPGA for SKA Observatory Lab: ESL Sections: SEL Supervisor: Ruben Rodriguez Alvarez (ESL), Dr. Denisa Constantinescu (ESL), Dr. Miguel Peón Quirós (EcoCloud), Prof. David Atienza (ESL) [read on] | |
| Enhancing the Efficiency and Accuracy of Radio Interferometry Kernels using CGRA-ME Framework Lab: ESL Sections: ESL Supervisor: Dr. Denisa-Andreea Constantinescu; Rubén Rodríguez Álvarez; Dr. Giovanni Ansaloni; Prof. David Atienza Alonso [read on] |
FPGA Acceleration for Urban Digital Twin Models: Optimizing Mixed-Integer Linear Programming (MILP) for Energy Efficiency Lab: ESL Sections: SEL Supervisor: Denisa-Andreea Constantinescu, Rubén Rodríguez Álvarez, Ana Catarina Gouveia Braz, Cédric Terrier, David Atienza Alonso [read on] | |
Hardware accelerator design with Chisel and integration in a RISC-V full system Lab: ESL Scala Sections: SEL Supervisor: Ruben Rodriguez Alvarez (ESL), Dr. Denisa Constantinescu (ESL), Jamie Richard Thompson (Scala Center), Anatolii Kmetiuk (Scala Center), Prof. David Atienza (ESL) [read on] | |
| Integration and optimization of Ultra Low Power CPU on the X-HEEP platform targeting implantable devices
Lab: ESL Sections: SEL Supervisor: Mr. Juan Sapriza, Dr. Davide Schiavone, Prof. David Atienza [read on] |
Real-time epileptic seizure alarms on a smartwatch Lab: ESL Sections: SEL Supervisor: Prof. David Atienza, Dr. Jonathan Dan, Dr. Jose Miranda [read on] | |
Semester Projects | A bottom-up digital back-end design for the next generation of configurable accelerators for Edge-AI platforms Lab: ESL Sections: SEL Supervisor: Ms. Lara Orlandic, Dr. Davide Schiavone, Prof. David Atienza [read on] |
Adaptation, integration and validation of SPI-Slave peripheral on the X-HEEP platform targeting implantable devices Lab: ESL Sections: SEL Supervisor: Mr. Juan Sapriza, Dr. Davide Schiavone, Prof. David Atienza [read on] | |
| chip2chip: verification and integration of the serial-link peripheral in X-HEEP to enable fast communications with external accelerators Lab: ESL Sections: SEL Supervisor: Prof. David Atienza, Dr. Davide Schiavone [read on] |
Deployment of an unsupervised deep adaptive filtering method for context-aware and robust Heart Rate extraction in constrained wearables Lab: ESL Sections: SEL Supervisor: Christodoulos Kechris MSc, Dr. Jose Miranda, Dr. Jonathan Dan, Prof. David Atienza [read on] | |
Deployment of probabilistic deep learning methods for context-aware and robust Heart Rate extraction in constrained wearables Lab: ESL Sections: SEL Supervisor: Christodoulos Kechris, Dr. Jose Miranda, Dr. Jonathan Dan, Prof. David Atienza [read on] | |
Design of efficient Convolutional Layers for Near-Memory Computing IPs based on RISC-V Lab: ESL Sections: SEL Supervisor: Mr. Luigi Giuffrida, Dr. Davide Schiavone, Prof. David Atienza [read on] | |
Development of a modular hardware platform for X-HEEP based systems, applied to an EEG recording wearable device Lab: ESL Sections: SEL Supervisor: Mr. Juan Sapriza, Dr. José Miranda, Dr. Jérôme Thevenot, Prof. David Atienza [read on] | |
| Efficient SPI: design, verification, and integration of SPI and QuadSPI routines and HW functions for efficient master-to-slave off-chip communications Lab: ESL Sections: SEL Supervisor: Dr. Davide Schiavone, Dr. Jose Miranda, Prof. David Atienza [read on] |
Exploring Memory Design Trade-offs: Efficiency and Voltage Scaling in SRAM Architectures for Energy-Efficient Systems Lab: ESL Sections: SEL Supervisor: Dr. Jose Miranda, Dr. Alexandre Levisse, Hossein Taji MSc., Dr. Miguel Peón, Prof. David Atienza [read on] | |
HDB: HEEPocrates Development Board: A RISC-V based board for rapid prototyping of e-Health based applications Lab: ESL Sections: SEL Supervisor: Dr. Jose Miranda, Dr. Davide Schiavone, Prof. David Atienza [read on] | |
Implementation of automation techniques for IMC arrays Lab: ESL Sections: SEL Supervisor: Dr. Alexandre Levisse, Prof. David Atienza [read on] | |
Implementing an Audio-Visual Speech Separation and Recognition Pipeline at the Edge Lab: ESL Sections: SEL Supervisor: Dr. Jose Miranda, Cristian Cioflan, Dr. Miguel de Prado, Prof. David Atienza [read on] | |
Porting X-HEEP to a Lattice FPGA with open-source EDA tools Lab: ESL Sections: SEL Supervisor: Dr. Davide Schiavone, Dr. Christoph Mueller, Prof. David Atienza, Prof. Andreas Burg [read on] | |
Testing and verification of a fabricated IMC memory Lab: ESL Sections: SEL Supervisor: Dr. Alexandre Levisse, Prof. David Atienza [read on] | |
Towards Audio-Visual Speech Separation and Recognition Lab: ESL Sections: SEL Supervisor: Mr. Cristian Cioflan, Dr. Miguel de Prado, Dr. Jose Miranda, Prof. David Atienza [read on] | |
X-HEEP generator: implementation of a highly configurable memory and peripheral subsystem for a RISC-V-based microcontroller Lab: ESL Sections: SEL Supervisor: Mr. Simone Machetti, Dr. Davide Schiavone, Prof. David Atienza [read on] | |