Dottorato in Ingegneria Informatica E Dei Sistemi , 36^o ciclo (2020-2023)

Dottorato concluso nel 2024

Tesi:

Reliability Enhancement in GPU Architectures (Abstract)

Tutori:

Matteo Sonza Reorda Edgar Ernesto Sanchez Sanchez

Profilo

Argomento di ricerca

Resilient architectures for AI-oriented applications

Interessi di ricerca

Cybersecurity

Life sciences

Biografia

My Name is Juan David Guerrero originally from Colombia. I acquired my Bachelor’s degree in Electronics Engineering at Universidad Pedagogica y Tecnologica de Colombia (UPTC) in 2013 and my master’s degree in Engineering with emphasis on Electronics at the same University in (2017). currently, I'm second year Ph.D student in the Department of Computer and Control Engineering at Politecnico di Torino. In 2013, I won a one-year research assistant position given by the Colombian Government and at same time that position gave me the opportunity to start my Master’s degree studies. In 2015, I won a position as temporary lecturer at UPTC. Since that year, I was in charge of teaching activities about Digital Logic, Computer Architectures, Embedded Systems and Advanced Digital Design for Image Processing. This background allows to me start research collaboration activities with Politecnico di Torino and then it gave me the opportunity to become a PhD student at the same university. During my first year of PhD, I published several papers in different conferences some of them with high prestige, receiving one best paper award in one of these conferences. The following are the conferences in which I have participated so far.

Design and Verification of an open-source SFU model for GPGPUs”, 17th Biennial Baltic Electronics Conference (BEC), 2020.
On the Functional Test of Special Function Units in GPUs,”24th Int. Symp. Des. Diagnostics Electron. Circuits Syst. DDECS 2021
A Novel Compaction Approach for SBST Test Programs, Asian Test Symposium (ATS), Nov-2021.
A Compaction Method for STLs for GPU in-field test .DATE 2022
Using Hardware Performance Counters to support in-field GPU Testing, 28th IEEE International Conference on Electronics Circuits and Systems, IEEE ICECS 2021
Challenges on High-Level STLs Generation for In-field GPU Test, 22nd Workshop on RTL and High-Level Testing, WRTLT 2021.

Premi e riconoscimenti

The DDECS 2021 Program Committee awards Juan-David Guerrero-Balaguera, Josie E. Rodriguez Condia, Matteo Sonza Reorda for the Best Paper in the Test Field entitled “On the Functional Test of Special Function Units in GPUs" (2021)
PhD Quality Awards 2023 (2023)
36-cycle PhD Quality Awards 3rd year (2024) (2024)

Didattica

Insegnamenti

Corso di laurea di 1° livello

Computer sciences. A.A. 2021/22, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
Computer sciences. A.A. 2021/22, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
Computer sciences. A.A. 2022/23, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
Computer sciences. A.A. 2022/23, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso
Computer sciences. A.A. 2023/24, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Collaboratore del corso

MostraNascondi A.A. passati

Ricerca

Gruppi di ricerca

CAD - Electronic CAD & Reliability Group

Altre attività e progetti di ricerca

Ph.D Quality Award Winner, September, 2024.

Department of Control and Computer Engineering, Politecnico di Torino Turin, Italy

• Awarded the 3rd Year Ph.D Quality Award to Juan David Guerrero Balaguera.

Ph.D Quality Award Winner, September, 2023

Department of Control and Computer Engineering, Politecnico di Torino Turin, Italy

•Awarded the 2nd Year Ph.D Quality Award to Juan David Guerrero Balaguera.

? Best Paper Award Nomination, April, 2023

Design, Automation & Test in Europe Conference & Exhibition (DATE) Antwerp, Belgium

• Recognized the paper: ”Assessing convolutional neural networks reliability through statistical fault injections” by A. Ruospo, G. Gavarini, C. De Sio, J. Guerrero, L. Sterpone, M. Sonza Reorda, E. Sanchez, R. Mariani, J. Aribido, and J. Athavale.

Best Paper Award Winner April, 2021

Int. Symposium on Design and Diagnostics of Electronic Circuits & Systems Vienna, Austria

• Awarded to the paper: ”On the functional test of special function units in GPUs” by J.-D. Guerrero-Balaguera, J. E. Rodriguez Condia, and M. Sonza Reorda.

Pubblicazioni

Pubblicazioni degli ultimi anni

Coautori PoliTO

Pubblicazioni per tipo

Pubblicazioni durante il dottorato Vedi tutte le pubblicazioni su Porto@Iris

Rodriguez Condia, Josie E; Guerrero-Balaguera, Juan-David; Sierra, Robert Limas; Reorda, ... (2024)
Analyzing the Structural and Operational Impact of Faults in Floating-Point and Posit Arithmetic Cores for CNN Operations. In: 29th IEEE European Test Symposium 2024, The Hague (NL), 20-24 May 2024, pp. 1-4. ISBN: 979-8-3503-4932-0
Contributo in Atti di Convegno (Proceeding)
GUERRERO BALAGUERA, JUAN DAVID (2024)
Reliability Enhancement in GPU Architectures. relatore: SONZA REORDA, MATTEO; SANCHEZ SANCHEZ, EDGAR ERNESTO; , 36. XXXVI Ciclo, P.: 159
Doctoral Thesis
Ahmadilivani, Mohammad Hasan; Bosio, Alberto; Deveautour, Bastien; Santos, Fernando ... (2024)
Special Session: Reliability Assessment Recipes for DNN Accelerators. In: 2024 IEEE 42nd VLSI Test Symposium (VTS), Tempe (USA), 22-24 April 2024. ISBN: 979-8-3503-6378-4
Contributo in Atti di Convegno (Proceeding)
Pessia, Francesco; Guerrero-Balaguera, Juan-David; Limas Sierra, Robert; Rodriguez ... (2024)
Effective Application-level Error Modeling of Permanent Faults on AI Accelerators. In: International Symposium on On-Line Testing and Robust System Design (IOLTS), Rennes (FRA), 03-05 July 2024, pp. 1-7. ISBN: 979-8-3503-7055-3
Contributo in Atti di Convegno (Proceeding)
Limas Sierra, Robert Alexander; Guerrero-Balaguera, Juan-David; Rodriguez Condia, Josie ... (2024)
Analyzing the Reliability of TCUs Through Micro-architecture and Structural Evaluations for Two Real Number Formats. In: 31st IFIP WG 10.5/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2023, Sharjah, United Arab Emirates, October 16–18, 2023, pp. 149-176. ISSN 1868-4238. ISBN: 978-3-031-70946-3
Contributo in Atti di Convegno (Proceeding)
Guerrero-Balaguera, Juan-David; Rodriguez Condia, Josie E.; Levorato, Marco; Sonza ... (2024)
Evaluating the Reliability of Supervised Compression for Split Computing. In: 2024 IEEE 42nd VLSI Test Symposium (VTS), Tempe (USA), 22-24 April 2024, pp. 1-6. ISBN: 979-8-3503-6378-4
Contributo in Atti di Convegno (Proceeding)
Mesa, Luis Ariel; Guerrero-Balaguera, Juan-David; Castañeda, Erika D.; Sanchez, Ernesto; ... (2024)
An Integrated Environment for the Reliability Assessment of CNNs Accelerators Implemented in FPGAs. In: 2024 IEEE 25th Latin American Test Symposium (LATS), Maceio (BRA), 09-12 April 2024. ISBN: 979-8-3503-6555-9
Contributo in Atti di Convegno (Proceeding)
Esposito, Giuseppe; Guerrero-Balaguera, Juan-David; Rodriguez Condia, Josie E.; ... (2024)
Assessing the Reliability of Different Split Computing Neural Network Applications. In: 2024 IEEE 25th Latin American Test Symposium (LATS), Maceio (BRA), 09-12 April 2024. ISBN: 979-8-3503-6555-9
Contributo in Atti di Convegno (Proceeding)
Chen, Junchao; Esposito, Giuseppe; Fernandes dos Santos, Fernando; Guerrero-Balaguera, ... (2024)
Reliability Assessment of Large DNN Models:Trading Off Performance and Accuracy. In: 2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration (VLSI-SoC), Tanger (MAR), 06-09 October 2024, pp. 1-10. ISBN: 979-8-3315-3967-2
Contributo in Atti di Convegno (Proceeding)
Limas Sierra, Robert; Guerrero-Balaguera, Juan-David; Pessia, Francesco; Rodriguez ... (2024)
Analyzing the Impact of Scheduling Policies on the Reliability of GPUs Running CNN Operations. In: 2024 IEEE 42nd VLSI Test Symposium (VTS), Tempe, AZ (USA), 22-24 April 2024. ISBN: 979-8-3503-6378-4
Contributo in Atti di Convegno (Proceeding)
Esposito, G.; Guerrero-Balaguera, J. -D.; Condia, J. E. R.; Levorato, M.; Reorda, M. S. (2024)
Enhancing the Reliability of Split Computing Deep Neural Networks. In: 2024 IEEE 30th International Symposium on On-Line Testing and Robust System Design (IOLTS), Rennes (FR), 03-05 July 2024, pp. 1-7. ISBN: 979-8-3503-7055-3
Contributo in Atti di Convegno (Proceeding)
Esposito, Giuseppe; Guerrero Balaguera, Juan David; Rodriguez Condia, Josie Esteban; ... (2024)
Evaluating Different Fault Injection Abstractions on the Assessment of DNN SW Hardening Strategies. In: 33rd IEEE Asian Test Symposium (ATS 2024), Ahmedabad, Gujarat (IND), 17th -20th December 2024, pp. 1-6. ISBN: 979-8-3315-2916-1
Contributo in Atti di Convegno (Proceeding)
Rodriguez Condia, Josie E.; Guerrero-Balaguera, Juan-David; Patiño Núñez, Edwar J.; ... (2024)
Investigating and Reducing the Architectural Impact of Transient Faults in Special Function Units for GPUs. In: JOURNAL OF ELECTRONIC TESTING, vol. 40, pp. 215-228. ISSN 0923-8174
Contributo su Rivista
Limas Sierra, Robert; Guerrero-Balaguera, Juan-David; Rodriguez Condia, Josie E.; Sonza ... (2024)
Exploring Hardware Fault Impacts on Different Real Number Representations of the Structural Resilience of TCUs in GPUs. In: ELECTRONICS, vol. 13. ISSN 2079-9292
Contributo su Rivista
Guerrero-Balaguera, Juan-David; Harshbarger, Ian A.; Rodriguez Condia, Josie E.; ... (2023)
Reliability Estimation of Split DNN Models for Distributed Computing in IoT Systems. In: 2023 IEEE 32nd International Symposium on Industrial Electronics (ISIE), Helsinki (FIN), 19-21 June 2023, pp. 1-4. ISBN: 979-8-3503-9971-4
Contributo in Atti di Convegno (Proceeding)
Fernandes Dos Santos, Fernando; Kritikakou, Angeliki; Rodriguez Condia, Josie E.; ... (2023)
Characterizing a Neutron-Induced Fault Model for Deep Neural Networks. In: IEEE TRANSACTIONS ON NUCLEAR SCIENCE, vol. 70, pp. 370-380. ISSN 0018-9499
Contributo su Rivista
Rodriguez Condia, Josie E.; Guerrero-Balaguera, Juan-David; Patiño Núñez, Edwar J.; ... (2023)
Evaluating the Prevalence of SFUs in the Reliability of GPUs. In: 2023 IEEE European Test Symposium (ETS), Venice (IT), 22-26 May 2023, pp. 1-6. ISBN: 979-8-3503-3634-4
Contributo in Atti di Convegno (Proceeding)
Guerrero-Balaguera, Juan-David; Rodriguez Condia, Josie E.; dos Santos, Fernando F.; ... (2023)
Understanding the Effects of Permanent Faults in GPU's Parallelism Management and Control Units. In: SC23: International Conference for High Performance Computing, Networking, Storage and Analysis, Denver CO (USA), November 12 - 17, 2023, pp. 1-14. ISBN: 979-8-4007-0109-2
Contributo in Atti di Convegno (Proceeding)
Limas Sierra, Robert; Guerrero Balaguera, Juan David; Rodriguez Condia, Josie Esteban; ... (2023)
A Reliability-aware Environment for Design Exploration for GPU Devices. In: 2023 26th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), Tallinn (Estonia), 03-05 May 2023, pp. 169-174. ISSN 2334-3133. ISBN: 979-8-3503-3277-3
Contributo in Atti di Convegno (Proceeding)
Rodriguez Condia, Josie E.; Augusto Da Silva, Felipe; Cagri Bagbaba, Ahmet; Juan-David, ... (2023)
Using STLs for Effective In-field Test of GPUs. In: IEEE DESIGN & TEST, vol. 40, pp. 109-117. ISSN 2168-2356
Contributo su Rivista

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Juan David Guerrero Balaguera

Dottorato in Ingegneria Informatica E Dei Sistemi , 36o ciclo (2020-2023)