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A RELAXED INERTIAL FACTOR OF THE MODIFIED SUBGRADIENT EXTRAGRADIENT METHOD FOR SOLVING PSEUDO MONOTONE VARIATIONAL INEQUALITIES IN HILBERT SPACES 被引量:2
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作者 Duong Viet THONG Vu Tien DUNG 《Acta Mathematica Scientia》 SCIE CSCD 2023年第1期184-204,共21页
In this paper,we investigate pseudomonotone and Lipschitz continuous variational inequalities in real Hilbert spaces.For solving this problem,we propose a new method that combines the advantages of the subgradient ext... In this paper,we investigate pseudomonotone and Lipschitz continuous variational inequalities in real Hilbert spaces.For solving this problem,we propose a new method that combines the advantages of the subgradient extragradient method and the projection contraction method.Some very recent papers have considered different inertial algorithms which allowed the inertial factor is chosen in[0;1].The purpose of this work is to continue working in this direction,we propose another inertial subgradient extragradient method that the inertial factor can be chosen in a special case to be 1.Under suitable mild conditions,we establish the weak convergence of the proposed algorithm.Moreover,linear convergence is obtained under strong pseudomonotonicity and Lipschitz continuity assumptions.Finally,some numerical illustrations are given to confirm the theoretical analysis. 展开更多
关键词 subgradient extragradient method inertial method variational inequality problem pseudomonotone mapping strong convergence convergence rate
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基于算力-能量全分布式在线共享的5G网络负荷管理策略
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作者 孙毅 陈恺 +4 位作者 郑顺林 王文婷 于芃 李开灿 董文秀 《电力系统保护与控制》 EI CSCD 北大核心 2024年第9期154-165,共12页
5G与边缘计算等信息基础设施海量部署造成运营商用电成本上升,需推动边缘网络与电网的能量互动以节能降本。现有研究重点关注边缘网络参与日前经济调度,未考虑可再生能源和网络流量双重随机性造成的网络能量供需不平衡问题。针对强随机... 5G与边缘计算等信息基础设施海量部署造成运营商用电成本上升,需推动边缘网络与电网的能量互动以节能降本。现有研究重点关注边缘网络参与日前经济调度,未考虑可再生能源和网络流量双重随机性造成的网络能量供需不平衡问题。针对强随机环境下的网络负荷管理问题,提出面向虚拟化边缘网络的能量实时管理策略。首先,以网络用能成本最小化为目标,构建联合网络资源管理、储能充放电与能量共享模型。其次,针对未来网络信息未知无法直接求解的问题,提出基于随机对偶次梯度法的在线管理策略。然后,针对资源共享涉及运营商隐私问题,提出全分布式的计算资源与能量协同共享算法。最后,仿真验证表明,所提在线算法在无需先验知识的前提下有效减少了5G边缘网络的用能成本。 展开更多
关键词 5G通信 在线调度 信息能量耦合 资源共享 随机对偶次梯度法 联邦梯度下降法
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求解分裂可行问题的次梯度投影松弛算法
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作者 陈进作 王元恒 《浙江师范大学学报(自然科学版)》 2024年第1期9-13,共5页
在无限维Hilbert空间中,区别于现有许多算法中的正交投影,采用次梯度投影法,提出求解分裂可行问题的次梯度投影松弛算法,并利用次梯度算子的cutter性质以及分类讨论的思想,证明了次梯度投影松弛算法生成的序列弱收敛于分裂可行问题的解.
关键词 分裂可行问题 次梯度投影 松弛算法 弱收敛
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伪单调变分不等式解集与拟非扩张映射不动点集公共元的强收敛定理
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作者 王永杰 高兴慧 房萌凯 《广西师范大学学报(自然科学版)》 CAS 北大核心 2024年第1期128-138,共11页
在Hilbert空间中提出一种新的关于求解伪单调变分不等式问题的Tseng外梯度算法。在适当条件下,证明由此算法生成的迭代序列强收敛于伪单调变分不等式问题的解集与拟非扩张映射不动点集的公共元,并用数值实验说明所提算法的有效性。
关键词 Hilbert空间 变分不等式 伪单调 次梯度外梯度算法 强收敛
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解伪单调变分不等式的修正惯性次梯度外梯度法
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作者 张津溶 李紫琪 《韶关学院学报》 2024年第6期21-27,共7页
针对实Hilbert空间中的伪单调变分不等式问题,将惯性法和黏性法相结合,构造了一种基于Armijo线性搜索的次梯度外梯度法.在没有Lipschitz连续性的假定下,给出了该算法生成的迭代序列的强收敛性.最后,通过数值实验说明了该算法是有效的.
关键词 变分不等式 次梯度外梯度算法 Armijo线性搜索 强收敛 伪单调
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多UAV辅助反向散射边缘计算网络能耗优化方案
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作者 刘超文 王丽平 +2 位作者 党儒鸽 张浩然 刘伯阳 《西安邮电大学学报》 2024年第1期20-31,共12页
为了改善通信过程中由于遮挡导致信号衰落及设备能量不足以支撑大数据传输的问题,提出一种多无人机(Unmanned Aerial Vehicle,UAV)辅助反向散射边缘计算(Mobile Edge Computing,MEC)网络能耗优化方案。该方案根据UAV与反向散射辅助MEC... 为了改善通信过程中由于遮挡导致信号衰落及设备能量不足以支撑大数据传输的问题,提出一种多无人机(Unmanned Aerial Vehicle,UAV)辅助反向散射边缘计算(Mobile Edge Computing,MEC)网络能耗优化方案。该方案根据UAV与反向散射辅助MEC系统模型构建非凸优化问题,利用块坐标下降法(Block Coodinate Descent,BCD)和变量替换将非凸优化问题转化为凸问题,再利用拉格朗日对偶算法和次梯度算法对该凸问题进行迭代求解。基于连续凸近似(Successive Convex Approximation,SCA)算法优化UAV轨迹,以最小化用户设备与UAV的能耗加权和。仿真结果表明,所提方案在不同参数下均有效可靠,与固定所有UAV轨迹、固定通信UAV轨迹、固定功率UAV轨迹等3种方案相比,所提方案能够有效降低系统能耗。 展开更多
关键词 移动边缘计算 无人机 反向散射 块坐标下降法 拉格朗日对偶算法 次梯度算法 连续凸近似算法
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Bi-extrapolated subgradient projection algorithm for solving multiple-sets split feasibility problem 被引量:2
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作者 DANG Ya-zheng GAO Yan 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2014年第3期283-294,共12页
This paper deals with a bi-extrapolated subgradient projection algorithm by intro- ducing two extrapolated factors in the iterative step to solve the multiple-sets split feasibility problem. The strategy is intend to ... This paper deals with a bi-extrapolated subgradient projection algorithm by intro- ducing two extrapolated factors in the iterative step to solve the multiple-sets split feasibility problem. The strategy is intend to improve the convergence. And its convergence is proved un- der some suitable conditions. Numerical results illustrate that the bi-extrapolated subgradient projection algorithm converges more quickly than the existing algorithms. 展开更多
关键词 Multiple-sets split feasibility problem subgradient accelerated iterative algorithm convergence.
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An Extrapolated Parallel Subgradient Projection Algorithm with Centering Technique for the Convex Feasibility Problem 被引量:1
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作者 DANG Ya-zheng HAN Xue-feng GAO Yan 《Chinese Quarterly Journal of Mathematics》 CSCD 2014年第1期22-29,共8页
In this paper,we present an extrapolated parallel subgradient projection method with the centering technique for the convex feasibility problem,the algorithm improves the convergence by reason of using centering techn... In this paper,we present an extrapolated parallel subgradient projection method with the centering technique for the convex feasibility problem,the algorithm improves the convergence by reason of using centering techniques which reduce the oscillation of the corresponding sequence.To prove the convergence in a simply way,we transmit the parallel algorithm in the original space to a sequential one in a newly constructed product space.Thus,the convergence of the parallel algorithm is derived with the help of the sequential one under some suitable conditions.Numerical results show that the new algorithm has better convergence than the existing algorithms. 展开更多
关键词 convex feasibility problem subgradient centering technique product space CONVERGENCE
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NONDESCENT SUBGRADIENT METHOD FOR NONSMOOTH CONSTRAINED MINIMIZATION
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作者 徐慧福 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1994年第2期126-134,共9页
A kind of nondecreasing subgradient algorithm with appropriate stopping rule has been proposed for nonsmooth constrained minimization problem. The dual theory is invoked in dealing with the stopping rule and general g... A kind of nondecreasing subgradient algorithm with appropriate stopping rule has been proposed for nonsmooth constrained minimization problem. The dual theory is invoked in dealing with the stopping rule and general global minimiizing algorithm is employed as a subroutine of the algorithm. The method is expected to tackle a large class of nonsmooth constrained minimization problem. 展开更多
关键词 NONSMOOTH constrained MINIMIZATION DUALITY subgradient method STOPPING RULE convergence.
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CURRENTS CARRIED BY THE SUBGRADIENT GRAPHS OF SEMI-CONVEX FUNCTIONS AND APPLICATIONS TO HESSIAN MEASURES
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作者 涂强 陈文艺 《Acta Mathematica Scientia》 SCIE CSCD 2018年第1期315-332,共18页
In this paper we study integer multiplicity rectifiable currents carried by the subgradient (subdifferential) graphs of semi-convex functions on an n-dimensional convex domain, and show a weak continuity theorem wit... In this paper we study integer multiplicity rectifiable currents carried by the subgradient (subdifferential) graphs of semi-convex functions on an n-dimensional convex domain, and show a weak continuity theorem with respect to pointwise convergence for such currents. As an application, the structure theorem of the Lagrangian currents for semi-convex functions is given and the k-Hessian measures are calculated by a different method in terms of currents. 展开更多
关键词 semi-convex function subgradient Cartesian current Hessian measure
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Projected subgradient method for non-Lipschitz set-valued mixed variational inequalities
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作者 唐国吉 黄南京 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2011年第10期1345-1356,共12页
A projected subgradient method for solving a class of set-valued mixed variational inequalities (SMVIs) is proposed when the mapping is not necessarily Lipschitz. Under some suitable conditions, it can be proven tha... A projected subgradient method for solving a class of set-valued mixed variational inequalities (SMVIs) is proposed when the mapping is not necessarily Lipschitz. Under some suitable conditions, it can be proven that the sequence generated by the method can strongly converge to the unique solution to the problem in the Hilbert spaces. 展开更多
关键词 set-valued mixed Variational inequality (SMVI) projected subgradient method non-Lipschitz mapping CONVERGENCE
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Approximate subgradient projection algorithm for convex feasibility problem 被引量:1
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作者 Li Li Yan Gao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第3期527-530,共4页
An ε-subgradient projection algorithm for solving a convex feasibility problem is presented.Based on the iterative projection methods and the notion of ε-subgradient,a series of special projection hyperplanes is est... An ε-subgradient projection algorithm for solving a convex feasibility problem is presented.Based on the iterative projection methods and the notion of ε-subgradient,a series of special projection hyperplanes is established.Moreover,compared with the existing projection hyperplanes methods with subgradient,the proposed hyperplanes are interactive with ε,and their ranges are more larger.The convergence of the proposed algorithm is given under some mild conditions,and the validity of the algorithm is proved by the numerical test. 展开更多
关键词 ε-subgradient projection algorithm convex feasibility problem.
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Modified Subgradient Extragradient Method for Variational Inequality Problems and Fixed Point Problems
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作者 Xiaoyin Li Hongwei Liu +1 位作者 Jiangli Cheng Dongyao Zhang 《Journal of Harbin Institute of Technology(New Series)》 CAS 2022年第5期11-19,共9页
Many approaches inquiring into variational inequality problems have been put forward,among which subgradient extragradient method is of great significance.A novel algorithm is presented in this article for resolving q... Many approaches inquiring into variational inequality problems have been put forward,among which subgradient extragradient method is of great significance.A novel algorithm is presented in this article for resolving quasi-nonexpansive fixed point problem and pseudomonotone variational inequality problem in a real Hilbert interspace.In order to decrease the execution time and quicken the velocity of convergence,the proposed algorithm adopts an inertial technology.Moreover,the algorithm is by virtue of a non-monotonic step size rule to acquire strong convergence theorem without estimating the value of Lipschitz constant.Finally,numerical results on some problems authenticate that the algorithm has preferable efficiency than other algorithms. 展开更多
关键词 inertial method fixed point variational inequality strong convergence subgradient extragradient method
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Subgradient Extragradient Methods for Equilibrium Problems and Fixed Point Problems in Hilbert Space
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作者 Lulu Yin Hongwei Liu 《Journal of Harbin Institute of Technology(New Series)》 CAS 2022年第1期15-23,共9页
Inspired by inertial methods and extragradient algorithms,two algorithms were proposed to investigate fixed point problem of quasinonexpansive mapping and pseudomonotone equilibrium problem in this study.In order to e... Inspired by inertial methods and extragradient algorithms,two algorithms were proposed to investigate fixed point problem of quasinonexpansive mapping and pseudomonotone equilibrium problem in this study.In order to enhance the speed of the convergence and reduce computational cost,the algorithms used a new step size and a cutting hyperplane.The first algorithm was proved to be weak convergence,while the second algorithm used a modified version of Halpern iteration to obtain strong convergence.Finally,numerical experiments on several specific problems and comparisons with other algorithms verified the superiority of the proposed algorithms. 展开更多
关键词 subgradient extragradient methods inertial methods pseudomonotone equilibrium problems fixed point problems Lipschitz⁃type condition
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Modified Subgradient Extragradient Method for Pseudomonotone Variational Inequalities
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作者 Jiajia Cheng Hongwei Liu 《Journal of Harbin Institute of Technology(New Series)》 CAS 2022年第4期41-48,共8页
Many approaches have been put forward to resolve the variational inequality problem. The subgradient extragradient method is one of the most effective. This paper proposes a modified subgradient extragradient method a... Many approaches have been put forward to resolve the variational inequality problem. The subgradient extragradient method is one of the most effective. This paper proposes a modified subgradient extragradient method about classical variational inequality in a real Hilbert interspace. By analyzing the operator’s partial message, the proposed method designs a non-monotonic step length strategy which requires no line search and is independent of the value of Lipschitz constant, and is extended to solve the problem of pseudomonotone variational inequality. Meanwhile, the method requires merely one map value and a projective transformation to the practicable set at every iteration. In addition, without knowing the Lipschitz constant for interrelated mapping, weak convergence is given and R-linear convergence rate is established concerning algorithm. Several numerical results further illustrate that the method is superior to other algorithms. 展开更多
关键词 variational inequality subgradient extragradient method non⁃monotonic stepsize strategy pseudomonotone mapping
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面向分布式光伏状态实时感知的边缘缓存与计算策略 被引量:6
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作者 崔炳荣 李德建 +3 位作者 刘亮 蒋名扬 孙毅 陈恺 《智慧电力》 北大核心 2023年第8期67-74,共8页
针对分布式光伏部署分散、电力通信网难以支撑光伏业务数据实时接入与处理的问题,提出基于双层边缘计算的分布式光伏数据在线处理策略。首先,构建数据接入、边缘缓存与计算模型,并构建长期网络服务开销最小化的目标函数。其次,针对分布... 针对分布式光伏部署分散、电力通信网难以支撑光伏业务数据实时接入与处理的问题,提出基于双层边缘计算的分布式光伏数据在线处理策略。首先,构建数据接入、边缘缓存与计算模型,并构建长期网络服务开销最小化的目标函数。其次,针对分布式光伏数据规模随机性强、优化函数难以直接求解问题,提出基于随机对偶次梯度法的在线任务卸载与代码缓存策略,通过将多时隙耦合问题解耦为单时隙独立问题,以在线得到近似最优解。最后,算例验证所提策略的数据处理速率优化性能。 展开更多
关键词 代码缓存 5G边缘计算 分布式光伏 数据在线处理 随机对偶次梯度法
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TIME PERIODIC SOLUTIONS TO THE EVOLUTIONARY OSEEN MODEL FOR A GENERALIZED NEWTONIAN INCOMPRESSIBLE FLUID
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作者 岑金夏 Stanislaw MIGóRSKI +1 位作者 Emilio VILCHES 曾生达 《Acta Mathematica Scientia》 SCIE CSCD 2023年第4期1645-1667,共23页
In this paper we study a nonstationary Oseen model for a generalized Newtonian incompressible fluid with a time periodic condition and a multivalued,nonmonotone friction law.First,a variational formulation of the mode... In this paper we study a nonstationary Oseen model for a generalized Newtonian incompressible fluid with a time periodic condition and a multivalued,nonmonotone friction law.First,a variational formulation of the model is obtained;that is a nonlinear boundary hemivariational inequality of parabolic type for the velocity field.Then,an abstract first-order evolutionary hemivariational inequality in the framework of an evolution triple of spaces is investigated.Under mild assumptions,the nonemptiness and weak compactness of the set of periodic solutions to the abstract inequality are proven.Furthermore,a uniqueness theorem for the abstract inequality is established by using a monotonicity argument.Finally,we employ the theoretical results to examine the nonstationary Oseen model. 展开更多
关键词 nonstationary Oseen model Newtonian incompressible fluid hemivariational inequality periodic solution generalized subgradient
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绿色VRP的增强拉格朗日松弛启发式算法
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作者 徐林浩 胡蓉 +1 位作者 钱斌 于乃康 《电子测量技术》 北大核心 2023年第19期96-103,共8页
针对绿色多车型车辆路径问题(GHFVRP),建立了以最小化车辆固定成本、行驶成本及碳排放成本之和为优化目标的混合整数规划模型(MIP),并提出一种增强拉格朗日松弛启发式算法(ELRHA)进行求解。首先,通过松弛难约束构造对偶问题,并分解为两... 针对绿色多车型车辆路径问题(GHFVRP),建立了以最小化车辆固定成本、行驶成本及碳排放成本之和为优化目标的混合整数规划模型(MIP),并提出一种增强拉格朗日松弛启发式算法(ELRHA)进行求解。首先,通过松弛难约束构造对偶问题,并分解为两个子问题,再采用次梯度法更新拉格朗日乘子,求解两个子问题获得原问题的下界;其次,设计一种两阶段启发式算法对下界进行修复及优化,以获得较好可行解并更新问题上界;最后进行仿真实验,实验结果表明:在相同实验环境下对17个算例进行20次测试,ELRHA平均求解间隙为4.49%,相较Gurobi提升3.28%,同时与其它算法对比进一步验证了ELRHA能求解问题高质量上界。可见,ELRHA能有效求解GHFVRP。 展开更多
关键词 绿色多车型车辆路径问题 混合整数规划 拉格朗日松弛 次梯度 下界
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Hilbert空间中伪单调变分不等式的新次梯度外梯度算法
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作者 张艳 阿力非日 《绵阳师范学院学报》 2023年第8期27-33,共7页
引用一种新次梯度外梯度算法,在Hilbert空间中证明了伪单调变分不等式解的弱收敛性.
关键词 变分不等式 次梯度外梯度算法 伪单调 弱收敛
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求解非单调变分不等式问题的修正惯性次梯度外梯度算法
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作者 方珍洁 龙宪军 《重庆工商大学学报(自然科学版)》 2023年第5期89-95,共7页
变分不等式问题在经济金融、交通运输、数学规划、力学等领域都有着广泛的应用。近年来,变分不等式问题受到许多学者的研究,且这些研究主要集中在求解单调或者伪单调变分不等式问题。文章在实希尔伯特空间中,针对非单调变分不等式问题,... 变分不等式问题在经济金融、交通运输、数学规划、力学等领域都有着广泛的应用。近年来,变分不等式问题受到许多学者的研究,且这些研究主要集中在求解单调或者伪单调变分不等式问题。文章在实希尔伯特空间中,针对非单调变分不等式问题,提出了求解该问题的算法。借助惯性原理和Mann型方法,构造了一个带Armijo线性搜索的修正惯性次梯度外梯度算法;在没有Lipschitz连续性的假设下,证明了由算法产生的迭代序列强收敛于变分不等式问题的解,值得注意的是,定理的证明并没有要求映射的任何单调性假设;最后,给出了两个数值实验,阐明了文章算法的有效性和优越性,所得结果推广和改进了许多最新的结果。 展开更多
关键词 变分不等式 次梯度外梯度算法 Armijo线性搜索 强收敛 非单调
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