Results 11 to 20 of about 233,364 (265)
Distributed optimization with inexact oracle
13 pages, 3 ...
Kui Zhu, Yichen Zhang, Yutao Tang
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Optimal Algorithms for Distributed Optimization
In this paper, we study the optimal convergence rate for distributed convex optimization problems in networks. We model the communication restrictions imposed by the network as a set of affine constraints and provide optimal complexity bounds for four different setups, namely: the function $F(\xb) \triangleq \sum_{i=1}^{m}f_i(\xb)$ is strongly convex ...
César A. Uribe +3 more
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Optimization Services: A Framework for Distributed Optimization [PDF]
We describe a research project to design a distributed optimization environment in which solvers, modeling languages, registries, analyzers, and simulation engines can be implemented as services and utilities under a unified framework. Our work, which we call optimization services or OS, defines standards for all activities necessary to support ...
Robert Fourer, Jun Ma, R. Kipp Martin
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Distributed Optimization With Coupling Constraints
16 pages, 4 ...
Xuyang Wu 0001 +2 more
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For a regional integrated energy system (RIES) composed of an energy supply network and distributed energy station, the uncertainty of distributed photovoltaic (PV) output and the fluctuation of various loads pose significant challenges to the stability ...
Xuanjun Zong, Yue Yuan
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Optimization of Distributions Differences for Classification [PDF]
In this paper we introduce a new classification algorithm called Optimization of Distributions Differences (ODD). The algorithm aims to find a transformation from the feature space to a new space where the instances in the same class are as close as possible to one another while the gravity centers of these classes are as far as possible from one ...
Mohammad Reza Bonyadi +2 more
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Decentralized Optimization in the Scheduling of Three Virtual Power Plants with Non-Convex Constraints [PDF]
Virtual power plant planning (VPP) has received much attention in recent years. VPP refers to the integration of multiple power units, considered as a single power plant.
Amir Gholami +3 more
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Fixed-Time Optimization of Perturbed Multi-Agent Systems under the Resource Constraints
In this paper, a novel fixed-time distributed optimization algorithm is proposed to solve the multi-agent collaborative optimization (MSCO) problem with local inequality constraints, global equation constraints and unknown disturbances.
Bing Wang +3 more
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Distributed Optimization Framework for Industry 4.0 Automated Warehouses [PDF]
Robotic automation is being increasingly proselytized in the industrial and manufacturing sectors to increase production efficiency. Typically, complex industrial tasks cannot be satisfied by individual robots, rather coordination and information sharing
Ajay Kattepur +3 more
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Distributed global optimization (DGO) [PDF]
A new technique of global optimization and its applications in particular to neural networks are presented. The algorithm is also compared to other global optimization algorithms such as Gradient descent (GD), Monte Carlo (MC), Genetic Algorithm (GA) and other commercial packages.
Homayoun Valafar +2 more
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