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遗传算法研究进展 被引量:426
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作者 马永杰 云文霞 《计算机应用研究》 CSCD 北大核心 2012年第4期1201-1206,1210,共7页
对遗传算法编码策略、遗传算子、参数确定、收敛性、欺骗问题等理论在国内外的研究现状进行了系统的研究,并对遗传算法在国内外的研究进展和新的应用领域进行了讨论;最后,通过对近几年研究文献的统计分析,探讨了遗传算法的研究热点和发... 对遗传算法编码策略、遗传算子、参数确定、收敛性、欺骗问题等理论在国内外的研究现状进行了系统的研究,并对遗传算法在国内外的研究进展和新的应用领域进行了讨论;最后,通过对近几年研究文献的统计分析,探讨了遗传算法的研究热点和发展方向。 展开更多
关键词 遗传算法 遗传算子 收敛性 约束 多目标优化
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处理带约束的多目标优化进化算法 被引量:55
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作者 王跃宣 刘连臣 +1 位作者 牟盛静 吴澄 《清华大学学报(自然科学版)》 EI CAS CSCD 北大核心 2005年第1期103-106,共4页
针对当前对求解多目标优化的遗传算法中主要考虑如何处理相互冲突的多个目标间的优化,而很少考虑对约束条件的处理的问题,提出一种求解带约束的多目标优化遗传算法,利用邻域比较与存档操作遗传算法处理多个相互冲突的目标之间的优化、... 针对当前对求解多目标优化的遗传算法中主要考虑如何处理相互冲突的多个目标间的优化,而很少考虑对约束条件的处理的问题,提出一种求解带约束的多目标优化遗传算法,利用邻域比较与存档操作遗传算法处理多个相互冲突的目标之间的优化、利用不可行度选择操作处理约束条件和选用约束主导原理指导进化过程选择操作;面向多目标约束优化算法,列举了2个难点典型问题进行仿真计算研究,仿真结果表明该算法能较大概率地获得多目标约束优化问题的可行Pareto最优解。 展开更多
关键词 最佳化 多目标 约束 PARETO最优解 邻域比较与存档操作 不可行度选择 约束主导原理
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单元机组负荷多变量模型预测控制 被引量:27
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作者 雎刚 韦红旗 +1 位作者 陈绍炳 徐治皋 《中国电机工程学报》 EI CSCD 北大核心 2002年第4期144-148,共5页
提出了一种具有输入约束的多变量模型预测控制算法,并将其应用于单元机组负荷控制进行仿真研究,结果表明,该多变量约束预测控制算法是有效的,并具有算法简单,在线计算量小的优点。
关键词 单元机组 负荷 多变量模型 预测控制
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The structured total least squares algorithm research for passive location based on angle information 被引量:31
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作者 WANG Ding ZHANG Li WU Ying 《Science in China(Series F)》 2009年第6期1043-1054,共12页
Based on the constrained total least squares (CTLS) passive location algorithm with bearing-only measurements, in this paper, the same passive location problem is transformed into the structured total least squares ... Based on the constrained total least squares (CTLS) passive location algorithm with bearing-only measurements, in this paper, the same passive location problem is transformed into the structured total least squares (STLS) problem.The solution of the STLS problem for passive location can be obtained using the inverse iteration method.It also expatiates that both the STLS algorithm and the CTLS algorithm have the same location mean squares error under certain condition.Finally, the article presents a kind of location and tracking algorithm for moving target by combining STLS location algorithm with Kalman filter (KF).The efficiency and superiority of the proposed algorithms can be confirmed by computer simulation results. 展开更多
关键词 passive location angle information least squares total least squares constrained total least squares structured total least squares Kalman filter singular value decomposition QR decomposition
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一种新的求解约束多目标优化问题的遗传算法 被引量:24
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作者 黄冀卓 王湛 马人乐 《计算机工程与应用》 CSCD 北大核心 2006年第23期47-51,共5页
由于采用罚函数法将有约束多目标优化问题转化为无约束多目标优化问题会使求解不合理,因此,文章首先在无约束Pareto排序遗传算法的基础上,提出了一个简单、实用的能分别考虑目标函数和约束函数,而又可以避免采用罚函数的全新排序方法。... 由于采用罚函数法将有约束多目标优化问题转化为无约束多目标优化问题会使求解不合理,因此,文章首先在无约束Pareto排序遗传算法的基础上,提出了一个简单、实用的能分别考虑目标函数和约束函数,而又可以避免采用罚函数的全新排序方法。接着,针对小生境技术在遗传后期依旧会出现遗传漂移现象和共享半径不易确定等缺陷,提出了一种易于实现的超量惩罚策略来替代小生境技术,用以改进种群的多样性。此外,还采用了Pareto解集过滤器、邻域变异和群体重组等策略对算法的寻优能力进行改进,并最终形成了一种求解有约束多目标优化问题的Pareto遗传算法(CMOPGA),还给出了具体的算法流程图。最后采用两个数值算例对算法的求解性能进行了测试。数值试验表明,采用CMOPGA可方便地求得问题的Pareto前沿,并能使求得的Pareto最优解集具有可靠、均布、多样等特点。 展开更多
关键词 排序 有约束 多目标 PARETO 遗传算法
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Constrained total least squares algorithm for passive location based on bearing-only measurements 被引量:27
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作者 WANG Ding ZHANG Li WU Ying 《Science in China(Series F)》 2007年第4期576-586,共11页
The constrained total least squares algorithm for the passive location is presented based on the bearing-only measurements in this paper. By this algorithm the non-linear measurement equations are firstly transformed ... The constrained total least squares algorithm for the passive location is presented based on the bearing-only measurements in this paper. By this algorithm the non-linear measurement equations are firstly transformed into linear equations and the effect of the measurement noise on the linear equation coefficients is analyzed, therefore the problem of the passive location can be considered as the problem of constrained total least squares, then the problem is changed into the optimized question without restraint which can be solved by the Newton algorithm, and finally the analysis of the location accuracy is given. The simulation results prove that the new algorithm is effective and practicable. 展开更多
关键词 passive location constrained total least squares algorithm Newton algorithm
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CONSTRAINED QUADRILATERAL NONCONFORMING ROTATED Q1 ELEMENT 被引量:25
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作者 Jun Hu Zhong-ci Shi 《Journal of Computational Mathematics》 SCIE EI CSCD 2005年第6期561-586,共26页
In this paper, we define a new nonconforming quadrilateral finite element based on the nonconforming rotated Q1 element by enforcing a constraint on each element, which has only three degrees of freedom. We investigat... In this paper, we define a new nonconforming quadrilateral finite element based on the nonconforming rotated Q1 element by enforcing a constraint on each element, which has only three degrees of freedom. We investigate the consistency, approximation, superclose property, discrete Green's function and superconvergence of this element. Moreover, we propose a new postprocessing technique and apply it to this element. It is proved that the postprocessed discrete solution is superconvergent under a mild assumption on the mesh. 展开更多
关键词 constrained Nonconforming Rotated Q1 element SUPERCONVERGENCE Postprocess
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A new iterative algorithm for geolocating a known altitude target using TDOA and FDOA measurements in the presence of satellite location uncertainty 被引量:24
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作者 Cao Yalu Peng Li +2 位作者 Li Jinzhou Yang Le Guo Fucheng 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第5期1510-1518,共9页
This paper considers the problem of geolocating a target on the Earth surface whose altitude is known previously using the target signal time difference of arrival (TDOA) and frequency difference of arrival (FDOA)... This paper considers the problem of geolocating a target on the Earth surface whose altitude is known previously using the target signal time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements obtained at satellites. The number of satellites available for the geolocation task is more than sufficient and their locations are subject to random errors. This paper derives the constrained Cramor-Rao lower bound (CCRLB) of the target position, and on the basis of the CCRLB analysis, an approximately efficient constrained maximum likelihood estimator (CMLE) for geolocating the target is established. A new iterative algorithm for solving the CMLE is then proposed, where the updated target position estimate is shown to be the globally optimal solution to a generalized trust region sub-problem (GTRS) which can be found via a simple bisection search. First-order mean square error (MSE) analysis is conducted to quantify the performance degradation when the known target altitude is assumed to be precise but indeed has an unknown but deterministic error. Computer simulations are used to compare the performance of the proposed iterative geolocation technique with those of two benchmark algorithms. They verify the approximate efficiency of the proposed algorithm and the validity of the MSE analysis. 展开更多
关键词 constrained Cram6r-Raolower bound (CCRLB):Frequency difference ofarrival (FDOA) Generalized trust regionsub-problem (GTRS):Performance analysis:Time difference of arrival(TDOA)
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Accurate single-observer passive coherent location estimation based on TDOA and DOA 被引量:23
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作者 Li Jing Zhao Yongjun Li Donghai 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第4期913-923,共11页
This paper investigates the problem of target position estimation with a single-observer passive coherent location(PCL) system. An approach that combines angle with time difference of arrival(ATDOA) is used to est... This paper investigates the problem of target position estimation with a single-observer passive coherent location(PCL) system. An approach that combines angle with time difference of arrival(ATDOA) is used to estimate the location of a target. Compared with the TDOA-only method which needs two steps, the proposed method estimates the target position more directly. The constrained total least squares(CTLS) technique is applied in this approach. It achieves the Cramer–Rao lower bound(CRLB) when the parameter measurements are subject to small Gaussian-distributed errors. Performance analysis and the CRLB of this approach are also studied. Theory verifies that the ATDOA method gets a lower CRLB than the TDOA-only method with the same TDOA measuring error. It can also be seen that the position of the target affects estimating precision.At the same time, the locations of transmitters affect the precision and its gradient direction.Compared with the TDOA, the ATDOA method can obtain more precise target position estimation.Furthermore, the proposed method accomplishes target position estimation with a single transmitter,while the TDOA-only method needs at least four transmitters to get the target position. Furthermore,the transmitters' position errors also affect precision of estimation regularly. 展开更多
关键词 constrained total leastsquares Cramer-Rao bounds Direction of arrival Passive coherent location Time difference of arrival
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Practical constrained least-square algorithm for moving source location using TDOA and FDOA measurements 被引量:21
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作者 Huagang Yu Gaoming Huang +1 位作者 Jun Gao Bo Yan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第4期488-494,共7页
By utilizing the time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements of signals received at a number of receivers, a constrained least-square (CLS) algorithm for estimating ... By utilizing the time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements of signals received at a number of receivers, a constrained least-square (CLS) algorithm for estimating the position and velocity of a moving source is proposed. By utilizing the Lagrange multipliers technique, the known relation between the intermediate variables and the source location coordinates could be exploited to constrain the solution. And without requiring apriori knowledge of TDOA and FDOA measurement noises, the proposed algorithm can satisfy the demand of practical applications. Additionally, on basis of con- volute and polynomial rooting operations, the Lagrange multipliers can be obtained efficiently and robustly allowing real-time imple- mentation and global convergence. Simulation results show that the proposed estimator achieves remarkably better performance than the two-step weighted least square (WLS) approach especially for higher measurement noise level. 展开更多
关键词 source localization constrained least-square(CLS) time difference of arrival (TDOA) frequency difference of arrival(FDOA) Lagrange multiplier.
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模糊多目标有约束投资项目选择建模 被引量:11
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作者 宋业新 陈绵云 吴晓平 《系统工程理论与实践》 EI CSCD 北大核心 2002年第5期115-119,131,共6页
基于模糊多目标评价 ,对有约束条件的多个投资项目的选择问题 ,建立了一个模糊规划模型 ,利用一种对模糊数排序的解模糊函数 ,对集结成的各项目的非线性模糊综合评价值解模糊 ,将模糊规划模型转化为线性规划模型求解 。
关键词 投资项目 建模 模糊规划 项目选择 模糊多目标评价 约束
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Interface Migration between Martensite and Austenite during Quenching and Partitioning (Q&P) Process 被引量:19
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作者 Ning ZHONG Xiaodong WANG +1 位作者 Yonghua RONG Li WANG 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2006年第6期751-754,共4页
An Fe-0.2C-1.5Si-1.67Mn steel was subjected to quenching and partitioning (Q&P) process, and the interface migration between martensite and austenite at an elevated partitioning temperature was observed. The interf... An Fe-0.2C-1.5Si-1.67Mn steel was subjected to quenching and partitioning (Q&P) process, and the interface migration between martensite and austenite at an elevated partitioning temperature was observed. The interface migration is excluded in constrained paraequilibrium (CPE) model. Based on "endpoint" predicted by CPE model the thermodynamic condition of interface migration is analyzed, that is, the difference in the chemical potential of iron in both ferrite (martenisite) and austenite produces the driving force of the iron atoms to migrate from one phase to the other phase. In addition, the interface migration can change the austenite fraction; as a result, the austenite fraction at partitioning temperature may be higher than that at quenching temperature through the interface migration, but this phenomenon cannot be explained by CPE model. 展开更多
关键词 Quenching and partitioning (Q&P) constrained paraequilibrium (CPE) MARTENSITE AUSTENITE Interface migration
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应用Kalman滤波实时求解硬件延迟 被引量:19
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作者 耿长江 章红平 翟传润 《武汉大学学报(信息科学版)》 EI CSCD 北大核心 2009年第11期1309-1311,1323,共4页
结合球谐函数电离层模型,利用附加约束条件的Kalman滤波算法实现了实时求解卫星和测站接收机的硬件延迟,从而为广域增强系统的电离层延迟估计算法提供绝对电离层延迟信息。结果表明,基准站上接收机的硬件延迟可以在较短时间内收敛,卫星... 结合球谐函数电离层模型,利用附加约束条件的Kalman滤波算法实现了实时求解卫星和测站接收机的硬件延迟,从而为广域增强系统的电离层延迟估计算法提供绝对电离层延迟信息。结果表明,基准站上接收机的硬件延迟可以在较短时间内收敛,卫星的硬件延迟单天最终解与IGS发布的值其差异在亚ns级。 展开更多
关键词 附加约束 KALMAN滤波 硬件延迟 VTEC
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A Survey of Image Synthesis and Editing with Generative Adversarial Networks 被引量:18
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作者 Xian Wu Kun Xu Peter Hall 《Tsinghua Science and Technology》 SCIE EI CAS CSCD 2017年第6期660-674,共15页
This paper presents a survey of image synthesis and editing with Generative Adversarial Networks(GANs). GANs consist of two deep networks, a generator and a discriminator, which are trained in a competitive way. Due... This paper presents a survey of image synthesis and editing with Generative Adversarial Networks(GANs). GANs consist of two deep networks, a generator and a discriminator, which are trained in a competitive way. Due to the power of deep networks and the competitive training manner, GANs are capable of producing reasonable and realistic images, and have shown great capability in many image synthesis and editing applications.This paper surveys recent GAN papers regarding topics including, but not limited to, texture synthesis, image inpainting, image-to-image translation, and image editing. 展开更多
关键词 image synthesis image editing constrained image synthesis generative adversarial networks imageto-image translation
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模型预测控制的新发展 被引量:3
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作者 武俊峰 王振英 《自动化技术与应用》 2004年第12期1-4,共4页
随着模型预测控制 (MPC)的广泛应用 ,其向智能化的方向发展成为必然。因此在近年来MPC发展的基础上 ,本文详细综述了预测控制包括多变量、约束、鲁棒、非线性等方面的工作 ,概述了预测控制与先进的控制算法的结合状况 ,并对存在的问题... 随着模型预测控制 (MPC)的广泛应用 ,其向智能化的方向发展成为必然。因此在近年来MPC发展的基础上 ,本文详细综述了预测控制包括多变量、约束、鲁棒、非线性等方面的工作 ,概述了预测控制与先进的控制算法的结合状况 ,并对存在的问题进行了探讨 ,从理论上分析了其智能化发展趋势和方向。 展开更多
关键词 模型预测控制 多变量系统 约束 非线性 鲁棒性
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约束平面选址问题的蚂蚁算法 被引量:14
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作者 邱模杰 马 良 《上海理工大学学报》 EI CAS 2000年第3期217-220,共4页
带有区域限制的平面选址问题,给出一种基于人工蚂蚁优化思想的新的求解方法. 经数值计算、验证和比较,得到了满意的效果.
关键词 约束 蚂蚁算法 平面造址问题
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CONSTRAINED RATIONAL CUBIC SPLINE AND ITS APPLICATION 被引量:9
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作者 Qi Duan Huan-ling Zhang +2 位作者 Xiang Lai Nan Xie Fu-hua(Frank)Cheng 《Journal of Computational Mathematics》 SCIE EI CSCD 2001年第2期143-150,共8页
In this paper, a kind of rational cubic interpolation function with linear denominator is constructed. The constrained interpolation with constraint on shape of the interpolating curves and on the second-order derivat... In this paper, a kind of rational cubic interpolation function with linear denominator is constructed. The constrained interpolation with constraint on shape of the interpolating curves and on the second-order derivative of the interpolating function is studied by using this interpolation, and as the consequent result, the convex interpolation conditions have been derived. 展开更多
关键词 rational spline constrained design constrained interpolation convex interpolation shape control
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Improved CICA Algorithm Used for Single Channel Compound Fault Diagnosis of Rolling Bearings 被引量:13
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作者 CHEN Guohua QIE Longfei +1 位作者 ZHANG Aijun HAN Jin 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第1期204-211,共8页
A Compound fault signal usually contains multiple characteristic signals and strong confusion noise, which makes it difficult to separate week fault signals from them through conventional ways, such as FFT-based envel... A Compound fault signal usually contains multiple characteristic signals and strong confusion noise, which makes it difficult to separate week fault signals from them through conventional ways, such as FFT-based envelope detection, wavelet transform or empirical mode decomposition individually. In order to realize single channel compound fault diagnosis of bearings and improve the diagnosis accuracy, an improved CICA algorithm named constrained independent component analysis based on the energy method (E-CICA) is proposed. With the approach, the single channel vibration signal is firstly decomposed into several wavelet coefficients by discrete wavelet transform(DWT) method for the purpose of obtaining multichannel signals. Then the envelope signals of the reconstructed wavelet coefficients are selected as the input of E-CICA algorithm, which fulfills the requirements that the number of sensors is greater than or equal to that of the source signals and makes it more suitable to be processed by CICA strategy. The frequency energy ratio(ER) of each wavelet reconstructed signal to the total energy of the given synchronous signal is calculated, and then the synchronous signal with maximum ER value is set as the reference signal accordingly. By this way, the reference signal contains a priori knowledge of fault source signal and the influence on fault signal extraction accuracy which is caused by the initial phase angle and the duty ratio of the reference signal in the traditional CICA algorithm is avoided. Experimental results show that E-CICA algorithm can effectively separate out the outer-race defect and the rollers defect from the single channel compound fault and fulfill the needs of compound fault diagnosis of rolling bearings, and the running time is 0.12% of that of the traditional CICA algorithm and the extraction accuracy is 1.4 times of that of CICA as well. The proposed research provides a new method to separate single channel compound fault signals. 展开更多
关键词 compound fault diagnosis energy method constrained independent component analysis(CICA) diserete wavelet transform(DWT)
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Adaptive double chain quantum genetic algorithm for constrained optimization problems 被引量:13
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作者 Kong Haipeng Li Ni Shen Yuzhong 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第1期214-228,共15页
Optimization problems are often highly constrained and evolutionary algorithms(EAs)are effective methods to tackle this kind of problems. To further improve search efficiency and convergence rate of EAs, this paper ... Optimization problems are often highly constrained and evolutionary algorithms(EAs)are effective methods to tackle this kind of problems. To further improve search efficiency and convergence rate of EAs, this paper presents an adaptive double chain quantum genetic algorithm(ADCQGA) for solving constrained optimization problems. ADCQGA makes use of doubleindividuals to represent solutions that are classified as feasible and infeasible solutions. Fitness(or evaluation) functions are defined for both types of solutions. Based on the fitness function, three types of step evolution(SE) are defined and utilized for judging evolutionary individuals. An adaptive rotation is proposed and used to facilitate updating individuals in different solutions.To further improve the search capability and convergence rate, ADCQGA utilizes an adaptive evolution process(AEP), adaptive mutation and replacement techniques. ADCQGA was first tested on a widely used benchmark function to illustrate the relationship between initial parameter values and the convergence rate/search capability. Then the proposed ADCQGA is successfully applied to solve other twelve benchmark functions and five well-known constrained engineering design problems. Multi-aircraft cooperative target allocation problem is a typical constrained optimization problem and requires efficient methods to tackle. Finally, ADCQGA is successfully applied to solving the target allocation problem. 展开更多
关键词 constrained rotation utilized benchmark constraints allocation fitness tackle illustrate facilitate
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Constrained large-eddy simulation and detached eddy simulation of flow past a commercial aircraft at 14 degrees angle of attack 被引量:14
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作者 CHEN ShiYi CHEN YingChun +9 位作者 XIA ZhenHua QU Kun SHI YiPeng XIAO ZuoLi LIU QiuHong CAI QingDong LIU Feng LEE Cunbiao ZHANG RiKui CAI JinSheng 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2013年第2期270-276,共7页
With the development of computational power and numerical algorithms,computational fluid dynamics(CFD) has become an important strategy for the design of aircraft,which significantly reduces the reliance on wind-tunne... With the development of computational power and numerical algorithms,computational fluid dynamics(CFD) has become an important strategy for the design of aircraft,which significantly reduces the reliance on wind-tunnel and flight tests.In this paper,we conducted a numerical investigation on the flow past a full commercial aircraft at Mach number 0.2 and 14 degrees angle of attack by means of Reynolds-averaged Navier-Stokes(RANS),detached-eddy simulation(DES) and our newly developed constrained large-eddy simulation(CLES).The objective of this paper is to study the capability of these models in simulating turbulent flows.To our knowledge,this is the first large-eddy simulation method for full commercial aircraft simulation.The results show that the CLES can predict the mean statistical quantities well,qualitatively consistent with traditional methods,and can capture more small-scale structures near the surface of the aircraft with massive separations.Our study demonstrates that CLES is a promising alternative for simulating real engineering turbulent flows. 展开更多
关键词 turbulence simulation Reynolds-averaged Navier-Stokes (RANS) detached-eddy simulation (DES) constrained large-eddysimulation (CLES) full-aircraft simulation
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