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2010 Second International Conference on Computational Intelligence and Natural Computing最新文献

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Prediction of the crystal's growth rate based on BPNN and rough sets 基于bp神经网络和粗糙集的晶体生长速率预测
Xingbo Sun, Xiuhua Tang
Ammonium dihydrogen phosphate(DAP) is widely used in the industry. Usually this product contains impurities and substances and may not satisfy the need of modern agricultural and industrial demand, so we must dip and recrystalize for high quality product. In the process of crystallization, the nucleation rate and the growth rate are the most important parameter, then we study these parameter in order to instruct the technology of crystallization. A liquid fluidized bed crystallizer was used to determine the nucleation rate and the growth rate of ammonium dihydrogen phosphate (ADP) at crystallization temperature 15 and 25 for different saturation temperature solution. The growth rate in a Liquid fluidized bed is decided manly by the supersaturation, cooling temperature, saturation temperature and suspension density. In the paper we build a model predicting the growth rate through these conditions based on Back Propagation (BP) neural network with experimental data as training data. The experimental data, which collected from a Liquid fluidized bed, is preprocessed using the level of consistency in rough sets theory before be using as training sets in modeling process. The simulation results show that the neural network model given in this paper is capable of forecasting the behavior of growth rate exactly and rapidly, and the maximum relative error does not exceed 4.8% as compared with measured values. It also indicates the BP network has prodigious practicability.
磷酸二氢铵(DAP)在工业上有着广泛的应用。通常这种产品含有杂质和物质,可能不能满足现代农业和工业的需要,所以我们必须浸渍和再结晶才能获得高质量的产品。在结晶过程中,成核速率和生长速率是最重要的参数,对这两个参数进行了研究,以指导结晶工艺。采用液体流化床结晶器测定了不同饱和温度溶液在结晶温度为15和25时磷酸二氢铵的成核速率和生长速率。液体流化床的生长速率主要由过饱和度、冷却温度、饱和温度和悬浮物密度决定。本文以实验数据作为训练数据,建立了基于BP神经网络的预测这些条件下生长速率的模型。实验数据采集自一个液体流化床,使用粗糙集理论中的一致性水平进行预处理,然后作为建模过程中的训练集。仿真结果表明,本文所建立的神经网络模型能够准确、快速地预测增长率的行为,与实测值相比,最大相对误差不超过4.8%。这也说明了BP网络具有极大的实用性。
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引用次数: 0
Calculation of the electrical parameters for asynchronous motors under the periodically variable running condition 周期性变工况下异步电动机电气参数的计算
Yan Ying, Luo Yingli, Lu Wenbin, Hu Bin
The detection and diagnosis for the asynchronous motors' working states under the periodically variable running condition can be achieved by using theirs electrical parameters in the continuous short intervals, and the accuracy of these parameters can directly influence the results of the diagnosis. Fourier Transform has good properties and is a traditional method to exact the electrical parameters from the input signals. Unfortunately, it is easily corrupted by the presences of the frequency fluctuation and the noninteger harmonics in the signals. To overcome this defect of Fourier Transform, this paper presents a computational algorithm based on Complex Morlet Wavelet (CMW) to calculate the motors' electrical parameters, which has better time and frequency characteristics and increases the reliability and accuracy of the detection process. Simulations are conducted to verify the superiority of the proposed algorithm and the simulation results have shown that CMW algorithm is much more reliable and has much higher calculating accuracy than Fourier algorithm.
异步电动机的电气参数可以在连续的短间隔内实现对周期性变工况下异步电动机工作状态的检测和诊断,而这些参数的准确性直接影响到诊断的结果。傅里叶变换具有良好的性能,是从输入信号中提取电参数的传统方法。不幸的是,它很容易被信号中的频率波动和非整数谐波所破坏。为了克服傅里叶变换的这一缺陷,本文提出了一种基于复Morlet小波(Complex Morlet Wavelet, CMW)的电机电气参数计算算法,该算法具有较好的时频特性,提高了检测过程的可靠性和准确性。通过仿真验证了所提算法的优越性,仿真结果表明,CMW算法比傅里叶算法更可靠,计算精度更高。
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引用次数: 0
A design of CAN-bus based collector for Automatic Meter Reading system 基于can总线的自动抄表系统采集器设计
J. Jun, Fan Liang-zhong, Zhang Fu-an
A design of CAN-bus based collector for AMR (Automatic Meter Reading) system is presented in this paper. The design uses the VRS51L3074 MCU as microprocessor control unit, reed switch as sensor, CAN-bus as data transmission line, three-terminal regulator as power. Experiments show that the collector is robust and can meet the actual requirements, and it has abroad application prospects in remote measure and management fields.
介绍了一种基于can总线的自动抄表系统集热器的设计。本设计采用VRS51L3074单片机作为微处理器控制单元,簧片开关作为传感器,can总线作为数据传输线,三端稳压器作为电源。实验表明,该集热器具有较强的鲁棒性,能够满足实际要求,在远程测量和管理领域具有广阔的应用前景。
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引用次数: 2
Existence and local behavior of general cubic Hermite-Padé Approximation 一般三次hermite - pad<s:1>近似的存在性及局部性质
Li Jin
This paper analyses the local behavior of the general cubic function approximation to a function which has a given power series expansion about the origin. It is shown that the general cubic Hermite-Padé form always defines a cubic function and that this function is analytic in a neighbourhood of the origin. This result holds even if the origin is a critical point of the function (i.e., the discriminant has a zero at the origin).
本文分析了一般三次函数逼近在原点上具有给定幂级数展开式的函数的局部性质。证明了一般三次hermite - pad形式总是定义一个三次函数,并且该函数在原点的邻域中是解析的。即使原点是函数的临界点(即,判别式在原点处为零),这个结果也成立。
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引用次数: 0
Path planning for reconnaissance UAV based on Particle Swarm Optimization 基于粒子群优化的侦察无人机路径规划
Yong Bao, Xiaowei Fu, Xiao-guang Gao
This paper presents a method of fixed-point reconnaissance path planning for Unmanned Aerial Vehicle(UAV). In this method, Particle Swarm Optimization(PSO) is introduced into reconnaissance UAV path planning algorithm, and targets value, effective reconnaissance path and other factors that impact UAV path planning are included in the objective function of PSO. The optimal solution of reconnaissance path is obtained by optimizing of PSO. At last, the simulation is carried out and satisfactory results are achieved.
提出了一种无人机定点侦察路径规划方法。该方法将粒子群优化(Particle Swarm Optimization, PSO)引入到侦察无人机路径规划算法中,将目标值、有效侦察路径等影响无人机路径规划的因素纳入到PSO的目标函数中。利用粒子群优化算法得到了侦察路径的最优解。最后进行了仿真,取得了满意的结果。
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引用次数: 40
Using revised string edit distance to sign language video retrieval 使用修改后的字符串编辑距离进行手语视频检索
Shilin Zhang, Bo Zhang
In this paper, we present a revised method to compute the similarity of traditional string edit distance. Given two strings X and Y over a finite alphabet, an edit distance between X and Y can be defined as the minimum weight of transforming X into Y through a sequence of weighted edit operations. Because this method lacks some types of normalization, it would bring some computation errors when the sizes of the strings that are compared are variable. In order to compute the edit distance, a new algorithm is introduced. This algorithm is shown to work in O (m*n*log(n)) time and O(n*m) memory space for strings of lengths m and n. Content-based video retrieval is a challenging field, and most research focus on the low level features such as color histogram, texture and etc. In this paper, we solve the retrieval problem by high level features used by hand language trajectory and compare the similarity by our revised string edit distance algorithms. Trajectory based video retrieval is widely explored in recent years by many excellent researchers. Experiments in trajectory-based sign language video retrieval are presented in our paper at last, revealing that our revised edit distance algorithm consistently provide better results than classical edit distances.
本文提出了一种改进的字符串编辑距离相似度计算方法。给定有限字母表上的两个字符串X和Y, X和Y之间的编辑距离可以定义为通过一系列加权编辑操作将X转换为Y的最小权值。由于这种方法缺乏某些类型的规范化,因此当比较的字符串的大小是可变的时,它会带来一些计算错误。为了计算编辑距离,提出了一种新的算法。对于长度为m和n的字符串,该算法在O(m*n*log(n))的时间和O(n*m)的存储空间内工作。基于内容的视频检索是一个具有挑战性的领域,大多数研究集中在颜色直方图、纹理等底层特征上。本文通过改进的字符串编辑距离算法来比较相似度,并利用手部语言轨迹的高级特征来解决检索问题。基于轨迹的视频检索近年来得到了许多优秀研究者的广泛研究。在基于轨迹的手语视频检索中进行了实验,实验结果表明,改进的编辑距离算法始终比经典的编辑距离算法具有更好的检索效果。
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引用次数: 4
A new particle swarm optimization algorithm for solving constraint and mixed variables optimization problem 一种求解约束和混合变量优化问题的粒子群算法
Wei-gang Wang, H. Ni
Many engineering optimization problems frequently encounter mixed variables and nonlinear constraints, which add considerably to the solution complexity. Very few of the existing methods can yield a globally optimal solution when the objective functions are non-convex and non-differentiable. We developed a new particle swarm optimization (PSO) algorithm. The algorithm introduced a mechanism of simulated annealing (SA), crossover and mutation operator. It may improve the evolutionary rate and precision of the algorithm. We put forward a method of stochastic approximation, in order to realize the transformation from continuous variable to discrete variable. For handling constraints, we used death penalty function method. Based on engineering design problem, computational result was better than the other solutions reported in the literature. Therefore, the new algorithm is feasible, and its accuracy and robustness are obviously superior to the other algorithms.
许多工程优化问题经常遇到混合变量和非线性约束,这大大增加了求解的复杂性。当目标函数为非凸不可微时,现有的方法很少能得到全局最优解。提出了一种新的粒子群优化算法。该算法引入了模拟退火(SA)、交叉和变异算子的机制。它可以提高算法的进化速度和精度。为了实现连续变量到离散变量的转换,提出了一种随机逼近的方法。对于约束的处理,我们采用了死刑函数法。基于工程设计问题,计算结果优于文献报道的其他解决方案。因此,新算法是可行的,其精度和鲁棒性明显优于其他算法。
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引用次数: 0
A trust model based on fuzzy set in peer-to-peer network 基于模糊集的点对点网络信任模型
Chang-sheng Zhu, Ying-ying Gso, Lei Qian, Qing-rong Wang
Fuzzy set has become the focus method of trust model.Based on the existing research,this trust model give a description of the trust with fuzzy set theory,and trust assessment is separated two aspects which are subjective trust assessment and objective environment impact.In order to adapt to the dynamic of credibility,we use close function which from fuzzy set and distributed storage method in trust update model.Simulation experiment results show that this model is effective and rational.
模糊集已成为信任模型的研究热点。该信任模型在已有研究的基础上,利用模糊集理论对信任进行描述,并将信任评估分为主观信任评估和客观环境影响两个方面。为了适应信誉度的动态变化,在信任更新模型中采用了模糊集的封闭函数和分布式存储方法。仿真实验结果表明了该模型的有效性和合理性。
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引用次数: 0
Research on the intelligently early warning of the mine safety based on the multi-sensor data fusion technology 基于多传感器数据融合技术的矿山安全智能预警研究
Kainan Liu
the key to the intelligently early warning technology of underground mine hazards is the accurate and reliable data collected with multi-sensor timely and efficiently. In the paper, the hierarchical clustering algorithm is applied to realize the 3 hierarchical clustering application combined with the data type of hierarchical clustering and value of the security standards, in which the complementary of multi-source information is made full use of to shield its redundancy. And the application of coding technology of the definition of data frame deals wtih data transfer and optimization of transmission by events triggered, effectively improveing the accuracy and reliability of deviation data and emergency response data, to improve the efficiency of wireless sensor network data collection and transmission.
矿井井下灾害智能预警技术的关键是利用多传感器及时高效地采集准确可靠的数据。本文结合分层聚类的数据类型和安全标准的价值,运用分层聚类算法实现了3种分层聚类应用,其中充分利用了多源信息的互补性来屏蔽其冗余性。并应用数据帧定义的编码技术处理由事件触发的数据传输和优化传输,有效提高了偏差数据和应急响应数据的准确性和可靠性,提高了无线传感器网络数据采集和传输的效率。
{"title":"Research on the intelligently early warning of the mine safety based on the multi-sensor data fusion technology","authors":"Kainan Liu","doi":"10.1109/CINC.2010.5643843","DOIUrl":"https://doi.org/10.1109/CINC.2010.5643843","url":null,"abstract":"the key to the intelligently early warning technology of underground mine hazards is the accurate and reliable data collected with multi-sensor timely and efficiently. In the paper, the hierarchical clustering algorithm is applied to realize the 3 hierarchical clustering application combined with the data type of hierarchical clustering and value of the security standards, in which the complementary of multi-source information is made full use of to shield its redundancy. And the application of coding technology of the definition of data frame deals wtih data transfer and optimization of transmission by events triggered, effectively improveing the accuracy and reliability of deviation data and emergency response data, to improve the efficiency of wireless sensor network data collection and transmission.","PeriodicalId":227004,"journal":{"name":"2010 Second International Conference on Computational Intelligence and Natural Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132166141","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A burst change detection algorithm for data streams 数据流的突发变化检测算法
Xian-fei Yang, Jian-pei Zhang, Yang Jing, Li Xiang
Burst Change of probability distribution at any moment is an important characteristic in data streams. When it has happened, data mining algorithm must adapt itself to new probability distribution. So how to detect burst change in data streams is an important part of data stream mining. In this paper, we proposed an algorithm BCDADS to detect it by using hoeffding theorem and independent identical distribution central limit theorem. Theory and experiment indicated this algorithm can effectively detect burst change in data streams.
概率分布在任意时刻的变化是数据流的一个重要特征。当这种情况发生时,数据挖掘算法必须适应新的概率分布。因此,如何检测数据流中的突发变化是数据流挖掘的重要组成部分。本文利用hoeffding定理和独立同分布中心极限定理,提出了一种BCDADS检测算法。理论和实验表明,该算法能有效检测数据流中的突发变化。
{"title":"A burst change detection algorithm for data streams","authors":"Xian-fei Yang, Jian-pei Zhang, Yang Jing, Li Xiang","doi":"10.1109/CINC.2010.5643822","DOIUrl":"https://doi.org/10.1109/CINC.2010.5643822","url":null,"abstract":"Burst Change of probability distribution at any moment is an important characteristic in data streams. When it has happened, data mining algorithm must adapt itself to new probability distribution. So how to detect burst change in data streams is an important part of data stream mining. In this paper, we proposed an algorithm BCDADS to detect it by using hoeffding theorem and independent identical distribution central limit theorem. Theory and experiment indicated this algorithm can effectively detect burst change in data streams.","PeriodicalId":227004,"journal":{"name":"2010 Second International Conference on Computational Intelligence and Natural Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2010-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114848860","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
期刊
2010 Second International Conference on Computational Intelligence and Natural Computing
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