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Multi-output Gaussian Process Regression Model with Combined Kernel Function for Polyester Esterification Processes
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作者 王恒骞 耿君先 陈磊 《Journal of Donghua University(English Edition)》 CAS 2023年第1期27-33,共7页
In polyester fiber industrial processes,the prediction of key performance indicators is vital for product quality.The esterification process is an indispensable step in the polyester polymerization process.It has the ... In polyester fiber industrial processes,the prediction of key performance indicators is vital for product quality.The esterification process is an indispensable step in the polyester polymerization process.It has the characteristics of strong coupling,nonlinearity and complex mechanism.To solve these problems,we put forward a multi-output Gaussian process regression(MGPR)model based on the combined kernel function for the polyester esterification process.Since the seasonal and trend decomposition using loess(STL)can extract the periodic and trend characteristics of time series,a combined kernel function based on the STL and the kernel function analysis is constructed for the MGPR.The effectiveness of the proposed model is verified by the actual polyester esterification process data collected from fiber production. 展开更多
关键词 seasonal and trend decomposition using loess(STL) multi-output Gaussian process regression combined kernel function polyester esterification process
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Walsh Spectral Characteristics and the Auto-Correlation Function Characteristics of Forming Orthomorphic Permutations of Multi-Output Functions 被引量:4
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作者 ZHAO Yaqun WANG Jue 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1895-1898,共4页
Orthomorphic permutations have good characteristics in cryptosystems. In this paper, by using of knowledge about relation between orthomorphic permutations and multi-output functions, and conceptions of the generalize... Orthomorphic permutations have good characteristics in cryptosystems. In this paper, by using of knowledge about relation between orthomorphic permutations and multi-output functions, and conceptions of the generalized Walsh spectrum of multi-output functions and the auto-correlation function of multi-output functions to investigate the Walsh spectral characteristics and the auto-correlation function characteristics of orthormophic permutations, several results are obtained. 展开更多
关键词 orthomorphic permutation multi-output functions walsh spectral auto-correlation function
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Relationship between Multi-Output Partially Bent Functions and Multi-Output Bent Functions 被引量:2
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作者 ZHAO Yaqun JU Guizhi WANG Jue 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1887-1890,共4页
In this paper, the definition of multl-output partially Bent functions is presented and some properties are discussed. Then the relationship between multi-output partially Bent functions and multi-output Bent function... In this paper, the definition of multl-output partially Bent functions is presented and some properties are discussed. Then the relationship between multi-output partially Bent functions and multi-output Bent functions is given in Theorem 4, which includes Walsh spectrum expression and function expression. This shows that multi-output partially Bent functions and multi-output Bent functions can define each other in principle. So we obtain the general method to construct multi-output partially Bent functions from multi-output Bent functions. 展开更多
关键词 multi-output partially Bent functions multi-output Bent functions Walsh spectrum CONSTRUCTING
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IMPROVEMENT OF THE ALGORITHM PRINCIPLES FOR MINIMIZATION OF MULTI-OUTPUT FUNCTIONS
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作者 陈苏 许道荣 《Journal of Electronics(China)》 1993年第2期116-123,共8页
In this paper,the application of extraction principle for logic function minimiza-tion to multi-output case is studied.A defect in original algorithm in dealing with multi-outputextrema is made up,and on this base,thr... In this paper,the application of extraction principle for logic function minimiza-tion to multi-output case is studied.A defect in original algorithm in dealing with multi-outputextrema is made up,and on this base,three kinds of less-than terms in different conditions aredefined.In addition,three kinds of generalized definition of less-than terms are given,so as to findout more efficiently the covers with minimal number of terms and irredundant function outputs.This work makes the multi-output extraction principle closer to perfection.An algorithm basedon the work is presented. 展开更多
关键词 multi-output function MINIMIZATION Reduction of PLA MINIMAL AND-OR expression
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Spectral Characteristics of the Best Affine Approach of Multi-Output m-Valued Logical Functions
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作者 ZHAO Yaqun YING Dinghai FENG Dengguo 《Wuhan University Journal of Natural Sciences》 CAS 2007年第1期185-188,共4页
This paper discusses the best affine approach (BAA) of multi-output m-valued logical functions. First, it gives the spectra of rate of accordance between multi-output m-valued logical functions and their affine func... This paper discusses the best affine approach (BAA) of multi-output m-valued logical functions. First, it gives the spectra of rate of accordance between multi-output m-valued logical functions and their affine functions, then analyzes the BAA of multi-output m-valued logical functions and finally gives the spectral characteristics of BAA of multi-output m-valued logical functions. 展开更多
关键词 multi-output m-valued logical functions linear spectrum cyclic spectrum BAA(best affine approach)
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ON THE DEGREE OF COMPLETENESS OF CRYPTOGRAPHIC FUNCTIONS 被引量:1
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作者 Liu Jian Chen Lusheng 《Journal of Electronics(China)》 2014年第5期489-495,共7页
This paper discusses the degree of completeness of cryptographic functions, which is one of the cryptographic criteria should be considered in the design of stream ciphers. We establish the relationships between the d... This paper discusses the degree of completeness of cryptographic functions, which is one of the cryptographic criteria should be considered in the design of stream ciphers. We establish the relationships between the degree of completeness and other cryptographic criteria. For resilient Boolean functions, a method to enhance the degree of completeness is proposed, while the nonlinearity and the algebraic degree do not decrease. Moreover, two constructions of resilient functions are provided, which have optimal degree of completeness, high nonlinearity, and high algebraic degree. 展开更多
关键词 Degree of completeness multi-output Boolean functions NONLINEARITY Resiliency Linear structures
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A comparative analysis of multi-output frontier models
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作者 Tao ZHANG Eoghan GARVEY 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第10期1426-1436,共11页
Recently, there have been more debates on the methods of measuring efficiency. The main objective of this paper is to make a sensitivity analysis for different frontier models and compare the results obtained from the... Recently, there have been more debates on the methods of measuring efficiency. The main objective of this paper is to make a sensitivity analysis for different frontier models and compare the results obtained from the different methods of estimating multi-output frontier for a specific application. The methods include stochastic distance function frontier, stochastic ray frontier, and data envelopment analysis. The stochastic frontier regressions with and without the inefficiency effects model are also com-pared and tested. The results indicate that there are significant correlations between the results obtained from the alternative estimation methods. 展开更多
关键词 Efficiency multi-output Stochastic distance function frontier Stochastic ray frontier Data envelopment analysis(DEA) CORRELATION
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两类多输出一阶拟Bent函数的构造 被引量:1
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作者 刘志高 《武汉工程大学学报》 CAS 2010年第9期108-110,共3页
利用映射的特征矩阵给出了两类多输出一阶拟Bent函数的构造方法.分别构造出平衡多输出一阶拟Bent函数和具有相关免疫性的多输出一阶拟Bent函数.
关键词 拟BENT函数 多输出拟Bent函数 WALSH 循环谱
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一类多输出k阶拟Bent函数的构造及其密码学性质
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作者 刘志高 张福泰 《佳木斯大学学报(自然科学版)》 CAS 2010年第3期466-468,共3页
给出了多输出k阶拟Bent函数的一种构造方法.该方法通过组合两个无共同变元函数而构造出多输出k阶拟Bent函数.同时,还讨论了所构造的这类多输出k阶拟Bent函数的代数次数,非线性性,平衡性,扩散性及稳定性等密码学性质.这些性质来显示,多... 给出了多输出k阶拟Bent函数的一种构造方法.该方法通过组合两个无共同变元函数而构造出多输出k阶拟Bent函数.同时,还讨论了所构造的这类多输出k阶拟Bent函数的代数次数,非线性性,平衡性,扩散性及稳定性等密码学性质.这些性质来显示,多输出拟Bent函数是一类密码学性质良好的多输出函数.用作分组密码体制的非线性组合器时,能有效地抵抗差分分析和线性分析的攻击.另外,它还可应用于多输出前馈网等方面. 展开更多
关键词 拟BENT函数 多输出拟Bent函数 Walsh循环谱
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一类平衡相关免疫多输出k阶拟Bent函数的构造
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作者 李学宝 刘志高 《现代计算机(中旬刊)》 2012年第1期3-5,共3页
多输出拟Bent函数是一类密码学性质优良的密码函数,在非线性组合函数设计中有重要应用。利用映射的特征矩阵给出一类平衡相关免疫多输出k阶拟Bent函数的构造方法。所构造出的多输出拟k阶拟Bent函数可广泛应用于分组密码的S-盒设计和最... 多输出拟Bent函数是一类密码学性质优良的密码函数,在非线性组合函数设计中有重要应用。利用映射的特征矩阵给出一类平衡相关免疫多输出k阶拟Bent函数的构造方法。所构造出的多输出拟k阶拟Bent函数可广泛应用于分组密码的S-盒设计和最佳信号设计等领域。 展开更多
关键词 拟BENT函数 多输出拟Bent函数 Walsh循环谱
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Dynamic Modeling and Closed-loop Control of Hybrid Grid-connected Renewable Energy System with Multi-input Multi-output Controller 被引量:1
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作者 Mahdi Salimi Fereshteh Radmand Mansour Hosseini Firouz 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2021年第1期94-103,共10页
In this study, a novel approach for dynamic modeling and closed-loop control of hybrid grid-connected renewable energy system with multi-input multi-output(MIMO) controller is proposed. The studied converter includes ... In this study, a novel approach for dynamic modeling and closed-loop control of hybrid grid-connected renewable energy system with multi-input multi-output(MIMO) controller is proposed. The studied converter includes two parallel DC-DC boost converters, which are connected into the power grid through a single-phase H-bridge inverter. The proposed MIMO controller is developed for maximum power point tracking of photovoltaic(PV)/fuel-cell(FC) input power sources and output power control of the grid-connected DC-AC inverter. Considering circuit topology of the system, a unique MIMO model is proposed for the analysis of the entire system. A unique model of the system includes all of the circuit state variables in DCDC and DC-AC converters. In fact, from the viewpoint of closed-loop controller design, the hybrid grid-connected energy system is an MIMO system. The control inputs of the system are duty cycles of the DC-DC boost converters and the amplitude modulation index of DC-AC inverters. Furthermore, the control outputs are the output power of the PV/FC input power sources as well as AC power injected into the power grid. After the development of the unique model for the entire system, a decoupling network is introduced for system input-output linearization due to inherent connection of the control outputs with all of the system inputs. Considering the decoupled model and small signal linearization, the required linear controllers are designed to adjust the outputs. Finally, to evaluate the accuracy and effectiveness of the designed controllers, the PV/FC based grid-connected system is simulated using the MATLAB/Simulink toolbox. 展开更多
关键词 Multi-input multi-output(MIMO)converter maximum power point tracking grid-connected inverter conversion function matrix
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