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A New Definition for Generalized First Derivative of Nonsmooth Functions 被引量:1
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作者 Ali Vahidian Kamyad Mohammad Hadi Noori Skandari Hamid Reza Erfanian 《Applied Mathematics》 2011年第10期1252-1257,共6页
In this paper, we define a functional optimization problem corresponding to smooth functions which its optimal solution is first derivative of these functions in a domain. These functional optimization problems are ap... In this paper, we define a functional optimization problem corresponding to smooth functions which its optimal solution is first derivative of these functions in a domain. These functional optimization problems are applied for non-smooth functions which by solving these problems we obtain a kind of generalized first derivatives. For this purpose, a linear programming problem corresponding functional optimization problem is obtained which their optimal solutions give the approximate generalized first derivative. We show the efficiency of our approach by obtaining derivative and generalized derivative of some smooth and nonsmooth functions respectively in some illustrative examples. 展开更多
关键词 Generalized DERIVATIVE SMOOTH and nonsmooth functionS FOURIER analysis Linear PROGRAMMING functional Optimization
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On Generalized High Order Derivatives of Nonsmooth Functions
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作者 Samaneh Soradi Zeid Ali Vahidian Kamyad 《American Journal of Computational Mathematics》 2014年第4期317-328,共12页
In this paper, we proposed a Extension Definition to derive, simultaneously, the first, second and high order generalized derivatives for non-smooth functions, in which the involved functions are Riemann integrable bu... In this paper, we proposed a Extension Definition to derive, simultaneously, the first, second and high order generalized derivatives for non-smooth functions, in which the involved functions are Riemann integrable but not necessarily locally Lipschitz or continuous. Indeed, we define a functional optimization problem corresponding to smooth functions where its optimal solutions are the first and second derivatives of these functions in a domain. Then by applying these functional optimization problems for non-smooth functions and using this method we obtain generalized first derivative (GFD) and generalized second derivative (GSD). Here, the optimization problem is approximated with a linear programming problem that by solving of which, we can obtain these derivatives, as simple as possible. We extend this approach for obtaining generalized high order derivatives (GHODs) of non-smooth functions, simultaneously. Finally, for efficiency of our approach some numerical examples have been presented. 展开更多
关键词 Generalized DERIVATIVE SMOOTH and nonsmooth functions nonsmooth Optimization Problem Linear PROGRAMMING
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OPTIMALITY CONDITIONS AND DUALITY RESULTS FOR NONSMOOTH VECTOR OPTIMIZATION PROBLEMS WITH THE MULTIPLE INTERVAL-VALUED OBJECTIVE FUNCTION 被引量:4
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作者 Tadeusz ANTCZAK 《Acta Mathematica Scientia》 SCIE CSCD 2017年第4期1133-1150,共18页
In this paper, both Fritz John and Karush-Kuhn-Tucker necessary optimality conditions are established for a (weakly) LU-efficient solution in the considered nonsmooth multiobjective programming problem with the mult... In this paper, both Fritz John and Karush-Kuhn-Tucker necessary optimality conditions are established for a (weakly) LU-efficient solution in the considered nonsmooth multiobjective programming problem with the multiple interval-objective function. Further, the sufficient optimality conditions for a (weakly) LU-efficient solution and several duality results in Mond-Weir sense are proved under assumptions that the functions constituting the considered nondifferentiable multiobjective programming problem with the multiple interval- objective function are convex. 展开更多
关键词 nonsmooth multiobjective programming problem with the multiple interval- objective function Fritz John necessary optimality conditions Karush-Kuhn- Tucker necessary optimality conditions (weakly) LU-efficient solution Mond- Weir duality
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TRACES OF NONSMOOTH FUNCTIONS ON POLYHEDRAL DOMAINS
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作者 丁桦 《Science China Mathematics》 SCIE 1992年第4期452-462,共11页
Introduced in this paper are the definitions of the traces for a class of nonsmooth func-tions on polyhedral domains. By analyzing their properties we get the structures of thcsetraces.
关键词 TRACES POLYHEDRAL DOMAIN nonsmooth function.
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Merit functions for nonsmooth complementarity problems and related descent algorithm
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作者 DU Shou-qiang GAO Yan 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2010年第1期78-84,共7页
Under some assumptions, the solution set of a nonlinear complementarity problem coincides with the set of local minima of the corresponding minimization problem. This paper uses a family of new merit functions to deal... Under some assumptions, the solution set of a nonlinear complementarity problem coincides with the set of local minima of the corresponding minimization problem. This paper uses a family of new merit functions to deal with nonlinear complementarity problem where the underlying function is assumed to be a continuous but not necessarily locally Lipschitzian map and gives a descent algorithm for solving the nonsmooth continuous complementarity problems. In addition, the global convergence of the derivative free descent algorithm is also proved. 展开更多
关键词 nonsmooth complementarity problem merit function nonsmooth continuous map descent algorithm.
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A NONMOTOTONE ALGORITHM FOR MINIMIZING NONSMOOTH COMPOSITE FUNCTIONS
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作者 孙小玲 张连生 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1997年第2期152-162,共11页
In this paper, we present a nonmonotone algorithm for solving nonsmooth composite optimization problems. The objective function of these problems is composited by a nonsmooth convex function and a differentiable funct... In this paper, we present a nonmonotone algorithm for solving nonsmooth composite optimization problems. The objective function of these problems is composited by a nonsmooth convex function and a differentiable function. The method generates the search directions by solving quadratic programming successively, and makes use of the nonmonotone line search instead of the usual Armijo-type line search. Global convergence is proved under standard assumptions. Numerical results are given. 展开更多
关键词 nonsmooth optimization composite function AQP method NONMONOTONE LINE search.
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求解不可分离非凸非光滑问题的线性惯性ADMM算法
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作者 刘洋 刘康 王永全 《计算机科学》 CSCD 北大核心 2024年第5期232-241,共10页
针对目标函数中包含耦合函数H(x,y)的非凸非光滑极小化问题,提出了一种线性惯性交替乘子方向法(Linear Inertial Alternating Direction Method of Multipliers,LIADMM)。为了方便子问题的求解,对目标函数中的耦合函数H(x,y)进行线性化... 针对目标函数中包含耦合函数H(x,y)的非凸非光滑极小化问题,提出了一种线性惯性交替乘子方向法(Linear Inertial Alternating Direction Method of Multipliers,LIADMM)。为了方便子问题的求解,对目标函数中的耦合函数H(x,y)进行线性化处理,并在x-子问题中引入惯性效应。在适当的假设条件下,建立了算法的全局收敛性;同时引入满足Kurdyka-Lojasiewicz不等式的辅助函数,验证了算法的强收敛性。通过两个数值实验表明,引入惯性效应的算法比没有惯性效应的算法收敛性能更好。 展开更多
关键词 耦合函数H(x y) 非凸非光滑优化 交替乘子方向法 惯性效应 Kurdyka-Lojasiewicz不等式
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定向距离函数的光滑化方法及其应用
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作者 李鑫怡 高英 赵春杰 《运筹学学报(中英文)》 CSCD 北大核心 2024年第2期117-130,共14页
本文考虑定向距离函数的光滑化表示及其应用。首先在已有的两种光滑化方法的基础上,给出了这类特殊的非光滑函数的光滑化表示。作为特例,在二维空间中,给出该函数更具体的光滑化函数。最后利用定向距离函数的光滑化函数以及它在多目标... 本文考虑定向距离函数的光滑化表示及其应用。首先在已有的两种光滑化方法的基础上,给出了这类特殊的非光滑函数的光滑化表示。作为特例,在二维空间中,给出该函数更具体的光滑化函数。最后利用定向距离函数的光滑化函数以及它在多目标优化问题标量化方法中的应用,建立非光滑多目标优化问题的光滑标量化模型,并给出了两者之间解集的关系。 展开更多
关键词 定向距离函数 光滑化方法 非光滑多目标优化问题 近似解
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Interval Algorithm for a Kind of Nonsmooth Global Optimization
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作者 申培萍 《Chinese Quarterly Journal of Mathematics》 CSCD 1999年第2期63-68, ,共6页
Based on the interval analysis,a practical interval algorithm is developed for finding all global minimizers of a nonsmooth function on a closed domain XR n, which is given by defining a special derivative to the fu... Based on the interval analysis,a practical interval algorithm is developed for finding all global minimizers of a nonsmooth function on a closed domain XR n, which is given by defining a special derivative to the function and using the interval inclusion of derivative. Both theoretical analysis and numerical results show that this method is practical and effective. 展开更多
关键词 非光滑总体优化 区间算法 非光滑函数
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Nonsmooth Optimization Algorithms in Some Problems of Fracture Dynamics
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作者 V. V. Zozulya 《Intelligent Information Management》 2010年第11期637-646,共10页
Mathematical statement of elastodynamic contact problem for cracked body with considering unilateral restrictions and friction of the crack faces is done in classical and weak forms. Different variational formulations... Mathematical statement of elastodynamic contact problem for cracked body with considering unilateral restrictions and friction of the crack faces is done in classical and weak forms. Different variational formulations of unilateral contact problems with friction based on boundary variational principle are considered. Nonsmooth optimization algorithms of Udzawa’s type for solution of unilateral contact problem with friction have been developed. Convergence of the proposed algorithms has been studied numerically. 展开更多
关键词 UNILATERAL Contact Friction CRACK VARIATIONAL PRINCIPLES BOUNDARY VARIATIONAL functional nonsmooth Optimization Algorithm
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FILLED FUNCTIONS FOR UNCONSTRAINED GLOBAL OPTIMIZATION 被引量:1
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作者 XuZheng XuChengxian 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2000年第3期307-318,共12页
The paper is concerned with the filled functions for global optimization of a continuous function of several variables.More general forms of filled functions are presented for smooth and nonsmooth optimizations.These ... The paper is concerned with the filled functions for global optimization of a continuous function of several variables.More general forms of filled functions are presented for smooth and nonsmooth optimizations.These functions have either two adjustable parameters or one adjustable parameter.Conditions on functions and on the values of parameters are given so that the constructed functions are desired filled functions. 展开更多
关键词 Global optimization filled function nonsmooth optimization basin.
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Higher-Order Minimizers and Generalized (F,<i>ρ</i>)-Convexity in Nonsmooth Vector Optimization over Cones
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作者 S. K. Suneja Sunila Sharma Malti Kapoor 《Applied Mathematics》 2015年第1期7-19,共13页
In this paper, we introduce the concept of a (weak) minimizer of order k for a nonsmooth vector optimization problem over cones. Generalized classes of higher-order cone-nonsmooth (F, ρ)-convex functions are introduc... In this paper, we introduce the concept of a (weak) minimizer of order k for a nonsmooth vector optimization problem over cones. Generalized classes of higher-order cone-nonsmooth (F, ρ)-convex functions are introduced and sufficient optimality results are proved involving these classes. Also, a unified dual is associated with the considered primal problem, and weak and strong duality results are established. 展开更多
关键词 nonsmooth Vector Optimization OVER CONES (Weak) MINIMIZERS of Order k nonsmooth (F ρ)-Convex function of Order k
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带间断系数的奇异摄动对流扩散方程的自适应移动网格方法
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作者 朱赐雯 刘利斌 《高校应用数学学报(A辑)》 北大核心 2023年第4期458-470,共13页
文中研究了一类带间断系数的奇异摄动对流扩散方程的自适应移动网格算法.首先,给出了连续解及其导数的估计.在任意网格下建立了相应的迎风有限差分格式,并给出了相应的先验误差估计.然后,基于该先验误差估计,设计出一个自适应网格生成算... 文中研究了一类带间断系数的奇异摄动对流扩散方程的自适应移动网格算法.首先,给出了连续解及其导数的估计.在任意网格下建立了相应的迎风有限差分格式,并给出了相应的先验误差估计.然后,基于该先验误差估计,设计出一个自适应网格生成算法,并证明了该算法是一阶一致收敛的.最后的数值结果验证了算法的理论结果. 展开更多
关键词 间断系数 分段函数 自适应网格 奇异摄动
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n维欧氏空间R^n上向量函数的γ次Jacobi阵及其性质 被引量:3
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作者 孙喜梅 刘庆怀 张宗来 《吉林大学学报(理学版)》 CAS CSCD 北大核心 2002年第3期229-234,共6页
给出 n维欧氏空间 Rn上向量函数的 γ次 Jacobi阵的概念及其性质 ,并给出
关键词 欧氏空间 向量函数 性质 γ次微分 γ次梯度 γ次Jacobi阵 γ凸性 非光滑函数 分量函数
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非光滑两级优化问题的必要条件及其算法 被引量:8
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作者 王春峰 李光泉 郑丕谔 《系统工程学报》 CSCD 1998年第3期92-99,共8页
利用集值分析、非光滑分析与优化理论,研究了两级优化问题的性质、结构,提出了处理这类问题的一个通用性结构化模型,并利用该模型导出了非凸非光滑条件下两级优化问题的微分包含型必要条件,最后给出了其求解的算法及算例.
关键词 值函数 必要条件 非光滑两级优化问题 算法 决策
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非线性梯度下降算法理论及其对Hopfield网络稳定性的分析 被引量:3
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作者 叶世伟 郑宏伟 +2 位作者 王文杰 马琳 史忠植 《计算机研究与发展》 EI CSCD 北大核心 2004年第2期317-324,共8页
讨论目标函数可分解为凸函数和一个广义可微函数之差的优化问题 对于可微函数利用线性函数进行局部逼近 ,从而求得目标函数的一个凸函数逼近 然后求解凸优化问题得到最优解的一个更好近似 ;重复这个过程直到结束 利用广义梯度和凸函数... 讨论目标函数可分解为凸函数和一个广义可微函数之差的优化问题 对于可微函数利用线性函数进行局部逼近 ,从而求得目标函数的一个凸函数逼近 然后求解凸优化问题得到最优解的一个更好近似 ;重复这个过程直到结束 利用广义梯度和凸函数的性质 ,证明得到的优化算法为全局收敛的下降算法 它所求解的优化问题可以具有光滑或非光滑的目标函数 展开更多
关键词 凸优化 非光滑优化 函数逼近 全局收敛 HOPFIELD网络
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求非光滑全局优化问题的区间算法(英文) 被引量:3
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作者 申培萍 张可村 《运筹学学报》 CSCD 北大核心 2002年第2期9-18,共10页
本文通过区间工具和目标函数的特殊导数提出了一个非光滑全局优化问题的区间算法.所提出的方法能给出问题的全部全局极小点及全局极小值.理论分析和数值结果均表明本文方法是有效的.
关键词 全局优化 非光滑函数 区间算法 全局极小点 全局极小值
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非光滑非凸向量极值问题的真有效解 被引量:4
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作者 刘三阳 游兆永 《应用数学》 CSCD 北大核心 1990年第4期34-39,共6页
本文考虑非光滑非凸向量极值问题的真有效解,其主要结果如下:(1)Borwein真有效解与Benson真有效解的等价性;(2)向量极值问题的真有效解与标量极值问题的最优解的等价性;(3)广义鞍点定理;(4)真有效解的必要和充分条件。
关键词 向量极值问题 真有效解 最优解
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拟线性椭圆型方程Dirichlet问题非平凡弱解的存在性 被引量:2
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作者 廖为 蒲志林 《四川师范大学学报(自然科学版)》 CAS CSCD 北大核心 2009年第6期763-767,共5页
研究了一类具有非光滑泛函的拟线性椭圆型方程的渐近线性问题.利用非光滑泛函的临界点理论,采用截断函数法并结合弱解的意义,证明了这一类与非光滑泛函相对应的Euler-Lagrange方程当其右端项f(x,t)关于t在无穷远处渐近线性时非平凡弱解... 研究了一类具有非光滑泛函的拟线性椭圆型方程的渐近线性问题.利用非光滑泛函的临界点理论,采用截断函数法并结合弱解的意义,证明了这一类与非光滑泛函相对应的Euler-Lagrange方程当其右端项f(x,t)关于t在无穷远处渐近线性时非平凡弱解的存在性. 展开更多
关键词 非光滑泛函 DIRICHLET问题 渐近线性 弱解
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一种基于GNC和增广拉格朗日对偶的非凸非光滑图像恢复方法 被引量:5
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作者 刘晓光 高兴宝 《电子学报》 EI CAS CSCD 北大核心 2014年第2期264-271,共8页
逐步非凸方法(GNC)和增广拉格朗日对偶在非凸非光滑图像恢复中有较高的恢复性能.然而分别使用这两种方法时GNC不能够保证全局收敛,增广拉格朗日对偶不能获得有效的初始值.为克服上述缺陷,本文通过转换原始问题为等式约束优化问题推出了... 逐步非凸方法(GNC)和增广拉格朗日对偶在非凸非光滑图像恢复中有较高的恢复性能.然而分别使用这两种方法时GNC不能够保证全局收敛,增广拉格朗日对偶不能获得有效的初始值.为克服上述缺陷,本文通过转换原始问题为等式约束优化问题推出了一种基于GNC和增广拉格朗日对偶的组合图像恢复方法,并对其收敛性严格证明.该方法不仅可以获得有效的初始值,同时不要求问题具有凸性和光滑性.更多地,一个自适应能量函数通过对偶迭代而得到.实验结果表明推出的方法可以有效地提高图像恢复质量和算法效率. 展开更多
关键词 非凸非光滑 惩罚函数 增广拉格朗日对偶 逐步非凸方法 图像恢复
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