Search Results - parallel asynchronous computing processes
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APapo: An asynchronous parallel optimization method for DNN models
ISSN: 0167-739X, 1872-7115Published: Elsevier B.V 01.03.2024Published in Future generation computer systems (01.03.2024)“… for model parallel computing tasks, controlling the specific scheduling process of micro-batch units to address…”
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Comparison of synchronous and asynchronous parallelization of extreme surrogate-assisted multi-objective evolutionary algorithm
ISSN: 1567-7818, 1572-9796Published: Dordrecht Springer Netherlands 01.06.2022Published in Natural computing (01.06.2022)“…) and a parallel computation scheme to reduce the computing time until obtaining the optimal solutions in evolutionary algorithms (EAs…”
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aphBO-2GP-3B: a budgeted asynchronous parallel multi-acquisition functions for constrained Bayesian optimization on high-performing computing architecture
ISSN: 1615-147X, 1615-1488Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.04.2022Published in Structural and multidisciplinary optimization (01.04.2022)“… In this paper, an asynchronous parallel constrained Bayesian optimization method is proposed to efficiently solve the computationally expensive simulation-based optimization problems on the HPC…”
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Making applications faster by asynchronous execution: Slowing down processes or relaxing MPI collectives
ISSN: 0167-739X, 1872-7115, 1872-7115Published: Elsevier B.V 01.11.2023Published in Future generation computer systems (01.11.2023)“… This paper sheds light on the issue of automatically asynchronous MPI communication in memory-bound parallel programs on multicore clusters and how it…”
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Asynchronous Lagrangian scenario decomposition
ISSN: 1867-2949, 1867-2957Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.03.2021Published in Mathematical programming computation (01.03.2021)“… We present a high performance computing implementation of the asynchronous algorithm, detailing the operations…”
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ARENA: Asynchronous Reconfigurable Accelerator Ring to Enable Data-Centric Parallel Computing
ISSN: 1045-9219, 1558-2183Published: New York IEEE 01.12.2021Published in IEEE transactions on parallel and distributed systems (01.12.2021)“… In this article, we propose ARENA - an asynchronous reconfigurable accelerator ring architecture as a potential scenario on how the future HPC and data centers will be like…”
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UMA-MF: A Unified Multi-CPU/GPU Asynchronous Computing Framework for SGD-Based Matrix Factorization
ISSN: 1045-9219, 1558-2183Published: New York IEEE 01.11.2023Published in IEEE transactions on parallel and distributed systems (01.11.2023)“…: the underutilized CPUs, high communication overhead, and the asynchronous data safety issue. This article presents a unified multi-CPU/GPU asynchronous computing framework for SGD-based matrix factorization, named UMA-MF…”
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Training-efficient and cost-optimal energy management for fuel cell hybrid electric bus based on a novel distributed deep reinforcement learning framework
ISSN: 0306-2619, 1872-9118Published: Elsevier Ltd 15.09.2023Published in Applied energy (15.09.2023)“…•An A3C-based EMS is proposed to reduce the total operation cost of the FCHEB.•Multi-process parallel computation is employed to achieve the A3C-based EMS…”
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Blink: Towards Efficient RDMA-based Communication Coroutines for Parallel Python Applications
ISSN: 2640-0316Published: IEEE 01.12.2020Published in Proceedings - International Conference on High Performance Computing (01.12.2020)“… Dask is a popular Python-based distributed computing framework that allows users to process large amounts of data on parallel hardware…”
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Conference Proceeding -
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Understanding and optimizing asynchronous low-precision stochastic gradient descent
Published: ACM 01.06.2017Published in 2017 ACM/IEEE 44th Annual International Symposium on Computer Architecture (ISCA) (01.06.2017)“… Since this is likely to continue for the foreseeable future, it is important to study techniques that can make it run fast on parallel hardware…”
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Conference Proceeding -
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An Asynchronous Parallel I/O Framework for Mass Conservation Ocean Model
ISSN: 2076-3417, 2076-3417Published: Basel MDPI AG 01.12.2023Published in Applied sciences (01.12.2023)“… In this paper, we present an asynchronous parallel I/O framework and demonstrate its efficacy in the Mass Conservation Ocean Model (MaCOM) as a case study…”
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Evolving simple and accurate symbolic regression models via asynchronous parallel computing
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.06.2021Published in Applied soft computing (01.06.2021)“…In machine learning, reducing the complexity of a model can help to improve its computational efficiency and avoid overfitting. In genetic programming (GP),…”
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Solving Inverse Problems for Process-Structure Linkages Using Asynchronous Parallel Bayesian Optimization
ISBN: 3030652602, 9783030652609ISSN: 2367-1181, 2367-1696Published: Switzerland Springer Nature 2021Published in TMS 2021 150th Annual Meeting & Exhibition Supplemental Proceedings (2021)“… In this work, we present an inverse problem for structure-process linkages which we solve using asynchronous parallel Bayesian optimizationBayesian optimization…”
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Asynchronous task based Eulerian-Lagrangian parallel solver for combustion applications
ISSN: 0021-9991, 1090-2716Published: Cambridge Elsevier Inc 01.06.2022Published in Journal of computational physics (01.06.2022)“… computational process can be expensive as the parallel solution does not scale well due to the poor load balancing of the spray particles…”
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An asynchronous proximal bundle method: An asynchronous proximal bundle method
ISSN: 0025-5610, 1436-4646Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.01.2025Published in Mathematical programming (01.01.2025)“… All processes run in parallel and no explicit synchronization step is required. Instead, the asynchronous and possibly outdated results of the oracle computations…”
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A(DP)^2SGD: Asynchronous Decentralized Parallel Stochastic Gradient Descent with Differential Privacy
ISSN: 0162-8828, 1939-3539, 2160-9292, 1939-3539Published: 01.11.2022Published in IEEE transactions on pattern analysis and machine intelligence (01.11.2022)“… Recently, the asynchronous decentralized parallel stochastic gradient descent (ADPSGD) algorithm has been proposed and demonstrated to be an efficient and practical…”
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Accelerated Asynchronous Parallel Stochastic Gradient Descent Algorithm for High-Dimensional and Sparse Data Low-rank Representation
ISSN: 2766-8665Published: IEEE 18.10.2024Published in IEEE International Conference on Networking, Sensing and Control (Online) (18.10.2024)“… To address this issue, this paper proposes an Accelerated Asynchronous Parallel Stochastic Gradient Descent (A 2 PSGD…”
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Conference Proceeding -
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An explicit asynchronous step parallel computing method for finite element analysis on multi-core clusters
ISSN: 0177-0667, 1435-5663Published: London Springer London 01.04.2020Published in Engineering with computers (01.04.2020)“… To reduce the computation time, an explicit asynchronous step parallel computing method is proposed…”
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Frog: Asynchronous Graph Processing on GPU with Hybrid Coloring Model
ISSN: 1041-4347, 1558-2191Published: New York IEEE 01.01.2018Published in IEEE transactions on knowledge and data engineering (01.01.2018)“… Many parallel graph algorithms adopt the asynchronous computing model to accelerate the iterative convergence…”
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On the weakest information on failures to solve mutual exclusion and consensus in asynchronous crash-prone read/write systems
ISSN: 0743-7315, 1096-0848Published: Elsevier Inc 01.07.2021Published in Journal of parallel and distributed computing (01.07.2021)“…Mutual exclusion and consensus are among the most important coordination problems encountered in asynchronous concurrent systems, whether processes communicate using read/write registers or message passing…”
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