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Embedded Systems with Component-Based GPU Support: A State of the Art

A. Miclăuș, Department of Computer Science, Faculty of Mathematics and Computer Science, Babeș-Bolyai University, Cluj-Napoca, Romania, Ș. Petrescu, A. Vescan, Department of Computer Science, Faculty of Mathematics and Computer Science, Babeș-Bolyai University, Cluj-Napoca, Romania, Department of Computer Science, Faculty of Mathematics and Computer Science, Babeș-Bolyai University, Cluj-Napoca, Romania
2019 Studia Universitatis Babes-Bolyai: Series Informatica  
Two trends are present in the field: the usage of boards with Graphics Processing Units (GPUs) and the usage of component-based development (CBD).  ...  However, developing embedded systems with GPUs by using CBD was considered until very recently a problem with restricted availability and flexibility.  ...  Table 1 . 1 Development of embedded systems with GPU  ... 
doi:10.24193/subbi.2019.1.06 fatcat:nlhabzyz2jaajmfchurpowa5tq

Parallel Execution Optimization of GPU-aware Components in Embedded Systems

Gabriel Campeanu
2017 Proceedings of the 29th International Conference on Software Engineering and Knowledge Engineering  
In the context of component-based CPU-GPU embedded systems, we propose an automatic method that provides parallel execution schemes of components with GPU capabilities.  ...  Many embedded systems process huge amount of data that comes from the interaction with the environment.  ...  Another trend in embedded systems is the usage of component-based development.  ... 
doi:10.18293/seke2017-137 dblp:conf/seke/Campeanu17 fatcat:36s4r7eg4jacjexsm43y2my7mi

Optimized Realization of Software Components with Flexible OpenCL Functionality

Gabriel Campeanu, Jan Carlson, Séverine Sentilles
2018 Proceedings of the 13th International Conference on Evaluation of Novel Approaches to Software Engineering  
Component-based development is a well-known paradigm used to develop embedded systems. However, this paradigm lacks GPU support to address the specifics of these new boards.  ...  Today, the newly available embedded boards with GPUs provide a solution to satisfy the ever-increasing requirements of modern embedded systems.  ...  However, when it comes to the component-based development of embedded systems with GPUs, the existing component models provide no GPU support.  ... 
doi:10.5220/0006691500770088 dblp:conf/enase/CampeanuCS18 fatcat:brdmf6zjevbejeb7vx6coyskui

A Modeling Approach based on UML/MARTE for GPU Architecture [article]

Antonio Wendell De Oliveira Rodrigues , Frédéric Guyomarc'H, Jean-Luc Dekeyser (INRIA Lille - Nord Europe)
2011 arXiv   pre-print
Nowadays, the High Performance Computing is part of the context of embedded systems.  ...  Thus, when developers need to associate applications and GPUs, for example, they find difficulty and prefer using API for these architectures.  ...  Modeling and Analysis of Real-time and Embedded systems (MARTE)[1] is a profile that adds capabilities to UML for model-driven development of Real Time and Embedded Systems (RTES).  ... 
arXiv:1105.4424v1 fatcat:e2csase72bh2vlrldzwkpam3iu

A low-cost 32-channel module with high-speed digital interfaces for portable ultrasound systems

M. Lewandowski, K. Sielewicz, M. Walczak
2012 2012 IEEE International Ultrasonics Symposium  
and software based on SAFT processing using embedded graphics processing unit (GPU).  ...  A low-power embedded PC with embedded GPU will implement ultrasound signal processing, as well as control and visualization functions.  ...  Newly developed high integration low-power SOCs (System-on-Chip) are routinely equipped with embedded GPU.  ... 
doi:10.1109/ultsym.2012.0159 fatcat:medwktqfzfeira2ga5u4wacwde

Support for high performance using heterogeneous embedded systems

Gabriel Campeanu
2013 Proceedings of the 18th international doctoral symposium on Components and architecture - WCOP '13  
In this paper we present an overview of our planned research on software modeling and software deployment of heterogeneous embedded systems, which enables assisting the developer in designing this type  ...  Nowadays it is more common to build embedded system on a heterogeneous platform, i.e. a platform containing different computational units such as mCPU, GPU and FPGA.  ...  Research context We propose to use a model-based approach when developing heterogeneous embedded systems.  ... 
doi:10.1145/2465498.2465502 fatcat:l4yaefv7hvesxghieiauq3njcq

Merlin HugeCTR: GPU-accelerated Recommender System Training and Inference

Zehuan Wang, Yingcan Wei, Minseok Lee, Matthias Langer, Fan Yu, Jie Liu, Shijie Liu, Daniel G. Abel, Xu Guo, Jianbing Dong, Ji Shi, Kunlun Li
2022 Sixteenth ACM Conference on Recommender Systems  
In particular, Merlin HugeCTR combines a high-performance GPU embedding cache with an hierarchical storage architecture, to realize low-latency retrieval of embeddings for online model inference tasks.  ...  It optimizes both training and inference, whilst enabling model training at scale with model-parallel embeddings and data-parallel neural networks.  ...  recommender system development with GPU acceleration.  ... 
doi:10.1145/3523227.3547405 fatcat:qirn3sub4vecnnonuudyy26yhq

Component Allocation Optimization for Heterogeneous CPU-GPU Embedded Systems

Gabriel Campeanu, Jan Carlson, Severine Sentilles
2014 2014 40th EUROMICRO Conference on Software Engineering and Advanced Applications  
In this paper, we present a formal model for allocation optimization of embedded systems which contains a mix of CPU and GPU processing nodes.  ...  In a quest to improve system performance, embedded systems are today increasingly relying on heterogeneous platforms that combine different types of processing units such as CPUs, GPUs and FPGAs.  ...  This paper presents a software component allocation model for heterogeneous embedded systems composed of CPUs and GPUs.  ... 
doi:10.1109/seaa.2014.29 dblp:conf/euromicro/CampeanuCS14 fatcat:gmc65jtitzd3xjkz7lrcsfj24e

GPU4S: Embedded GPUs in Space

Leonidas Kosmidis, Jerome Lachaize, Jaume Abella, Olivier Notebaert, Francisco J. Cazorla, David Steenari
2019 2019 22nd Euromicro Conference on Digital System Design (DSD)  
Moreover, we survey the embedded GPU domain in order to assess whether embedded GPUs can provide the required computational power and identify the challenges which need to be addressed for their adoption  ...  In this project, which is still in its early phases, we study the applicability of embedded GPUs in space, which have shown a dramatic improvement of their performance per-watt ratio coming from their  ...  concerns at system level or the development of radiation hardened components.  ... 
doi:10.1109/dsd.2019.00064 dblp:conf/dsd/KosmidisLANCS19 fatcat:wh7wtzwm4zeapkogpzhrqds3km

Implementation of Thermal Event Image Processing Algorithms on NVIDIA Tegra Jetson TX2 Embedded System-on-a-Chip

Bartłomiej Jabłoński, Dariusz Makowski, Piotr Perek
2021 Energies  
For this purpose, the authors have proposed, developed and optimised GPU-accelerated algorithms with the use of available software tools for NVIDIA Tegra systems.  ...  Development of real-time processing algorithms on an embedded System-on-a-Chip (SoC) requires additional effort due to the constrained resources, yet low-power consumption enables embedded GPUs to be applied  ...  Development and Evaluation System Setup NVIDIA Tegra System-on-a-Chip NVIDIA Tegra SoC integrates an embedded CPU and GPU into a single integrated circuit.  ... 
doi:10.3390/en14154416 fatcat:lqbcsnvn6rgq3oi2nnqrzwmgom

FPGA and ASIC convergence

C. Valderrama, L. Jojczyk, P. DaCunha Possa, J. Dondo Gazzano
2011 2011 VII Southern Conference on Programmable Logic (SPL)  
development, methodologies and design flows of embedded systems during the last years.  ...  FPGA architectures on the embedded systems arena. [3] [4] .  ...  To deal with system-level component interaction several techniques were developed such as COSY [66] and ROSES [60] . Both techniques make use of library of adapters for interconnection schemes.  ... 
doi:10.1109/spl.2011.5782660 fatcat:tuym2sakgbhyxmkwjbj6tzfaqq

GPU4S: Embedded GPUs in Space - Latest Project Updates

Leonidas Kosmidis, Iván Rodriguez, Álvaro Jover, Sergi Alcaide, Jérôme Lachaize, Jaume Abella, Olivier Notebaert, Francisco J. Cazorla, David Steenari
2020 Microprocessors and microsystems  
In this project, we study the applicability of embedded GPUs in space, which have shown a dramatic improvement of their performance per-watt ratio coming from their proliferation in consumer markets based  ...  Moreover, we survey the embedded GPU domain in order to assess whether embedded GPUs can provide the required computational power and identify the challenges which need to be addressed for their adoption  ...  reliability issues or the development of radiation-hardened components.  ... 
doi:10.1016/j.micpro.2020.103143 fatcat:ljvdc2lokfh4tm6eqowkjazpjq

Evaluating Embedded GPUs Performance via Computer Vision Applications

Paulo S. S. de Souza, Arthur F. Lorenzon, Marcelo C. Luizelli, Fabio D. Rossi
2020 International Journal of Computer Applications  
Despite the similarities with generalpurpose architectures that already exploit the benefits of GPUs, this new kind of embedded devices presents some architectural singularities, such as differences in  ...  In this paper, we present an evaluation, considering how much these differences affect GPUs' gains in the context of embedded systems.  ...  ACKNOWLEDGEMENT We gratefully acknowledge the support of NVIDIA Corporation with the donation of the Jetson TX2 Development Kit used for this research and National Council for Scientific and Technological  ... 
doi:10.5120/ijca2020920518 fatcat:s6u4poubzfbmpi4srzsz27qwey

Data-Driven Approach for Feature Drift Detection in Embedded Electronic Devices

Oussama Djedidi, Mohand A. Djeziri, Nacer K. M'Sirdi
2018 IFAC-PapersOnLine  
This paper is a part of a project aiming to develop supervisor and monitoring devices for embedded systems in airplanes and vehicles.  ...  Abstract: This paper is a part of a project aiming to develop supervisor and monitoring devices for embedded systems in airplanes and vehicles.  ...  The commercial ARM-based system is equipped with a SoC that has a quad-core ARM processor with variable frequencies ranging between 0.3-2.45 GHz, a GPU with frequencies ranging between 200 -578 MHz.  ... 
doi:10.1016/j.ifacol.2018.09.714 fatcat:nso525ulejddhdnnhmerw5qybe

Heterogeneous Secure Multi-level Remote Acceleration Service for Low-power Integrated Systems and Devices

Lara López, Francisco Javier Nieto, Terpsichori-Helen Velivassaki, Sokol Kosta, Cheol-Ho Hong, Raffaele Montella, Iakovos Mavroidis, Carles Fernández
2016 Procedia Computer Science  
This position paper presents a novel heterogeneous CPU-GPU multi-level cloud acceleration focusing on applications running on embedded systems found on low-power devices.  ...  A runtime system performs energy and performance estimations in order to automatically select local CPU-based and GPU-based tasks that should be seamlessly executed on more powerful remote devices or cloud  ...  Acknowledgements The authors acknowledge the contribution of the whole RAPID consortium.  ... 
doi:10.1016/j.procs.2016.08.287 fatcat:bslxlilnknb6zdvtn3v5ntdrfi
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