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PROPER SPLITTINGS FOR RESTRICTED LINEAR EQUATIONS AND THE GENERALIZED INVERSE A_(T,S)~2 被引量:2
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作者 王国荣 魏益民 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1998年第1期1-13,共13页
This paper presents a proper splitting iterative method for comparing the general restricted linear euqations Ax=b, x ∈T (where, b ∈AT, and T is an arbitrary but fixed subspace of C<sup>m</sup>) and th... This paper presents a proper splitting iterative method for comparing the general restricted linear euqations Ax=b, x ∈T (where, b ∈AT, and T is an arbitrary but fixed subspace of C<sup>m</sup>) and the generalized in A<sub>T,S</sub> For the special case when b ∈AT and dim(T)=dim(AT), this splitting iterative methverse A<sub>T,S</sub> hod converges to A<sub>T,S</sub>b (the unique solution of the general restricted system Ax=bx ∈T). 展开更多
关键词 PROPER splitting RESTRICTED linear equations the generalized inverse A2T S.
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Generalized Quantum Two-Qutrit-State Splitting 被引量:2
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作者 YUAN Hao LIU Yi-Min ZHANG Zhan-Jun 《Communications in Theoretical Physics》 SCIE CAS CSCD 2008年第10期873-878,共6页
A three-party scheme for splitting an arbitrary unknown two-qutrit state is proposed,where two non-maximally-entangled three-qutrit states are taken as the quantum channel among three parties.With the sender'shelp... A three-party scheme for splitting an arbitrary unknown two-qutrit state is proposed,where two non-maximally-entangled three-qutrit states are taken as the quantum channel among three parties.With the sender'shelp,if and only if both receivers collaborate together,they can securely share the quantum state in a probabilisticway by introducing an ancilla qutrit and performing appropriate unitary operations.The relation between the successprobability and coefficients characterizing the quantum channel is revealed.The security of the present scheme is analyzedand confirmed.Moreover,the generalization of the three-party scheme to more-party case is also sketched. 展开更多
关键词 generalized quantum state splitting partially entangled state generalized Bell-state measurement single-qutrit projective measurement
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Recent Progress and Approaches on Carbon-Free Energy from Water Splitting 被引量:4
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作者 Aslam Hossain K.Sakthipandi +1 位作者 A.K.M.Atique Ullah Sanjay Roy 《Nano-Micro Letters》 SCIE EI CAS CSCD 2019年第4期791-816,共14页
Sunlight is the most abundant renewable energy resource,providing the earth with enough power that is capable of taking care of all of humanity’s desires-a hundred times over.However,as it is at times diffuse and int... Sunlight is the most abundant renewable energy resource,providing the earth with enough power that is capable of taking care of all of humanity’s desires-a hundred times over.However,as it is at times diffuse and intermittent,it raises issues concerning how best to reap this energy and store it for times when the Sun is not shining.With increasing population in the world and modern economic development,there will be an additional increase in energy demand.Devices that use daylight to separate water into individual chemical elements may well be the answer to this issue,as water splitting produces an ideal fuel.If such devices that generate fuel were to become widely adopted,they must be low in cost,both for supplying and operation.Therefore,it is essential to research for cheap technologies for water ripping.This review summarizes the progress made toward such development,the open challenges existing,and the approaches undertaken to generate carbon-free energy through water splitting. 展开更多
关键词 Water splitting RENEWABLE energy SOURCES Hydrogen generation PHOTOCATALYSIS NANOSTRUCTURE
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GENERAL SPLIT FEASIBILITY PROBLEMS FOR TWO FAMILIES OF NONEXPANSIVE MAPPINGS IN HILBERT SPACES 被引量:1
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作者 唐金芳 张石生 刘敏 《Acta Mathematica Scientia》 SCIE CSCD 2016年第2期602-613,共12页
The purpose of this article is to introduce a general split feasibility problems for two families of nonexpansive mappings in Hilbert spaces. We prove that the sequence generated by the proposed new algorithm converge... The purpose of this article is to introduce a general split feasibility problems for two families of nonexpansive mappings in Hilbert spaces. We prove that the sequence generated by the proposed new algorithm converges strongly to a solution of the general split feasibility problem. Our results extend and improve some recent known results. 展开更多
关键词 general split feasibility problems nonexpansive mappings Hilbert space strong convergence
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Generalized Internal Model Robust Control for Active Front Steering Intervention 被引量:8
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作者 WU Jian ZHAO Youqun +2 位作者 JI Xuewu LIU Yahui ZHANG Lipeng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第2期285-293,共9页
Because of the tire nonlinearity and vehicle's parameters'uncertainties,robust control methods based on the worst cases,such as H_∞,μsynthesis,have been widely used in active front steering control,however,in orde... Because of the tire nonlinearity and vehicle's parameters'uncertainties,robust control methods based on the worst cases,such as H_∞,μsynthesis,have been widely used in active front steering control,however,in order to guarantee the stability of active front steering system(AFS)controller,the robust control is at the cost of performance so that the robust controller is a little conservative and has low performance for AFS control.In this paper,a generalized internal model robust control(GIMC)that can overcome the contradiction between performance and stability is used in the AFS control.In GIMC,the Youla parameterization is used in an improved way.And GIMC controller includes two sections:a high performance controller designed for the nominal vehicle model and a robust controller compensating the vehicle parameters'uncertainties and some external disturbances.Simulations of double lane change(DLC)maneuver and that of braking on split-μroad are conducted to compare the performance and stability of the GIMC control,the nominal performance PID controller and the H_∞controller.Simulation results show that the high nominal performance PID controller will be unstable under some extreme situations because of large vehicle's parameters variations,H_∞controller is conservative so that the performance is a little low,and only the GIMC controller overcomes the contradiction between performance and robustness,which can both ensure the stability of the AFS controller and guarantee the high performance of the AFS controller.Therefore,the GIMC method proposed for AFS can overcome some disadvantages of control methods used by current AFS system,that is,can solve the instability of PID or LQP control methods and the low performance of the standard H_∞controller. 展开更多
关键词 active front steering system generalized internal model robust control H_∞ optimization PID split road
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Well-Posedness and Decay of Solution to Three-Dimensional Generalized Navier-Stokes Equations with Damping
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作者 LIU Xiaofeng ZOU Lulu 《Journal of Donghua University(English Edition)》 EI CAS 2020年第5期396-401,共6页
The generalized Navier-Stokes equations with damping are considered.We will show that the generalized Navier-Stokes equations with damping |u|^β-1u have weak solutions for anyβ>1 and 0<α<5/4,and we will us... The generalized Navier-Stokes equations with damping are considered.We will show that the generalized Navier-Stokes equations with damping |u|^β-1u have weak solutions for anyβ>1 and 0<α<5/4,and we will use the Fourier splitting method to prove the L2 decay of weak solutions forβ>2 and 0<α<3/4. 展开更多
关键词 generalized Navier-Stokes equation DAMPING DECAY Fourier splitting method
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Two-Parameter Block Triangular Splitting Preconditioner for Block Two-by-Two Linear Systems
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作者 Bo Wu Xingbao Gao 《Communications on Applied Mathematics and Computation》 EI 2023年第4期1601-1615,共15页
This paper proposes a two-parameter block triangular splitting(TPTS)preconditioner for the general block two-by-two linear systems.The eigenvalues of the corresponding preconditioned matrix are proved to cluster aroun... This paper proposes a two-parameter block triangular splitting(TPTS)preconditioner for the general block two-by-two linear systems.The eigenvalues of the corresponding preconditioned matrix are proved to cluster around 0 or 1 under mild conditions.The limited numerical results show that the TPTS preconditioner is more efficient than the classic block-diagonal and block-triangular preconditioners when applied to the flexible generalized minimal residual(FGMRES)method. 展开更多
关键词 Block triangular splitting Block two-by-two linear systems Eigenvalues PRECONDITIONER flexible generalized minimal residual(FGMRES)
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Construction of Split-Plot Designs with General Minimum Lower Order Confounding
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作者 Kexin Li Beichen Han Zhenzhen Niu 《Open Journal of Applied Sciences》 CAS 2023年第3期261-274,共14页
Fractional factorial split-plot design has been widely used in many fields due to its advantage of saving experimental cost. The general minimum lower order confounding criterion is usually used as one of the attracti... Fractional factorial split-plot design has been widely used in many fields due to its advantage of saving experimental cost. The general minimum lower order confounding criterion is usually used as one of the attractive design criterion for selecting fractional factorial split-plot design. In this paper, we are interested in the theoretical construction methods of the optimal fractional factorial split-plot designs under the general minimum lower order confounding criterion. We present the theoretical construction methods of optimal fractional factorial split-plot designs under general minimum lower order confounding criterion under several conditions. 展开更多
关键词 Fractional Factorial Design general Minimum Lower Order Confounding Criterion split-Plot Design
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对偶扩张代数的分裂挠理论与Generic模
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作者 杜先能 《数学年刊(A辑)》 CSCD 北大核心 2002年第5期547-554,共8页
设A是一个有限维代数,R是A的对偶扩张代数.MA是一个A-模.给定一个倾斜R-模M(?)AR,我们知道MA一定是一个倾斜A-模 设(TM(?)AR,FM(?)AR)与(TM,FM)是分别由M(?)AR和MR导出的挠理论.本文讨论挠理论的分裂性以及GenericA-模与Gen... 设A是一个有限维代数,R是A的对偶扩张代数.MA是一个A-模.给定一个倾斜R-模M(?)AR,我们知道MA一定是一个倾斜A-模 设(TM(?)AR,FM(?)AR)与(TM,FM)是分别由M(?)AR和MR导出的挠理论.本文讨论挠理论的分裂性以及GenericA-模与GenericR-模之间的关系. 展开更多
关键词 对偶扩张 分裂挠理论 generic模
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Optimal allocation and sizing of PV/Wind/Split-diesel/Battery hybrid energy system for minimizing life cycle cost,carbon emission and dump energy of remote residential building 被引量:11
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作者 A.S.O.Ogunjuyigbe T.R.Ayodele +1 位作者 O.A.Akinola 侯恩哲 《建筑节能》 CAS 2016年第6期38-38,共1页
关键词 Optimal allocation and sizing Hybrid energy system split-diesel generator Genetic algorithm
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Generation of entanglement in the atom-cavity-fibre system via adiabatic passage 被引量:1
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作者 李艳玲 方卯发 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第3期66-70,共5页
A scheme, based on the system composed of three atoms separately trapped in three cavities coupled by optical fibres, for entangling two distant atoms via the adiabatic passage is proposed. It is found that the multi-... A scheme, based on the system composed of three atoms separately trapped in three cavities coupled by optical fibres, for entangling two distant atoms via the adiabatic passage is proposed. It is found that the multi-particle W entangled state can also be generated. Moreover, the quantum information sharing can be implemented using this system. These results may be helpful for the implementation of quantum network and useful in quantum cryptography. This scheme is also convenient for operating since only the laser fields applied to the atoms need to be adjusted to accomplish the processes. 展开更多
关键词 entanglement generation quantum information splitting atom-cavity fibre system
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The Mathematical Foundations of General Relativity Revisited 被引量:2
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作者 Jean-Francois Pommaret 《Journal of Modern Physics》 2013年第8期223-239,共17页
The purpose of this paper is to present for the first time an elementary summary of a few recent results obtained through the application of the formal theory of partial differential equations and Lie pseudogroups in ... The purpose of this paper is to present for the first time an elementary summary of a few recent results obtained through the application of the formal theory of partial differential equations and Lie pseudogroups in order to revisit the mathematical foundations of general relativity. Other engineering examples (control theory, elasticity theory, electromagnetism) will also be considered in order to illustrate the three fundamental results that we shall provide successively. 1) VESSIOT VERSUS CARTAN: The quadratic terms appearing in the “Riemann tensor” according to the “Vessiot structure equations” must not be identified with the quadratic terms appearing in the well known “Cartan structure equations” for Lie groups. In particular, “curvature + torsion” (Cartan) must not be considered as a generalization of “curvature alone” (Vessiot). 2) JANET VERSUS SPENCER: The “Ricci tensor” only depends on the nonlinear transformations (called “elations” by Cartan in 1922) that describe the “difference” existing between the Weyl group (10 parameters of the Poincaré subgroup + 1 dilatation) and the conformal group of space-time (15 parameters). It can be defined without using the indices leading to the standard contraction or trace of the Riemann tensor. Meanwhile, we shall obtain the number of components of the Riemann and Weyl tensors without any combinatoric argument on the exchange of indices. Accordingly and contrary to the “Janet sequence”, the “Spencer sequence” for the conformal Killing system and its formal adjoint fully describe the Cosserat equations, Maxwell equations and Weyl equations but General Relativity is not coherent with this result. 3) ALGEBRA VERSUS GEOMETRY: Using the powerful methods of “Algebraic Analysis”, that is a mixture of homological agebra and differential geometry, we shall prove that, contrary to other equations of physics (Cauchy equations, Cosserat equations, Maxwell equations), the Einstein equations cannot be “parametrized”, that is the generic solution cannot be expressed by means of the derivatives of a certain number of arbitrary potential-like functions, solving therefore negatively a 1000 $ challenge proposed by J. Wheeler in 1970. Accordingly, the mathematical foundations of electromagnetism and gravitation must be revisited within this formal framework, though striking it may look like. We insist on the fact that the arguments presented are of a purely mathematical nature and are thus unavoidable. 展开更多
关键词 general Relativity Riemann TENSOR Weyl TENSOR Ricci TENSOR Einstein Equations LIE Groups LIE Pseudogroups DIFFERENTIAL SEQUENCE SPENCER Operator JANET SEQUENCE SPENCER SEQUENCE DIFFERENTIAL Module Homological Algebra Extension Modules split Exact SEQUENCE
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一般各向异性介质中qS1和qS2波波前分离
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作者 李兴旺 王迪 白超英 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2024年第7期2773-2784,共12页
地震波在各向异性介质中传播时存在横波分裂现象,可用于研究岩石中地震波传播特征和了解地下介质各向异性参数.一般各向异性介质中计算三种地震波(qP,qS1,qS2)相速度和群速度的研究日趋成熟,但分离qS1和qS2波的波前仍然是一项具有挑战... 地震波在各向异性介质中传播时存在横波分裂现象,可用于研究岩石中地震波传播特征和了解地下介质各向异性参数.一般各向异性介质中计算三种地震波(qP,qS1,qS2)相速度和群速度的研究日趋成熟,但分离qS1和qS2波的波前仍然是一项具有挑战性的工作.为此,本文基于新近给出的一般各向异性介质中三种波(qP,qS1,qS2)群速度的解析计算公式,依据相速度光滑连续的条件给出相邻方向上qS1和qS2波识别方法;为避免数值计算误差造成识别错误,构建了置信度函数,并借鉴快速行进法的思想逐点进行判别以分离qS1和qS2波的波前,最终得到三种波(qP,qS1,qS2)各自独立且完整的波前面.多个数值模拟试验结果表明,该算法适用于不同类型各向异性介质,且不受波前复杂程度的影响,具有较高的稳定性,可为一般各向异性介质中多次波射线追踪、多震相走时反演以及横波分裂研究等提供算法支持. 展开更多
关键词 一般各向异性介质 群速度 横波分裂 波前分离
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基于拆分注意力网络的单图像超分辨率重建
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作者 彭晏飞 刘蓝兮 +2 位作者 王刚 孟欣 李泳欣 《液晶与显示》 CAS CSCD 北大核心 2024年第7期950-960,共11页
针对现有生成对抗网络的单图像超分辨率重建在大尺度因子下存在训练不稳定、特征提取不足和重建结果纹理细节严重缺失的问题,提出一种拆分注意力网络的单图超分辨率重建方法。首先,以拆分注意力残差模块作为基本残差块构造生成器,提高... 针对现有生成对抗网络的单图像超分辨率重建在大尺度因子下存在训练不稳定、特征提取不足和重建结果纹理细节严重缺失的问题,提出一种拆分注意力网络的单图超分辨率重建方法。首先,以拆分注意力残差模块作为基本残差块构造生成器,提高生成器特征提取的能力。其次,在损失函数中引入鲁棒性更好的Charbonnier损失函数和Focal Frequency Loss损失函数代替均方差损失函数,同时加入正则化损失平滑训练结果,防止图像过于像素化。最后,在生成器和判别器中采用谱归一化处理,提高网络的稳定性。在4倍放大因子下,与其他方法在Set5、Set14、BSDS100、Urban100测试集上进行测试比较,本文方法的峰值信噪比比其他对比方法的平均值提升1.419 dB,结构相似性比其他对比方法的平均值提升0.051。实验数据和效果图表明,该方法主观上具有丰富的细节和更好的视觉效果,客观上具有较高的峰值信噪比值和结构相似度值。 展开更多
关键词 超分辨率 生成对抗网络 谱归一化 拆分注意力网络
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夹心杆系统中一维弹塑性波演化精细分析(Ⅱ):弹塑性交界面与平台段反射衰减
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作者 高光发 《爆炸与冲击》 EI CAS CSCD 北大核心 2024年第8期120-130,共11页
相对于入射波加载阶段透反射分析过程,入射波平台段持续时间长且弹塑性传播与演化行为复杂得多,此阶段试件内弹塑性波相互作用的影响非常明显。开展了矩形入射波作用下试件内弹塑性波的相互作用及其在两个界面上的弹塑性透反射行为计算... 相对于入射波加载阶段透反射分析过程,入射波平台段持续时间长且弹塑性传播与演化行为复杂得多,此阶段试件内弹塑性波相互作用的影响非常明显。开展了矩形入射波作用下试件内弹塑性波的相互作用及其在两个界面上的弹塑性透反射行为计算,定量研究了夹心杆系统中反射波的衰减特征。结果表明:强入射波作用下,由于弹塑性波相互作用,试件内形成了曲线型弹塑性交界面,使透射端达到屈服状态的时间明显提前,该弹塑性交界面以大于弹性声速的速度向反射端变速传播;在塑性阶段,反射波的衰减是试件截面积增大引起的广义波阻抗增大和压缩引起的塑性波往返次数增加两个方面导致的衰减量之和。计算显示,试件的密度变化虽然明显影响其波速和广义波阻抗,但两个方面引起的衰减量之和正好接近于零,使得密度变化对透反射波平台段变化的影响可以忽略;塑性模量的增大使得反射波在平台端衰减更快,而试件直径对反射波衰减速度的影响并不是单调的,从4 mm增大到10 mm,反射波衰减速度增大,但增大到12 mm后衰减量反而有所减小。研究结果可为分离式Hopkinson压杆试验透反射波形的深入分析以及精细化试验设计与数据处理提供参考。 展开更多
关键词 分离式HOPKINSON压杆 弹塑性交界面 应力衰减 反射波 透射波 广义波阻抗
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活动分解和多资源约束下的时间费用均衡问题(TCTP)优化研究
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作者 孔峰 韩贝贝 司戈 《科技通报》 2024年第2期55-62,共8页
以往的大多数研究假设没有考虑到活动分解和多资源约束对工期和成本的双重影响。基于此,本文构建了一个新的项目调度模型。首次将活动分解、广义优先关系、资源日历、活动持续时间等多种因素一同考虑,利用改进后节点网络图,建立约束规划... 以往的大多数研究假设没有考虑到活动分解和多资源约束对工期和成本的双重影响。基于此,本文构建了一个新的项目调度模型。首次将活动分解、广义优先关系、资源日历、活动持续时间等多种因素一同考虑,利用改进后节点网络图,建立约束规划(constraint programming,CP)优化进行调度研究。通过算例,得到有效的调度结果,验证了该模型的有效性和实用性,可为活动分解下的多资源约束问题在建筑工程或土木工程中提供参考。 展开更多
关键词 活动分解 资源日历 广义优先关系 活动持续时间 时间费用均衡
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非贵金属掺杂改性g-C_(3)N_(4)光催化分解水制氢的研究进展 被引量:1
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作者 李苗 李欣儒 +1 位作者 武威 周远 《中国陶瓷》 CAS CSCD 北大核心 2024年第1期1-8,34,共9页
光催化裂解水产氢是缓解能源危机和环境污染两大难题最有前景的技术之一。石墨相氮化碳(g-C_(3)N_(4))以其合适的带隙宽度、丰富的活性位点和成本低廉等优点,近年已成为极具有应用前景的光催化材料。然而,单一g-C_(3)N_(4)的可见光响应... 光催化裂解水产氢是缓解能源危机和环境污染两大难题最有前景的技术之一。石墨相氮化碳(g-C_(3)N_(4))以其合适的带隙宽度、丰富的活性位点和成本低廉等优点,近年已成为极具有应用前景的光催化材料。然而,单一g-C_(3)N_(4)的可见光响应范围窄、电子-空穴复合严重、光催化产氢效率低等问题制约了其在光催化领域的应用。对g-C_(3)N_(4)进行形貌调控、表面改性、元素掺杂、构建异质结是改善其光催化性能的有效策略。介绍了目前金属掺杂改性g-C_(3)N_(4)复合材料常见的制备方法,归纳了碱金属、过渡金属及稀土金属等非贵金属掺杂改性g-C_(3)N_(4)基复合材料的光催化水解制氢相关研究进展,旨在为光催化分解水制氢方面提供参考。 展开更多
关键词 石墨相碳化氮 金属掺杂 光催化产氢
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基于双向安德森加速分解协调算法的输配协同无功优化 被引量:1
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作者 路镇铭 徐英 +2 位作者 仪忠凯 李志民 郭钰锋 《电力系统自动化》 EI CSCD 北大核心 2024年第12期130-138,共9页
新型电力系统中新能源渗透率不断增加,输电网和配电网协同运行环境复杂多变,对输配协同优化算法的收敛性提出了更高的挑战。鉴于此,应用广义主从分裂法将输配协同无功优化问题分解为输电网和多个配电网的并行优化问题;为改善广义主从分... 新型电力系统中新能源渗透率不断增加,输电网和配电网协同运行环境复杂多变,对输配协同优化算法的收敛性提出了更高的挑战。鉴于此,应用广义主从分裂法将输配协同无功优化问题分解为输电网和多个配电网的并行优化问题;为改善广义主从分裂法的计算效率,提出了基于功率、电压等多元信息交互及历史信息修正的双向安德森加速策略;在此基础上,提出了融合原对偶内点法、启发式算法和辅助函数的输配协同无功优化方法,实现了输电网和配电网多种类灵活性资源的协调配合和优化控制。算例仿真结果表明,所提方法能有效改善主从分裂法边界的收敛性能,在大规模分布式能源接入的输配协同无功优化场景中具有更好的应用价值。 展开更多
关键词 新型电力系统 输配协同优化 无功优化 广义主从分裂法 双向安德森加速算法
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0D/1D Cd_(0.5)Zn_(0.5)S/VO_(2)S型异质结的构建及其可见光催化析氢性能研究 被引量:1
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作者 苏萍 于佳慧 +7 位作者 邓培新 渠德梁 梁腾腾 赵怀昊 杨楠 张大凤 葛博 蒲锡鹏 《聊城大学学报(自然科学版)》 2024年第5期123-131,共9页
采用共沉淀法制备了零维/一维(0D/1D)Cd_(0.5)Zn_(0.5)S/VO_(2)(CZS/VO)S型异质结光催化剂。采用X射线粉末衍射仪、X射线光电子能谱仪、扫描和透射电子显微镜等,表征了样品的物相结构、元素组成及微观形貌等,测试了材料的可见光催化析... 采用共沉淀法制备了零维/一维(0D/1D)Cd_(0.5)Zn_(0.5)S/VO_(2)(CZS/VO)S型异质结光催化剂。采用X射线粉末衍射仪、X射线光电子能谱仪、扫描和透射电子显微镜等,表征了样品的物相结构、元素组成及微观形貌等,测试了材料的可见光催化析氢性能。研究结果表明CZS/VO复合材料具有优异的可见光催化析氢活性。其中,当VO的质量分数为10%时,CZS/VO催化剂的析氢速率最高可达7.2 mmol·h^(-1)·g^(-1),是单相CZS的4.2倍,并且在四次循环试验中表现出良好的循环稳定性。这主要归因于其独特的0D/1D形貌和S型异质结的协同作用显著加速了光生载流子的界面迁移和分离,同时使载流子具有更高的氧化还原能力。 展开更多
关键词 光解水析氢 零维/一维 S型异质结 Cd_(0.5)Zn_(0.5)S VO_(2)
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基于GAN的拆分纵向联邦学习重建攻击
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作者 唐琳 冯秀芳 陈永乐 《计算机工程与设计》 北大核心 2024年第12期3531-3537,共7页
针对拆分纵向联邦学习的参与者在训练过程中输出的中间结果容易泄露大量隐私的问题,提出一种重建攻击Re_GAN。利用生成式对抗网络学习图像的先验知识,优化生成式对抗网络的输入,使重建图像和真实图像的中间结果逼近来重建参与者的隐私... 针对拆分纵向联邦学习的参与者在训练过程中输出的中间结果容易泄露大量隐私的问题,提出一种重建攻击Re_GAN。利用生成式对抗网络学习图像的先验知识,优化生成式对抗网络的输入,使重建图像和真实图像的中间结果逼近来重建参与者的隐私图像。在衡量中间结果时,使用分片沃瑟斯坦距离捕捉图像的特征。实验结果表明,Re_GAN在MNIST数据集、Fashion-MNIST数据集和CIFAR-10数据集上均能重建参与者图像,表明了拆分纵向联邦学习隐私存在泄露的风险。 展开更多
关键词 纵向联邦学习 拆分学习 重建攻击 生成式对抗网络 隐私泄露 机器学习 分布式系统
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