Reconfigurable Heterogeneous Highly Parallel Processing Platform for safe and secure AI

Informazioni relative al progetto

REBECCA

ID dell’accordo di sovvenzione: 101097224

DOI

10.3030/101097224

Data della firma CE 1 Dicembre 2022

Data di avvio 1 Febbraio 2023

Data di completamento 31 Gennaio 2027

Finanziato da

• Digital, Industry and Space

Costo totale

€ 8 498 328,59

Contributo UE

€ 2 744 319,72

Coordinato da

POLYTECHNEIO KRITIS
Greece

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Documents, reports (7)

Alpha version (MVP) of the integrated software stack

The first (alpha) version will provide necessary interfaces and early implementations of components, with possible components missing or having reduced features.

Beta version of the DSE, safety and security tools

The second version of the tools and methods will include all the final planned features to explore the design space and analyse safety and security of the AI algorithms on the REBECCA platform. It will enable the in-depth analysis of the expected project outcomes using the designs from WP2 and the use cases from WP5.

Alpha version (MVP) of the DSE, safety and security tools

The first version of the tools will provide only preliminary capabilities, and enable initial feedback from the WP2 partners, as appropriate.

Beta version of the integrated software stack

The second (beta) version of the integrated software stack with all components and capable of supporting most use cases in the project.

Report 1 on Communication and Dissemination

Report on the dissemination and communication activities. Update of the dissemination plan and reporting the results of the second reporting period.

Plan for Communication, Dissemination and Exploitation channels

The initial plan for Communication Dissemination and exploitation activities templates the Project website and communication channels social media and others

Evaluation framework and Criteria

List of KPIs and evaluation criteria

Data Management Plan (2)

Data Management Plan (M1-M6)

Description of the project DMP open source and open data along with procedures to be used at use cases

Data Management Plan (M7-M18)

Description of the project DMP, open source and open data, along with procedures to be used at use cases.

Pubblicazioni

Peer reviewed articles (14)

NN2FPGA: Optimizing CNN Inference on FPGAs With Binary Integer Programming

Autori: Roberto Bosio, Filippo Minnella, Teodoro Urso, Mario R. Casu, Luciano Lavagno, Mihai T. Lazarescu, Paolo Pasini
Pubblicato in: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Numero 44, 2024, ISSN 0278-0070
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCAD.2024.3507570

IEEE Transactions on Computers

Autori: Papadimitriou, George; Gizopoulos, Dimitris
Pubblicato in: IEEE Transactions on Computers, 2023, ISSN 0018-9340
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TC.2023.3285094

Model-driven gap analysis for the fulfillment of quality standards in software development processes

Autori: Giovanni Giachetti; José Luis de la Vara; Beatriz Marín
Pubblicato in: Software Quality Journal, Numero 32, 2023, ISSN 1573-1367
Editore: Springer
DOI: 10.21203/RS.3.RS-2329678/V1

Assessment of the quality of the text of safety standards with industrial semantic technologies

Autori: Jose Luis de la Vara, Hector Bahamonde, Clara Ayora
Pubblicato in: Computer Standards & Interfaces, Numero 88, 2023, ISSN 0920-5489
Editore: Elsevier BV
DOI: 10.1016/J.CSI.2023.103803

IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Autori: Ottati, Fabrizio; Gao, Chang; Chen, Qinyu; Brignone, Giovanni; Casu, Mario R.; Eshraghian, Jason K.; Lavagno, Luciano
Pubblicato in: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2023, ISSN 2156-3357
Editore: IEEE
DOI: 10.48550/arxiv.2306.15749

Software Quality Journal

Autori: Giovanni Giachetti; José Luis de la Vara; Beatriz Marín
Pubblicato in: Crossref, 2023, ISSN 0963-9314
Editore: Kluwer Academic Publishers
DOI: 10.1007/s11219-023-09649-x

An Energy-Efficient GeMM-Based Convolution Accelerator With On-the-Fly im2col

Autori: Jordi Fornt, Pau Fontova-Musté, Martí Caro, Jaume Abella, Francesc Moll, Josep Altet, Christoph Studer
Pubblicato in: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Numero 31, 2023, ISSN 1063-8210
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVLSI.2023.3286122

Transactions on Architecture and Code Optimization

Autori: Agiakatsikas, Dimitris; Papadimitriou, George; Karakostas, Vasileios; Gizopoulos, Dimitris; Psarakis, Mihalis; Bélanger-Champagne, Camille; Blackmore, Ewart
Pubblicato in: 56th Annual IEEE/ACM International Symposium on Microarchitecture, 2023, ISSN 1544-3566
Editore: Association for Computing Machinary, Inc.
DOI: 10.1145/3613424.3614304

IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Autori: Ottati, Fabrizio; Gao, Chang; Chen, Qinyu; Brignone, Giovanni; Casu, Mario R; Eshraghian, Jason K; Lavagno, Luciano
Pubblicato in: Crossref, 2023, ISSN 2156-3357
Editore: IEEE Circuits and Systems Society
DOI: 10.5167/uzh-254211

Journal of Signal Processing Systems

Autori: Martí Caro; Jaume Abella
Pubblicato in: instname:Universitat Politècnica de Catalunya (UPC), 2024, ISSN 1939-8018
Editore: Springer
DOI: 10.1007/s11265-024-01917-8

Estimating the Failures and Silent Errors Rates of CPUs Across ISAs and Microarchitectures

Autori: Gizopoulos, Dimitris; Papadimitriou, George; Chatzopoulos, Odysseas
Pubblicato in: 2023 IEEE International Test Conference (ITC), 2023, ISSN 2378-2250
Editore: IEEE
DOI: 10.1109/ITC51656.2023.00056

A Scalable All-Digital Near-Memory Computing Architecture for Edge AIoT Applications

Autori: Masoud Nouripayam, Arturo Prieto, Joachim Rodrigues
Pubblicato in: IEEE Access, Numero 13, 2025, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3582013

SimPoint-Based Microarchitectural Hotspot & Energy-Efficiency Analysis of RISC-V OoO CPUs

Autori: Chatzopoulos, Odysseas; Trakosa, Maria; Papadimitriou, George; Wong, Wing Shek; Gizopoulos, Dimitris
Pubblicato in: 2024 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), 2024, ISSN 2766-0486
Editore: IEEE
DOI: 10.5281/ZENODO.12552304

Silent Data Corruptions: Microarchitectural Perspectives

Autori: Papadimitriou, George; Gizopoulos, Dimitris
Pubblicato in: -, 2023, ISSN 0000-0000
Editore: IEEE
DOI: 10.1109/TC.2023.3285094

Conference proceedings (12)

A DSP shared is a DSP earned: HLS Task-Level Multi-Pumping for High-Performance Low-Resource Designs

Autori: Giovanni Brignone, Mihai T. Lazarescu, Luciano Lavagno
Pubblicato in: 41 IEEE International Conference on Computer Design, 2023, ISSN 2576-6996
Editore: IEEE
DOI: 10.48550/arXiv.2310.00330

Silent Data Corruptions: The Stealthy Saboteurs of Digital Integrity

Autori: Papadimitriou, George; Gizopoulos, Dimitris; Dixit, Harish; Sankar, Sriram
Pubblicato in: 2023 IEEE 29th International Symposium on On-Line Testing and Robust System Design (IOLTS), 2023
Editore: IEEE
DOI: 10.1109/IOLTS59296.2023.10224870

An Early-Stage Workflow Proposal for the Generation of Safe and Dependable AI Classifiers

Autori: Hans Dermot Doran / Suzana Veljanovska
Pubblicato in: 2024
Editore: 43rd International Conference on Computer Safety, Reliability and Security (SafeComp2024)
DOI: 10.48550/ARXIV.2410.01850

Harpocrates: Breaking the Silence of CPU Faults through Hardware-in-the-Loop Program Generation

Autori: Karystinos, Nikos; Chatzopoulos, Odysseas; Fragkoulis, George-Marios; Papadimitriou, George; Gizopoulos, Dimitris; Gurumurthi, Sudhanva
Pubblicato in: 2024 ACM/IEEE 51st Annual International Symposium on Computer Architecture (ISCA), 2024
Editore: ACM/IEEE International Symposium on Computer Architecture (ISCA)
DOI: 10.5281/ZENODO.12553098

Assurance of Software-Intensive Medical Devices: What About Mental Harm?

Autori: Jose Luis de La Vara, Barbara Gallina, Antonio Fernández-Caballero, Jose Pascual Molina, Arturo S. García, Clara Ayora
Pubblicato in: 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume (DSN-S), 2023
Editore: IEEE
DOI: 10.1109/DSN-S58398.2023.00045

Enabling Design Space Exploration of RISC-V Accelerator-rich Computing Systems on gem5

Autori: Chatzopoulos, Odysseas; Papadimitriou, George; Karakostas, Vasileios; Gizopoulos, Dimitris
Pubblicato in: 2023
Editore: IEEE
DOI: 10.5281/zenodo.8433198

Reliability of CNN Execution - A Novel Application of the Single Protected Channel Pattern

Autori: Hans Dermot Doran, Suzana Veljanovska
Pubblicato in: 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA), 2024
Editore: IEEE
DOI: 10.1109/ETFA61755.2024.10710935

Hybrid Convolutional Neural Networks with Reliability Guarantee

Autori: Hans Dermot Doran, Suzana Veljanovska
Pubblicato in: 2024 54th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2024, ISSN 2325-6664
Editore: IEEE
DOI: 10.1109/DSN-W60302.2024.00023

Silent Data Errors: Sources, Detection, and Modeling

Autori: Singh, Adit; Chakravarty, Sreejit; Papadimitriou, George; Gizopoulos, Dimitris
Pubblicato in: 2023
Editore: IEEE
DOI: 10.1109/VTS56346.2023.10139970

Advancing Cloud Computing Capabilities on gem5 by Implementing the RISC-V Hypervisor Extension

Autori: George-Marios Fragkoulis / Nikos Karystinos / George Papadimitriou / Dimitris Gizopoulos
Pubblicato in: 2024
Editore: IEEE/ACM MICRO 2024
DOI: 10.48550/ARXIV.2411.12444

Gem5-MARVEL: Microarchitecture-Level Resilience Analysis of Heterogeneous SoC Architectures

Autori: Chatzopoulos, Odysseas; Papadimitriou, George; Karakostas, Vasileios; Gizopoulos, Dimitris
Pubblicato in: 2024 IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2024
Editore: IEEE
DOI: 10.1109/HPCA57654.2024.00047

Silent Data Corruptions: The Stealthy Saboteurs of Digital Integrity

Autori: Papadimitriou, George; Gizopoulos, Dimitris; Dixit, Harish; Sankar, Sriram
Pubblicato in: 2023
Editore: IEEE
DOI: 10.1109/IOLTS59296.2023.10224870

Book chapters (1)

Generic Architecture for Multisource Physiological Signal Acquisition, Processing and Classification Based on Microservices

Autori: Roberto Sánchez-Reolid, Daniel Sánchez-Reolid, Clara Ayora, José Luis de la Vara, António Pereira, Antonio Fernández-Caballero
Pubblicato in: Lecture Notes in Networks and Systems, Distributed Computing and Artificial Intelligence, 20th International Conference, 2023
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-38333-5_13