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基于事件驱动的多智能体强化学习研究 被引量:10
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作者 张文旭 马磊 王晓东 《智能系统学报》 CSCD 北大核心 2017年第1期82-87,共6页
本文针对多智能体强化学习中存在的通信和计算资源消耗大等问题,提出了一种基于事件驱动的多智能体强化学习算法,侧重于事件驱动在多智能体学习策略层方面的研究。在智能体与环境的交互过程中,算法基于事件驱动的思想,根据智能体观测信... 本文针对多智能体强化学习中存在的通信和计算资源消耗大等问题,提出了一种基于事件驱动的多智能体强化学习算法,侧重于事件驱动在多智能体学习策略层方面的研究。在智能体与环境的交互过程中,算法基于事件驱动的思想,根据智能体观测信息的变化率设计触发函数,使学习过程中的通信和学习时机无需实时或按周期地进行,故在相同时间内可以降低数据传输和计算次数。另外,分析了该算法的计算资源消耗,以及对算法收敛性进行了论证。最后,仿真实验说明了该算法可以在学习过程中减少一定的通信次数和策略遍历次数,进而缓解了通信和计算资源消耗。 展开更多
关键词 事件驱动 多智能体 强化学习 分布式马尔科夫决策过程 收敛性
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投影三角分解法定价带随机波动率的美式期权 被引量:8
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作者 郑宁 殷俊锋 徐承龙 《应用数学与计算数学学报》 2013年第1期114-127,共14页
考虑数值求解Heston随机波动率美式期权定价问题,通过在空间方向采用中心差分格式离散二维偏微分算子,在时间方向利用隐式交替方向格式,将美式期权定价问题转化成求解每个时间层上的若干个线性互补问题.针对一般美式期权定价模型离散得... 考虑数值求解Heston随机波动率美式期权定价问题,通过在空间方向采用中心差分格式离散二维偏微分算子,在时间方向利用隐式交替方向格式,将美式期权定价问题转化成求解每个时间层上的若干个线性互补问题.针对一般美式期权定价模型离散得到的线性互补问题,构造出投影三角分解法进行求解,并在理论上给出算法的收敛条件.数值实验表明,所构造的数值方法对于求解美式期权定价问题是有效的,并且优于经典的投影超松弛迭代法和算子分裂方法. 展开更多
关键词 Heston随机波动率模型 美式期权 隐式交替方向格式 线性互补问题 投影算法 收敛性
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A New Sequential Systems of Linear Equations Algorithm of Feasible Descent for Inequality Constrained Optimization 被引量:4
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作者 Jin Bao JIAN Dao Lan HAN Qing Juan XU 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2010年第12期2399-2420,共22页
Based on a new efficient identification technique of active constraints introduced in this paper, a new sequential systems of linear equations (SSLE) algorithm generating feasible iterates is proposed for solving no... Based on a new efficient identification technique of active constraints introduced in this paper, a new sequential systems of linear equations (SSLE) algorithm generating feasible iterates is proposed for solving nonlinear optimization problems with inequality constraints. In this paper, we introduce a new technique for constructing the system of linear equations, which recurs to a perturbation for the gradients of the constraint functions. At each iteration of the new algorithm, a feasible descent direction is obtained by solving only one system of linear equations without doing convex combination. To ensure the global convergence and avoid the Maratos effect, the algorithm needs to solve two additional reduced systems of linear equations with the same coefficient matrix after finite iterations. The proposed algorithm is proved to be globally and superlinearly convergent under some mild conditions. What distinguishes this algorithm from the previous feasible SSLE algorithms is that an improving direction is obtained easily and the computation cost of generating a new iterate is reduced. Finally, a preliminary implementation has been tested. 展开更多
关键词 Inequality constraints nonlinear optimization systems of linear equations global conver-gence superlinear convergence
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Convergence performance comparisons of PID, MRAC, and PID + MRAC hybrid controller 被引量:4
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作者 Dan ZHANG Bin WEI 《Frontiers of Mechanical Engineering》 SCIE CSCD 2016年第2期213-217,共5页
This study proposes a hybrid controller by combining a proportional-integral-derivative (PID) control and a model reference adaptive control (MRAC), which named as PID + MRAC controller. The convergence performan... This study proposes a hybrid controller by combining a proportional-integral-derivative (PID) control and a model reference adaptive control (MRAC), which named as PID + MRAC controller. The convergence performances of the PID control, MRAC, and hybrid PID + MRAC are also compared. Through the simulation in Matlab, the results show that the convergence speed and performance of the MRAC and the PID +MRAC controller are better than those of the PID controller. In addition, the convergence performance of the hybrid control is better than that of the MRAC control. 展开更多
关键词 proportional-integral-derivative (PID) control model reference adaptive control hybrid control conver-gence speed COMPARISON
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带升力风扇的垂直起降推进系统建模研究 被引量:6
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作者 符大伟 张海波 《推进技术》 EI CAS CSCD 北大核心 2018年第3期685-694,共10页
为了填补国内对转升力风扇研究与垂直起降系统建模研究相结合的空缺,分别针对常规与对转升力风扇,建立了垂直起降推进系统的部件级实时数学模型,并进行了性能对比。针对减阻的要求,通过插值将升力风扇进气道的阻力系数选为0.0470;针对... 为了填补国内对转升力风扇研究与垂直起降系统建模研究相结合的空缺,分别针对常规与对转升力风扇,建立了垂直起降推进系统的部件级实时数学模型,并进行了性能对比。针对减阻的要求,通过插值将升力风扇进气道的阻力系数选为0.0470;针对升力风扇非设计点特性准确性的要求,采用基元级理论对风扇进行半设计半计算;特别引入中介推力修正系数(κ)用于对转风扇的参数设计,该方法下两升力风扇推力相等,轴功率偏差为0.0265。进一步的动态仿真表明,由于风扇特性的影响,同样工况下非设计点处对转风扇的升力和轴功率更大;并且由于升力风扇与发动机的耦合性,针对不同升力风扇的差异性,发动机会通过调整转速而产生"趋同"的作用效果。 展开更多
关键词 常规/对转升力风扇 基元级理论 中介推力修正系数 趋同作用
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A NONMONOTONE TRUST REGION TECHNIQUEFOR UNCONSTRAINED OPTIMIZAfIONPROBLEMS 被引量:1
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作者 ZHU Detong(Department of Mathematics, Shanghai Normal University, Shanghai 200234 China) 《Systems Science and Mathematical Sciences》 SCIE EI CSCD 1998年第4期375-382,共8页
Trust region methods with nonmonotone technique for unconstrained opti-mization problems are presented and analyzed. The convergence results are demonstratedfor the proposed algorithms even if the conditions are mild.
关键词 UNCONSTRAINED OPTIMIZATION TRUST REGION NONMONOTONE TECHNIQUE conver-gence
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Warming and depth convergence of the Arctic Intermediate Water in the Canada Basin during 1985–2006 被引量:3
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作者 LI Shujiang ZHAO Jinping +1 位作者 SU Jie CAO Yong 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2012年第4期46-54,共9页
The warming of the Arctic Intermediate Water (AIW) is studied based on the analyses of hydro- graphic observations in the Canada Basin of the Arctic Ocean during 1985-2006. It is shown that how the anomalously warm ... The warming of the Arctic Intermediate Water (AIW) is studied based on the analyses of hydro- graphic observations in the Canada Basin of the Arctic Ocean during 1985-2006. It is shown that how the anomalously warm AIW spreads in the Canada Basin during the observation time through the analysis of the AIW temperature spatial distribution in different periods. The results indicate that by 2006, the entire Canada Basin has almost been covered by the warming AIW. In order to study interannual variability of the AIW in the Canada Basin, the Canada Basin is divided into five regions according to the bottom topography. From the interannual variation of AIW temperature in each region, it is shown that a cooling period follows after the warming event in upstream regions. At the Chukchi Abyssal Plain and Chukchi Plateau, upstream of the Arctic Circumpolar Boundary Current (ACBC) in the Canada Basin, the AIW temperature reached maximum and then started to fall respectively in 2000 and 2002. However, the AIW in the Canada Abyssal Plain and Beaufort Sea continues to warm monotonically until the year 2006. Furthermore, it is revealed that there is convergence of the AIW depth in the five different regions of the Canada Basin when the AIW warming occurs during observation time. The difference of AIW depth between the five regions of the Canada Basin is getting smaller and smaller, all approaching 410 m in recent years. The results show that depth convergence is related to the variation of AIW potential density in the Canada Basin. 展开更多
关键词 Arctic Intermediate Water Canada Basin WARMING interannual variation conver-gence of AIW depth
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鞍点问题的广义位移分裂预条件子 被引量:5
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作者 曹阳 陶怀仁 蒋美群 《计算数学》 CSCD 北大核心 2014年第1期16-26,共11页
对于大型稀疏非Hermitian正定线性方程组,Bai等人提出了一种位移分裂预条件子(J.Comput.Math.,24(2006)539-552).本文将这种思想用到鞍点问题上并提出了一种广义位移分裂(Generalized Shift Splitting,GSS)预条件子,同时证明了该预条件... 对于大型稀疏非Hermitian正定线性方程组,Bai等人提出了一种位移分裂预条件子(J.Comput.Math.,24(2006)539-552).本文将这种思想用到鞍点问题上并提出了一种广义位移分裂(Generalized Shift Splitting,GSS)预条件子,同时证明了该预条件子所对应分裂迭代法的无条件收敛性.最后用数值算例验证了新预条件子的有效性. 展开更多
关键词 鞍点问题 广义位移分裂迭代法 收敛性 预处理
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CONVERGENCE RATE OF SOLUTIONS TO STRONG CONTACT DISCONTINUITY FOR THE ONE-DIMENSIONAL COMPRESSIBLE RADIATION HYDRODYNAMICS MODEL 被引量:2
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作者 陈正争 柴晓娟 王文娟 《Acta Mathematica Scientia》 SCIE CSCD 2016年第1期265-282,共18页
This paper is concerned with a singular limit for the one-dimensional compress- ible radiation hydrodynamics model. The singular limit we consider corresponds to the physical problem of letting the Bouguer number infi... This paper is concerned with a singular limit for the one-dimensional compress- ible radiation hydrodynamics model. The singular limit we consider corresponds to the physical problem of letting the Bouguer number infinite while keeping the Boltzmann number constant. In the case when the corresponding Euler system admits a contact discontinuity wave, Wang and Xie (2011) [12] recently verified this singular limit and proved that the solution of the compressible radiation hydrodynamics model converges to the strong contact 1 discontinuity wave in the L∞-norm away from the discontinuity line at a rate of ε1/4, as the reciprocal of the Bouguer number tends to zero. In this paper, Wang and Xie's convergence rate is improved to ε7/8 by introducing a new a priori assumption and some refined energy estimates. Moreover, it is shown that the radiation flux q tends to zero in the L∞-norm away from the discontinuity line, at a convergence rate as the reciprocal of the Bouguer number tends to zero. 展开更多
关键词 radiation hydrodynamics model singular limit contact discontinuity conver-gence rate energy estimates
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一类多目标量子行为粒子群优化算法收敛性分析及应用 被引量:4
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作者 施展 陈庆伟 胡维礼 《信息与控制》 CSCD 北大核心 2013年第4期407-415,共9页
针对ε支配容易丢失Pareto最优前沿边界点的不足,提出了一种新支配关系——ε优势支配.基于ε优势支配的最优粒子保留策略构建了一类多目标量子行为粒子群优化(CMOQPSO)算法的总体构架,分析了这类算法在一定条件下的全局收敛性.将一种... 针对ε支配容易丢失Pareto最优前沿边界点的不足,提出了一种新支配关系——ε优势支配.基于ε优势支配的最优粒子保留策略构建了一类多目标量子行为粒子群优化(CMOQPSO)算法的总体构架,分析了这类算法在一定条件下的全局收敛性.将一种满足总体构架的多目标量子行为粒子群优化算法用于求解输电网规划问题,结果表明这类多目标量子行为粒子群优化算法具有良好的全局寻优能力. 展开更多
关键词 多目标优化 量子行为粒子群优化 ε优势支配 收敛性 马尔可夫链 输电网规划
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向量角选择和指标删除的高维多目标进化算法
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作者 顾清华 骆家乐 李学现 《计算机科学与探索》 CSCD 北大核心 2024年第2期425-438,共14页
针对进化算法求解高维多目标优化问题平衡收敛性和多样性所面临的挑战,提出了向量角选择和指标删除的高维多目标进化算法(MOEA/AS-ID)。该算法在环境选择过程中设计了一种包含两种策略的协作机制逐一删除收敛性和多样性差的解以保留精... 针对进化算法求解高维多目标优化问题平衡收敛性和多样性所面临的挑战,提出了向量角选择和指标删除的高维多目标进化算法(MOEA/AS-ID)。该算法在环境选择过程中设计了一种包含两种策略的协作机制逐一删除收敛性和多样性差的解以保留精英个体参与下一代的进化。前者基于向量角的选择策略用于选择一对在目标空间具有相似搜索方向的解,后者基于指标的删除策略采用同时兼顾个体收敛性和分布性的I_(SDE)^(+)指标比较被选择的这一对解,然后删除具有较小指标值的解,进而促使种群朝各个方向收敛到帕累托最优前沿,最终平衡解集的收敛性和多样性。在包含各种特征的3组标准测试系列问题DTLZ、SDTLZ、MaF上,MOEA/AS-ID与近年提出的6个涵盖了当前各种类型的高维多目标进化算法执行了广泛的对比仿真实验和数值结果分析。仿真结果和数值分析表明所提算法MOEA/AS-ID求解各种特征的高维多目标优化问题平衡收敛性和多样性的能力具有较强的竞争力。 展开更多
关键词 进化算法 高维多目标优化 向量角选择 指标删除 收敛性 多样性
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A second order finite difference-spectral method for space fractional diffusion equations 被引量:4
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作者 HUANG JianFei NIE NingMing TANG YiFa 《Science China Mathematics》 SCIE 2014年第6期1303-1317,共15页
A high order finite difference-spectral method is derived for solving space fractional diffusion equations,by combining the second order finite difference method in time and the spectral Galerkin method in space.The s... A high order finite difference-spectral method is derived for solving space fractional diffusion equations,by combining the second order finite difference method in time and the spectral Galerkin method in space.The stability and error estimates of the temporal semidiscrete scheme are rigorously discussed,and the convergence order of the proposed method is proved to be O(τ2+Nα-m)in L2-norm,whereτ,N,αand m are the time step size,polynomial degree,fractional derivative index and regularity of the exact solution,respectively.Numerical experiments are carried out to demonstrate the theoretical analysis. 展开更多
关键词 space fractional diffusion equation Crank-Nicolson scheme spectral method STABILITY conver-gence
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Coimbra变时间分数阶扩散-波动方程的新隐式差分法 被引量:4
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作者 马亮亮 刘冬兵 《西南师范大学学报(自然科学版)》 CAS 北大核心 2015年第3期25-31,共7页
将一阶的时间偏导数用Coimbra变时间分数阶导数算子进行替换,提出了一种新隐式差分解法.首先,对Coimbra型变时间分数阶导数算子和二阶空间导数进行离散化处理,将Coimbra变时间分数阶扩散-波动方程转化为代数方程组求解;然后,借助于数学... 将一阶的时间偏导数用Coimbra变时间分数阶导数算子进行替换,提出了一种新隐式差分解法.首先,对Coimbra型变时间分数阶导数算子和二阶空间导数进行离散化处理,将Coimbra变时间分数阶扩散-波动方程转化为代数方程组求解;然后,借助于数学归纳法给出了新隐式差分方法的收敛性分析,并证明了新隐式差分方法是无条件收敛的;最后,通过数值例子检验该方法,计算结果表明新隐式差分方法的理论分析是正确的,所构造的离散格式是可行的和有效的. 展开更多
关键词 分数阶扩散 波动方程 Coimbra变时间分数阶导数 收敛性 稳定性 数值解 新隐式差分格式
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Global and Local Convergence of a New Affine Scaling Trust Region Algorithm for Linearly Constrained Optimization 被引量:1
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作者 Chao GU De Tong ZHU 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2016年第10期1203-1213,共11页
Chen and Zhang [Sci. China, Set. A, 45, 1390-1397 (2002)] introduced an affine scaling trust region algorithm for linearly constrained optimization and analyzed its global convergence. In this paper, we derive a new... Chen and Zhang [Sci. China, Set. A, 45, 1390-1397 (2002)] introduced an affine scaling trust region algorithm for linearly constrained optimization and analyzed its global convergence. In this paper, we derive a new affine scaling trust region algorithm with dwindling filter for linearly constrained optimization. Different from Chen and Zhang's work, the trial points generated by the new algorithm axe accepted if they improve the objective function or improve the first order necessary optimality conditions. Under mild conditions, we discuss both the global and local convergence of the new algorithm. Preliminary numerical results are reported. 展开更多
关键词 Linearly constrained optimization affine scaling trust region dwindling filter~ conver-gence
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在博弈中走向和谐——清代云南藏族纠纷解决机制研究 被引量:3
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作者 佴澎 《云南农业大学学报(社会科学版)》 2008年第1期91-96,共6页
清代,云南藏区的纠纷解决管辖和规范渊源都发生了重大变迁,表现出多元化和趋同性的特点,多元和趋同的成因是中央王朝对云南藏区社会控制的加强和云南藏族对中央纠纷解决机制与当地固有纠纷解决机制的博弈取舍。研究云南藏族纠纷解决机... 清代,云南藏区的纠纷解决管辖和规范渊源都发生了重大变迁,表现出多元化和趋同性的特点,多元和趋同的成因是中央王朝对云南藏区社会控制的加强和云南藏族对中央纠纷解决机制与当地固有纠纷解决机制的博弈取舍。研究云南藏族纠纷解决机制的变迁,对今天正确处理中央和民族地区的互动,在民族地区建立和谐的社会关系具有借鉴作用。 展开更多
关键词 云南藏族 纠纷解决机制 多元性 趋同性 和谐社会
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一个基于新光滑函数求解非线性互补问题的光滑算法 被引量:3
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作者 董丽 潘虹 周金川 《信阳师范学院学报(自然科学版)》 CAS 北大核心 2013年第4期496-499,共4页
基于新的光滑函数,提出了一个求解非线性互补问题的光滑型算法.该算法可以从任意点出发,每一步迭代只需求解一个线性方程组,并进行一次线性搜索.在不需要满足严格互补条件下,证明了算法是全局收敛且是局部二阶收敛的.数值实验表明算法... 基于新的光滑函数,提出了一个求解非线性互补问题的光滑型算法.该算法可以从任意点出发,每一步迭代只需求解一个线性方程组,并进行一次线性搜索.在不需要满足严格互补条件下,证明了算法是全局收敛且是局部二阶收敛的.数值实验表明算法是有效的. 展开更多
关键词 非线性互补问题 P0-函数 光滑函数 光滑算法 收敛性
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Two-Sided Empirical Bayes Test for the Exponential Family with Contaminated Data
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作者 CHEN Jiaqing JIN Qianyu +1 位作者 CHEN Zhiqiang LIU Cihua 《Wuhan University Journal of Natural Sciences》 CAS 2013年第6期466-470,共5页
In this study, the two-sided Empirical Bayes test (EBT) rules for the parameter of continuous one-parameter exponential family with contaminated data (errors in variables) are constructed by a deconvolution kernel... In this study, the two-sided Empirical Bayes test (EBT) rules for the parameter of continuous one-parameter exponential family with contaminated data (errors in variables) are constructed by a deconvolution kernel method. The asymptotically optimal uniformly over a class of prior distributions and uniform rates of convergence, which depends on two types of the error distribu- tions for the proposed EBT rules, are obtained under suitable con- ditions. Finally, an example about the main results of this paper is given. 展开更多
关键词 empirical Bayes test asymptotic optimal conver-gence rate contaminated data
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INEXACT TWO-GRID METHODS FOR EIGENVALUE PROBLEMS
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作者 Qun Gu Weiguo Gao 《Journal of Computational Mathematics》 SCIE CSCD 2015年第6期557-575,共19页
We discuss the inexact two-grid methods for solving eigenvalue problems, including both partial differential and integral equations. Instead of solving the linear system exactly in both traditional two-grid and accele... We discuss the inexact two-grid methods for solving eigenvalue problems, including both partial differential and integral equations. Instead of solving the linear system exactly in both traditional two-grid and accelerated two-grid method, we point out that it is enough to apply an inexact solver to the fine grid problems, which will cut down the computational cost. Different stopping criteria for both methods are developed for keeping the optimality of the resulting solution. Numerical examples are provided to verify our theoretical analyses. 展开更多
关键词 INEXACT Two-grid EIGENVALUE EIGENVECTOR Finite element method conver-gence rate.
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HOMOGENIZATION FOR NONLINEAR SCHRODINGER EQUATIONS WITH PERIODIC NONLINEARITY AND DISSIPATION IN FRACTIONAL ORDER SPACES
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作者 冯斌华 赵敦 孙春友 《Acta Mathematica Scientia》 SCIE CSCD 2015年第3期567-582,共16页
We study the nonlinear SchrSdinger equation with time-oscillating nonlinearity and dissipation originated from the recent studies of Bose-Einstein condensates and optical systems which reads iψt+△ψ+Ф(ωt)|ψ... We study the nonlinear SchrSdinger equation with time-oscillating nonlinearity and dissipation originated from the recent studies of Bose-Einstein condensates and optical systems which reads iψt+△ψ+Ф(ωt)|ψ|αψ+iξ (ωt)ψ= 0. Under some conditions, we show that as ω→∞ , the solution ψω will locally converge to the solution of the averaged equation iψt+△ψ+Ф(ωt)|ψ|αψ+iξ (ωt)ψ= 0 with the same initial condition in Lq((0, T), B-S/T,2) for all admissible pairs (q, r), where T∈ (0, Tmax). We also show that if the dissipation coefficient ξ0 large enough, then, ψω is global if w is sufficiently large and ψω converges to ψ in Lq((0, ∞), B-S/T,2), for all admissible pairs (q, r). In particular, our results hold for both subcritical and critical nonlinearities. 展开更多
关键词 Nonlinear SchrSdinger equation averaged equation global existence conver-gence
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Convergence Theorems of Mann and Ishikawa Iterative Processes with Errors for Multivalued Φ-strongly Accretive Mapping
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作者 张国伟 《Northeastern Mathematical Journal》 CSCD 2003年第2期174-180,共7页
Let X be a real Banach space and A : X→ 2x a bounded uniformly continuous Φ-strongly accretive multivalued mapping. For any f ∈ X, Mann and Ishikawa iterative processes with errors converge strongly to the unique s... Let X be a real Banach space and A : X→ 2x a bounded uniformly continuous Φ-strongly accretive multivalued mapping. For any f ∈ X, Mann and Ishikawa iterative processes with errors converge strongly to the unique solution of Ax (?) f. The conclusion in this paper weakens the stronger conditions about errors in Chidume and Moore's theorem (J. Math. Anal. Appl, 245(2000), 142-160). 展开更多
关键词 Mann and Ishikawa iteration Φ-strongly accretive mapping conver-gence theorem
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