Výsledky vyhledávání - unified decentralized algorithm

Decentralized Proximal Gradient Algorithms With Linear Convergence Rates Autor Alghunaim, Sulaiman A., Ryu, Ernest K., Yuan, Kun, Sayed, Ali H.

“…This article studies a class of nonsmooth decentralized multiagent optimization problems where the agents aim at minimizing a sum of local strongly-convex smooth components plus a common nonsmooth term…”
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A Unified and Refined Convergence Analysis for Non-Convex Decentralized Learning Autor A. Alghunaim, Sulaiman, Yuan, Kun

“…We study the consensus decentralized optimization problem where the objective function is the average of <inline-formula><tex-math notation="LaTeX">n</tex-math></inline-formula…”
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A Unified and Refined Convergence Analysis for Non-Convex Decentralized Learning Autor Alghunaim, Sulaiman A, Yuan, Kun

“…We study the consensus decentralized optimization problem where the objective function is the average of \(n…”
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Integrated Longitudinal and Lateral Hierarchical Control of Cooperative Merging of Connected and Automated Vehicles at On-Ramps Autor Jing, Shoucai, Hui, Fei, Zhao, Xiangmo, Rios-Torres, Jackeline, Khattak, Asad J.

“… A hierarchical and decentralized cooperative coordination framework was developed to systematically control the merging of CAVs…”
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A unified momentum-based paradigm of decentralized SGD for non-convex models and heterogeneous data Autor Du, Haizhou, Cheng, Chaoqian, Ni, Chengdong

“… To this end, we propose a unified paradigm called UMP, which comprises two algorithms D-SUM and GT-DSUM based on the momentum technique with decentralized stochastic gradient descent (SGD…”
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Prox-DBRO-VR: A Unified Analysis on Byzantine-Resilient Decentralized Stochastic Composite Optimization With Variance Reduction and Nonasymptotic Convergence Rates Autor Hu, Jinhui, Chen, Guo, Li, Huaqing, Guo, Xiaoyu, Ran, Liang, Huang, Tingwen

“…Decentralized stochastic gradient algorithms efficiently solve large-scale finite-sum optimization problems when all agents in the network are reliable…”
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NPGA: A Unified Algorithmic Framework for Decentralized Constraint-Coupled Optimization Autor Li, Jingwang, Su, Housheng

“… More important, NPGA serves not only as an algorithm but also as a unified algorithmic framework, encompassing various existing algorithms as special cases…”
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A Class of Gradient-Type Methods for Secure and Robust Decentralized Stochastic Optimization Autor Yu, Shuhua

“… that has been observed in training attention models.We provide a unified perspective on designing algorithms for decentralized stochastic optimization…”
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Blockchain Technology Based Decentralized Energy Trading for Multiple-Microgrid Systems Autor Li, Ting, Zhang, Wei, Chen, Ning, Qian, Minhui, Xu, Ying

“… To address these problems, this paper proposes a peer-to-peer method for energy trading of MMGS, based on the idea of decentralized trading…”
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A Unified Power Converter for Solar PV and Energy Storage in dc Microgrids Autor Coelho, Sergio, Monteiro, Vitor, Sousa, Tiago J. C., Barros, Luis A. M., Pedrosa, Delfim, Couto, Carlos, Afonso, Joao L.

“…), it is extremely pertinent to adopt new topologies, architectures, and paradigms. In particular, decentralized power systems, unified topologies, and correspondent control…”
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SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization Autor Zhu, Shuchen, Kong, Boao, Lu, Songtao, Huang, Xinmeng, Yuan, Kun

“… To address these limitations, this paper proposes SPARKLE, a unified Single-loop Primal-dual AlgoRithm frameworK for decentraLized bilEvel optimization…”
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Unified Analysis of Decentralized Gradient Descent: A Contraction Mapping Framework Autor Larsson, Erik G., Michelusi, Nicolo

“…The decentralized gradient descent (DGD) algorithm, and its sibling, diffusion, are workhorses in decentralized machine learning, distributed inference and estimation, and multi-agent coordination…”
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Federated learning with joint server-client momentum Autor Li, Boyuan, Zhang, Shaohui, Han, Qiuying

“…Federated Learning, an approach to collaborative modeling, enables the training of a unified global model across multiple clients in a decentralized manner…”
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A Unified Approach for Finite-Time Global Stabilization of Affine, Rigid, and Translational Formation Autor Lin, Yanjun, Lin, Zhiyun, Sun, Zhiyong, Anderson, Brian D. O.

“…This article studies the multiagent control problem for affine, rigid, and translational formation, with the aim of developing a unified distributed control strategy for global and finite-time convergence…”
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Unified Distributed Control of Stand-Alone DC Microgrids Autor Wang, Zhaojian, Liu, Feng, Chen, Ying, Low, Steven H., Mei, Shengwei

“… This brings great challenge to its optimal operation due to the difficulty of implementing a unified control…”
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DDRL: A Decentralized Deep Reinforcement Learning Method for Vehicle Repositioning Autor Xi, Jinhao, Zhu, Fenghua, Chen, Yuanyuan, Lv, Yisheng, Tan, Chang, Wang, Feiyue

“… Second, a unified algorithm is designed by learning all the decentralized…”
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Multi-Agent Imitation Learning for Pervasive Edge Computing: A Decentralized Computation Offloading Algorithm Autor Wang, Xiaojie, Ning, Zhaolong, Guo, Song

“… Due to lack of unified coordination, users always pursue profits by maximizing their own utilities…”
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Development and Evaluation of a Unified Integrated Platoon Control System Architecture Autor Mahfouz, Dalia M., Shehata, Omar M., Morgan, Elsayed I.

“… A unified integrated platoon control architecture is constructed, employing the aforementioned concepts…”
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BlueFog: Make Decentralized Algorithms Practical for Optimization and Deep Learning Autor Bicheng Ying, Yuan, Kun, Hu, Hanbin, Chen, Yiming, Yin, Wotao

“…Decentralized algorithm is a form of computation that achieves a global goal through local dynamics that relies on low-cost communication between directly-connected agents…”
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A Unified Passivity-Based Framework for Control of Modular Islanded AC Microgrids Autor Strehle, Felix, Nahata, Pulkit, Malan, Albertus Johannes, Hohmann, Soren, Ferrari-Trecate, Giancarlo

“… This article puts forth a unified control framework, which, while guaranteeing such stability, allows for modular ImGs interconnecting multiple subsystems, that is, dynamic <inline-formula> <tex-math notation="LaTeX">RLC </tex-math></inline-formula…”
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