Approximate Computing for Power and Energy Optimisation

Resultado final

Project website established

Intermediate List of Publications, first 18 months

Intermediate List of Publications first 18 months

Press release on the network launch (after recruitments)

Publicaciones

Autores: Grenier, Antoine; Lohan, Elena Simona; Ometov, Aleksandr; Nurmi, Jari
Publicado en: IEEE Communications Surveys & Tutorials, Edición Volume: 25, Edición: 3, thirdquarter 2023, 2023, ISSN 1553-877X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/comst.2023.3265841

Adaptive approximate computing in edge AI and IoT applications: A review

Autores: Hans Jakob Damsgaard, Antoine Grenier, Dewant Katare, Zain Taufique, Salar Shakibhamedan, Tiago Troccoli, Georgios Chatzitsompanis, Anil Kanduri, Aleksandr Ometov, Aaron Yi Ding, Nima Taherinejad, Georgios Karakonstantis, Roger Woods, Jari Nurmi
Publicado en: Journal of Systems Architecture, Edición Volume 150, May 2024, 103114, 2024, ISSN 1383-7621
Editor: Elsevier BV
DOI: 10.1016/j.sysarc.2024.103114

Approximate computing in B5G and 6G wireless systems : A survey and future outlook

Autores: Damsgaard, Hans Jakob; Ometov, Aleksandr; Mowla, Md Munjure; Flizikowski, Adam; Nurmi, Jari
Publicado en: Computer Networks, Edición Volume 233, September 2023, 109872, 2023, ISSN 1389-1286
Editor: Elsevier BV
DOI: 10.1016/j.comnet.2023.109872

A Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services

Autores: Katare, Dewant; Perino, Diego; Nurmi, Jari; Warnier, Martijn; Janssen, Marijn; Ding, Aaron Yi
Publicado en: IEEE Communications Surveys & Tutorials, Edición Volume: 25, Edición: 4, Fourthquarter 2023, 2023, ISSN 1553-877X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/comst.2023.3302474

Hard SyDR: A Benchmarking Environment for Global Navigation Satellite System Algorithms

Autores: Antoine Grenier; Jie Lei; Hans Jakob Damsgaard; Enrique S. Quintana-Ortí; Aleksandr Ometov; Elena Simona Lohan; Jari Nurmi
Publicado en: Sensors, Vol 24, Iss 2, p 409, Edición 5, 2024, ISSN 1424-8220
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s24020409

Towards Smarter Positioning through Analyzing Raw GNSS and Multi-Sensor Data from Android Devices: A Dataset and an Open-Source Application

Autores: Grenier, Antoine; Lohan, Elena Simona; Ometov, Aleksandr; Nurmi, Jari
Publicado en: Electronics, Edición 16, 2023, ISSN 2079-9292
Editor: MDPI
DOI: 10.3390/electronics12234781

Approximation Opportunities in Edge Computing Hardware: A Systematic Literature Review

Autores: Damsgaard, Hans Jakob; Ometov, Aleksandr; Nurmi, Jari
Publicado en: ACM Computing Surveys, 2022, ISSN 0360-0300
Editor: Association for Computing Machinary, Inc.
DOI: 10.1145/3572772

An Open-Source Software-Defined Receiver for GNSS Algorithms Benchmarking

Autores: Grenier, Antoine; Lohan, Elena-Simona; Ometov, Aleksandr; Nurmi, Jari
Publicado en: 14th International Congress on Ultra Modern Telecommunications and Control Systems (ICUMT), 2022
Editor: IEEE
DOI: 10.1109/ICUMT57764.2022.9943489

Energy-aware Adaptive Approximate Computing for Deep Learning Applications

Autores: Nima TaheriNejad; Salar Shakibhamedan
Publicado en: IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2022
Editor: IEEE
DOI: 10.1109/ISVLSI54635.2022.00072

Prediction of the Impact of Approximate Computing on Spiking Neural Networks via Interval Arithmetic

Autores: Saeedi, Sepide; Carpegna, Alessio; Savino, Alessandro; Di Carlo, Stefano
Publicado en: 2022 IEEE 23rd Latin American Test Symposium (LATS), 2022, ISBN 978-1-6654-5707-1
Editor: IEEE
DOI: 10.1109/LATS57337.2022.9936999

Implementation of Embedded Multiple Signal Classification Algorithm for Mesh IoT Networks

Autores: Tiago Troccoli, Juho Pirskanen, Aleksandr Ometov, Jari Nurmi, Ville Kaseva
Publicado en: International Conference on Localization and GNSS, 2022
Editor: IEEE
DOI: 10.1109/icl-gnss54081.2022.9797023

Precision Tuning in Parallel Applications

Autores: Magnani, Gabriele; Denisov, Lev; Cattaneo, Daniele; Agosta, Giovanni
Publicado en: Open Access Series in Informatics (OASIcs), 2022, Página(s) 5:1-5:9, ISBN 978-3-95977-231-0
Editor: Schloss Dagstuhl – Leibniz-Zentrum für Informatik
DOI: 10.4230/OASIcs.PARMA-DITAM.2022.5

Spiking Neural Network Data Reduction via Interval Arithmetic

Autores: saeedi, sepide; Carpegna, Alessio; Savino, Alessandro; Di Carlo, Stefano
Publicado en: Silicon Errors in Logic – System Effects (SELSE) Workshop, 2022
Editor: IEEE
DOI: 10.5281/zenodo.6581443

Towards Coarse-Grained Reconfigurable Approximate Computing with CGRAgen

Autores: Damsgaard, Hans Jakob; Ometov, Aleksandr; Nurmi, Jari
Publicado en: 33rd International Conference on Field-Programmable Logic and Applications (FPL), Edición 361-362, 2023, ISBN 979-8-3503-4151-5
Editor: IEEE
DOI: 10.1109/fpl60245.2023.00067

Hardware and Software Support for Mixed Precision Computing: a Roadmap for Embedded and HPC Systems

Autores: Fornaciari W.; Agosta G.; Cattaneo D.; Denisov L.; Galimberti A.; Magnani G.; Zoni D.
Publicado en: Design, Automation & Test in Europe Conference & Exhibition (DATE), Edición 23, 2023, ISBN 979-8-3503-9624-9
Editor: IEEE
DOI: 10.23919/date56975.2023.10137092

Input-Aware Approximate Computing

Autores: Ali Piri; Sepide Saeedi; Mario Barbareschi; Bastien Deveautour; Stefano Di Carlo; Ian O'Connor; Alessandro Savino; Marcello Traiola; Alberto Bosio
Publicado en: 2022 IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR), 2022, ISBN 978-1-6654-7933-2
Editor: IEEE
DOI: 10.1109/aqtr55203.2022.9801944

Mixed Precision in Heterogeneous Parallel Computing Platforms via Delayed Code Analysis

Autores: Daniele Cattaneo, Alberto Maggioli, Gabriele Magnani, Lev Denisov, Shufan Yang, Giovanni Agosta, Stefano Cherubin
Publicado en: Embedded Computer Systems: Architectures, Modeling, and Simulation (SAMOS 2023) - LNCS, Edición 14385, 2023, ISSN 0302-9743
Editor: Springer Verlag
DOI: 10.1007/978-3-031-46077-7_33

GEMM-Like Convolution for Deep Learning Inference on the Xilinx Versal

Autores: Lei, Jie; Martínez, Héctor; Flich, José; Quintana-Ortí, Enrique S.
Publicado en: Lecture Notes in Computer Science, Edición 13999, 2023, ISSN 1611-3349
Editor: Springer
DOI: 10.1007/978-3-031-40843-4_44

Resultado final

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