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基于FA-EKF的锂电池参数辨识与SOC估计
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作者 李晓晨 杨帆 纳春宁 《电工电气》 2024年第12期9-14,共6页
随着新能源汽车的广泛使用,锂电池的荷电状态(SOC)成为电池管理系统的研究热点。针对扩展卡尔曼滤波(EKF)的锂电池的荷电状态估计中传统参数辨识法易受初始条件影响,而陷入局部最优的问题,提出了适用于非线性系统的萤火虫算法(FA)参数辨... 随着新能源汽车的广泛使用,锂电池的荷电状态(SOC)成为电池管理系统的研究热点。针对扩展卡尔曼滤波(EKF)的锂电池的荷电状态估计中传统参数辨识法易受初始条件影响,而陷入局部最优的问题,提出了适用于非线性系统的萤火虫算法(FA)参数辨识,并与遗传算法(GA)的参数辨识结果比较,结合扩展卡尔曼滤波法,实现两种参数辨识结果的荷电状态估计。采用MATLAB/Simulink软件搭建EKF模型,仿真结果表明,相对于GA-EKF,所提出的FA-EKF参数辨识与SOC估计精度更高。 展开更多
关键词 锂电池 新能源汽车 参数辨识 荷电状态估计 扩展卡尔曼滤波 萤火虫算法 遗传算法
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基于最小二乘支持向量机和萤火虫算法的开式循环水系统优化 被引量:4
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作者 王玺 张学东 +1 位作者 司风琪 徐治皋 《动力工程学报》 CAS CSCD 北大核心 2015年第3期251-256,共6页
针对开式循环水系统循环水泵优化问题,考虑开式循环水系统循环水体积流量随静扬程变化而改变的特点,建立了基于最小二乘支持向量机回归的静扬程软测量模型;基于凝汽器真空预测模型,建立循环水泵等效益曲线目标函数,并采用萤火虫算法对... 针对开式循环水系统循环水泵优化问题,考虑开式循环水系统循环水体积流量随静扬程变化而改变的特点,建立了基于最小二乘支持向量机回归的静扬程软测量模型;基于凝汽器真空预测模型,建立循环水泵等效益曲线目标函数,并采用萤火虫算法对等效益工况点进行求解.结果表明:静扬程软测量模型测得的静扬程与真实静扬程的最大相对误差控制在4%以内;通过分析100个样本,凝汽器真空预测模型的预测真空与实际真空的最大相对误差控制在3%以内;对比枚举法可知,采用萤火虫算法寻求等效益工况点的方法具有一定准确性,为离散问题的优化提供了新思路. 展开更多
关键词 开式循环水系统 最小二乘支持向量机 背压 等效益曲线 萤火虫算法
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Waste Minimization Through Process Integration and Multi-objective Optimization 被引量:4
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作者 高瑛 石磊 姚平经 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2001年第3期267-272,共6页
By avoiding or reducing the production of waste, waste minimization is an effective approach to solve the pollution problem in chemical industry. Process integration supported by multi-objective optimization provides ... By avoiding or reducing the production of waste, waste minimization is an effective approach to solve the pollution problem in chemical industry. Process integration supported by multi-objective optimization provides a framework for process design or process retrofit by simultaneously optimizing on the aspects of environment and economics. Multi-objective genetic algorithm is applied in this area as the solution approach for the multi-objective optimization problem. 展开更多
关键词 waste minimization process integration multi-objective optimization multi-objective genetic algo- rithm
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STUDY ON CONSTITUTIVE RELATIONSHIP OF Ti-5Al-2Sn-2Zr-4Cr-4Mo ALLOY AND SIMULATION OF HOT FORMING PROCESSES 被引量:1
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作者 X. Q. Zhang Y. H. Peng M. Q. Li and X. Y. Ruan( 1)Department of Plasticity Technology, Shanghai Jiao TOng University, Shanghai 200030 2)School of Material Science and Engineering, Northwestern Polytechnical University, Xi’ an 710072, China) 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2000年第1期342-348,共7页
In the present research, artificial artificial networks hare be applied to establish the constitutive rela- tionship model of Ti - 5Al - 2Sn - 2Zr - 4Mo - 4Cr (wt - % ) alloy. In the first stage of the re- search... In the present research, artificial artificial networks hare be applied to establish the constitutive rela- tionship model of Ti - 5Al - 2Sn - 2Zr - 4Mo - 4Cr (wt - % ) alloy. In the first stage of the re- search, an isothermal compressive experiment using Thermecmastor - Z hot simulator is studied to ac- quire the flow stress at different deformation temperature,equivalent strain and equivalent strain rate. Then,a feed - forward neural network is trained by using the experimental data.After the training process is finished, the neural networks become a knowledge-based constitutive relationship system. Comparison of the predicted and experimental results results shows that the neural network model has good le- arning precision and good generalization.The neural neural network methods are found to show much better agreement than existing methods with the experiment data, and have the advantage of being able to deal with noisy for or data with strong non - linear reationships. At last, this model can be aused to simulate the flow behavior of Ti - 5Al - 2Sn - 2Zr - 4Mo - 4Ca alloy. 展开更多
关键词 titanium alloy consitutive relationship hot fowl processes BP algo- rithm
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PARALLEL ADAPTIVELY MODIFIED CHARACTERISTIC BASIS FUNCTION METHOD BASED ON STATIC LOAD BALANCE
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作者 Dai Fei Han Guodong Gu Changqing 《Journal of Electronics(China)》 2009年第4期532-536,共5页
Characteristic Basis Function Method (CBFM) is a novel approach for analyzing the ElectroMagnetic (EM) scattering from electrically large objects. Based on dividing the studied object into small blocks, the CBFM is su... Characteristic Basis Function Method (CBFM) is a novel approach for analyzing the ElectroMagnetic (EM) scattering from electrically large objects. Based on dividing the studied object into small blocks, the CBFM is suitable for parallel computing. In this paper, a static load balance parallel method is presented by combining Message Passing Interface (MPI) with Adaptively Modified CBFM (AMCBFM). In this method, the object geometry is partitioned into distinct blocks, and the serial number of blocks is sent to related nodes according to a certain rule. Every node only needs to calculate the information on local blocks. The obtained results confirm the accuracy and efficiency of the proposed method in speeding up solving large electrical scale problems. 展开更多
关键词 Adaptively Modified Characteristic Basis Function Method (AMCBFM) Parallel algo- rithm Static load balance
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Fault-Tolerant Routing Algorithm for Network-on-Chip Based on Dynamic XY Routing 被引量:1
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作者 LI Xiaohui CAO Yang +1 位作者 WANG Liwei CAI Tian 《Wuhan University Journal of Natural Sciences》 CAS 2009年第4期343-348,共6页
In order to ensure the reliability of network-on-chip (NoC) under faulty circumstance, a dynamic fault tolerant routing algorithm is proposed. This algorithm can implement detour routing when there are both static a... In order to ensure the reliability of network-on-chip (NoC) under faulty circumstance, a dynamic fault tolerant routing algorithm is proposed. This algorithm can implement detour routing when there are both static and dynamic permanent faults in the network. That means the packet is able to move around the fanlts to the destination with a non-minimum path. In addition, the multi-level congestion control mechanism gives the algorithm the ability to distribute the load over the whole network and to avoid hotspots around the faults. Simulation results demonstrate the advantage of the proposed routing algorithm in terms of average packet latency and packet loss rate compared with negative-first routing algo- rithm and DyAD routing algorithm in the presence of permanent faults. For the proposed algorithm, it can get much less average packet latency and lead to less than 20% packet loss rate. 展开更多
关键词 network-on-chip (NoC) fault-tolerant routing algo- rithm congestion control
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CONVERGENCE RATE ANALYSIS OF MULTIPLICATIVE SCHWARZ ALGORITHM FOR ELLIPTIC VARIATIONAL INEQUALITIES
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作者 ZENG Jinping ZHOU Shuzi (Department of Applied Mathematics, Hunan University, Changsha 410082, China) WANG Lieheng (ICMSEC, Chinese Academy of Sciences, Beijing 100080, China) 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2001年第3期247-254,共8页
Considering multiplicative Schwarz algorithm for solving algebraic obstacle problems, we show the geometric convergence of the algorithm by the use of discrete maximum principle. We also get a decay rate bound indepen... Considering multiplicative Schwarz algorithm for solving algebraic obstacle problems, we show the geometric convergence of the algorithm by the use of discrete maximum principle. We also get a decay rate bound independent of the meshsize for the iterative error and illustrate the method by some numerical experiments. 展开更多
关键词 Variational INEQUALITIES OBSTACLE problems MULTIPLICATIVE SCHWARZ algo- rithms iteration error.
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A new technique for solving the multi-objective optimization problem using hybrid approach 被引量:1
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作者 Mimoun YOUNES Khodja FOUAD Belabbes BAGDAD 《Frontiers in Energy》 SCIE CSCD 2014年第4期490-503,共14页
Energy efficiency, which consists of using less energy or improving the level of service to energy consumers, refers to an effective way to provide overall energy. But its increasing pressure on the energy sector to c... Energy efficiency, which consists of using less energy or improving the level of service to energy consumers, refers to an effective way to provide overall energy. But its increasing pressure on the energy sector to control greenhouse gases and to reduce CO2 emissions forced the power system operators to consider the emission problem as a consequential matter besides the economic problems. The economic power dispatch problem has, therefore, become a multi-objective optimization problem. Fuel cost, pollutant emissions, and system loss should be minimized simultaneously while satisfying certain system constraints. To achieve a good design with different solutions in a multi-objective optimization problem, fuel cost and pollutant emissions are converted into single optimization problem by introducing penalty factor. Now the power dispatch is formulated into a hi-objective optimization problem, two objectives with two algorithms, firefly algorithm for optimization the fuel cost, pollutant emissions and the real genetic algorithm for minimization of the transmission losses. In this paper the new approach (firefly algorithm-real genetic algorithm, FFA-RGA) has been applied to the standard IEEE 30-bus 6-generator. The effectiveness of the proposed approach is demonstrated by comparing its performance with other evolutionary multi- objective optimization algorithms. Simulation results show the validity and feasibility of the proposed method. 展开更多
关键词 economic power dispatch (EPD) firefly algo- rithm (FFA) real genetic algorithm (RGA) hybrid method
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The Twisted-Cube Connected Networks 被引量:5
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作者 王德强 赵连昌 《Journal of Computer Science & Technology》 SCIE EI CSCD 1999年第2期181-187,共7页
This paper presents a new interconnection net work topology ,called The twisted-cube connected network is a variant of the hypercube, and it has a better recursive structure . The regularity, connectivities, subgraphs... This paper presents a new interconnection net work topology ,called The twisted-cube connected network is a variant of the hypercube, and it has a better recursive structure . The regularity, connectivities, subgraphs of the twisted- cube conaected aetwork are studied . The twisted-cube connected network is proved to be a 3-cube-free network, which is the essential difference from the hypercube and variants of the hypercube. An efficient routing algorithm is proposed, and the diameter of n-dimensional twisted-cube connected network is proved to be just which is less than that of the hypercube. 展开更多
关键词 CONNECTIVITY HYPERCUBE interconnection network routing algo- rithm .
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