Impact of Memory Voltage Scaling on Accuracy and Resilience of Deep Learning Based Edge Devices.

Soumya Basu 0002 Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland https://orcid.org/0000-0002-5912-6324 Soumya Basu Soumya Basu 0001 Google, CA, USA Uiversity of Texas at Austin, TX, USA IIT Kharagpur, India https://basusoumya.github.io/ https://openreview.net/profile?id=~Soumya_Basu2 https://orcid.org/0000-0001-5486-2448 Soumya Basu 0003 Cornell University, Ithaca, NY, USA http://www.soumyabasu.com/ Soumya Basu 0004 SRM University Tech Park, SRM University, Kattankulathur, Chennai, India

Benoît W. Denkinger Flavio Ponzina Soumya Basu 0002 Andrea Bonetti Szabolcs Balási Martino Ruggiero Miguel Peón-Quirós Davide Rossi 0001 Andreas Burg 0001 David Atienza 0001 Impact of Memory Voltage Scaling on Accuracy and Resilience of Deep Learning Based Edge Devices. 84-92 2020 37 IEEE Des. Test 2 https://doi.org/10.1109/MDAT.2019.2947282 db/journals/dt/dt37.html#DenkingerPBBBRQ20

Loris Duch Soumya Basu 0002 Miguel Peón-Quirós Giovanni Ansaloni Laura Pozzi 0001 David Atienza 0001 i-DPs CGRA: An Interleaved-Datapaths Reconfigurable Accelerator for Embedded Bio-Signal Processing. 50-53 2019 11 IEEE Embed. Syst. Lett. 2 https://doi.org/10.1109/LES.2018.2849267 https://www.wikidata.org/entity/Q129580050 db/journals/esl/esl11.html#DuchBQAPA19

Soumya Basu 0002 Loris Duch Miguel Peón-Quirós David Atienza 0001 Giovanni Ansaloni Laura Pozzi 0001 Heterogeneous and Inexact: Maximizing Power Efficiency of Edge Computing Sensors for Health Monitoring Applications. 1-5 2018 ISCAS https://doi.org/10.1109/ISCAS.2018.8351595 conf/iscas/2018 db/conf/iscas/iscas2018.html#BasuDQAAP18

Loris Duch Soumya Basu 0002 Rubén Braojos Giovanni Ansaloni Laura Pozzi 0001 David Atienza 0001 HEAL-WEAR: An Ultra-Low Power Heterogeneous System for Bio-Signal Analysis. 2448-2461 2017 64-I IEEE Trans. Circuits Syst. I Regul. Pap. 9 https://doi.org/10.1109/TCSI.2017.2701499 db/journals/tcas/tcasI64.html#DuchBBAPA17

Soumya Basu 0002 Loris Duch Rubén Braojos Giovanni Ansaloni Laura Pozzi 0001 David Atienza 0001 An Inexact Ultra-low Power Bio-signal Processing Architecture With Lightweight Error Recovery. 159:1-159:19 2017 16 ACM Trans. Embed. Comput. Syst. 5s https://doi.org/10.1145/3126565 https://www.wikidata.org/entity/Q130972317 db/journals/tecs/tecs16.html#BasuDBAPA17

Soumya Basu 0002 Pablo García Del Valle Georgios Karakonstantis Giovanni Ansaloni Laura Pozzi 0001 David Atienza 0001 Inexact-aware architecture design for ultra-low power bio-signal analysis. 306-314 2016 10 IET Comput. Digit. Tech. 6 https://doi.org/10.1049/iet-cdt.2015.0194 db/journals/iet-cdt/iet-cdt10.html#BasuVKAPA16

Loris Duch Soumya Basu 0002 Rubén Braojos David Atienza 0001 Giovanni Ansaloni Laura Pozzi 0001 A multi-core reconfigurable architecture for ultra-low power bio-signal analysis. 416-419 2016 BioCAS https://doi.org/10.1109/BioCAS.2016.7833820 conf/biocas/2016 db/conf/biocas/biocas2016.html#DuchBBAAP16 Soumya Basu 0002 Pablo García Del Valle Georgios Karakonstantis Giovanni Ansaloni David Atienza 0001 Heterogeneous Error-Resilient Scheme for Spectral Analysis in Ultra-Low Power Wearable Electrocardiogram Devices. 268-273 2015 ISVLSI https://doi.org/10.1109/ISVLSI.2015.46 https://doi.ieeecomputersociety.org/10.1109/ISVLSI.2015.46 conf/isvlsi/2015 db/conf/isvlsi/isvlsi2015.html#BasuVKAA15 Giovanni Ansaloni David Atienza 0001 Szabolcs Balási Andrea Bonetti Rubén Braojos Andreas Peter BurgAndreas Burg 0001 Benoît W. Denkinger Loris Duch Georgios Karakonstantis Miguel Peón-Quirós Flavio Ponzina Laura Pozzi 0001 Davide Rossi 0001 Martino Ruggiero Pablo García Del Valle