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Eco-epidemiological Model and Optimal Control Analysis of Tomato Yellow Leaf Curl Virus Disease in Tomato Plant 番茄黄曲叶病毒病在番茄植株中的生态流行病学模型及最优控制分析
Q2 Mathematics Pub Date : 2020-08-27 DOI: 10.22541/au.159851903.34373258
B. Kahsay, O. Makinde
The purpose of this study is to analyze the impact of control strategies, namely, insecticide spray, roguing of a diseased tomato plant, and protective netting to protect tomato plant from tomato yellow leaf curl virus disease (TYLCVD). For this, we formulate and analyze a simple deterministic model for the transmission dynamics of TYLCVD that incorporates these control strategies. We initially take into account the constant control case, we calculate the basic reproduction number, and we investigate the existence and stability of the disease-free and endemic equilibria. We use the Kamgang-Sallet stability to ensure that the disease-free equilibrium point is globally asymptotically stable when the reproduction number R 0 is less than one. This indicates that TYLCVD dies out independent of the initial size of the tomato population. For R 0 < 1 , the disease-free equilibrium becomes unstable, and the endemic equilibrium is globally asymptotically stable. This indicates that TYLCVD propagates. In the nonconstant control case, we use Pontryagin’s maximum principle to derive the necessary conditions for the optimal control of the disease. Our findings show that all the combined efforts of two out of three strategies can significantly reduce the power of infectivity of the disease except the combination of the use of insecticide spray and rouging infected tomato plants. Besides our numerical simulations show, the implementation of the combination of roguing diseased plants and protective netting has a similar effect in minimizing or eliminating TYLCV as the use of all strategies. Hence, as resources are always in scarce, we recommend policymakers to adapt the combination of the use of roguing diseased tomato plants and protective netting to eradicate the disease.
本研究的目的是分析控制策略的影响,即杀虫剂喷雾、对患病番茄植株的roguing和保护网以保护番茄植株免受番茄黄叶卷曲病毒病(TYLCVD)的影响。为此,我们为TYLCVD的传输动力学制定并分析了一个简单的确定性模型,该模型包含了这些控制策略。我们最初考虑了恒定控制情况,计算了基本繁殖数,并研究了无病和地方病平衡的存在性和稳定性。我们使用Kamgang-Sallet稳定性来确保当繁殖数R0小于1时,无病平衡点是全局渐近稳定的。这表明TYLCVD的死亡与番茄种群的初始规模无关。对于R0<1,无病平衡变得不稳定,地方病平衡是全局渐近稳定的。这表明TYLCVD正在传播。在非恒定控制的情况下,我们使用Pontryagin的最大值原理来推导疾病最佳控制的必要条件。我们的研究结果表明,除了使用杀虫剂喷雾和对受感染的番茄植株进行消毒外,三种策略中的两种组合可以显著降低疾病的传染性。此外,我们的数值模拟表明,在最小化或消除TYLCV方面,将病株和防护网相结合的实施与使用所有策略具有相似的效果。因此,由于资源总是稀缺的,我们建议政策制定者调整对患病番茄植物进行改良和使用防护网的组合,以根除这种疾病。
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引用次数: 0
Sparse Optimization of Vibration Signal by ADMM 基于ADMM的振动信号稀疏优化
Q2 Mathematics Pub Date : 2017-02-15 DOI: 10.1155/2017/4612853
Song Wanqing
In this paper, the alternating direction method of multipliers (ADMM) algorithm is applied to the compressed sensing theory to realize the sparse optimization of vibration signal. Solving the basis pursuit problem for minimizing the norm minimization under the equality constraints, the sparse matrix obtained by the ADMM algorithm can be reconstructed by inverse sparse orthogonal matrix inversion. This paper analyzes common sparse orthogonal basis on the reconstruction results, that is, discrete Fourier orthogonal basis, discrete cosine orthogonal basis, and discrete wavelet orthogonal basis. In particular, we will show that, from the point of view of central tendency, the discrete cosine orthogonal basis is more suitable, for instance, at the vibration signal data because its error is close to zero. Moreover, using the discrete wavelet transform in signal reconstruction there still are some outliers but the error is unstable. We also use the time complex degree and validity, for the analysis of the advantages and disadvantages of the ADMM algorithm applied to sparse signal optimization. The advantage of this method is that these abnormal values are limited in the control range.
本文将乘法器交替方向法(ADMM)算法应用于压缩感知理论,实现了振动信号的稀疏优化。ADMM算法解决了在等式约束下最小化范数最小化的基寻址问题,通过稀疏正交矩阵逆反演重构稀疏矩阵。本文对重构结果分析了常见的稀疏正交基,即离散傅立叶正交基、离散余弦正交基和离散小波正交基。特别地,我们将证明,从集中趋势的角度来看,离散余弦正交基更适合,例如,在振动信号数据上,因为它的误差接近于零。此外,用离散小波变换进行信号重构仍然存在一些异常值,但误差不稳定。我们还利用时间复杂度和有效性,对ADMM算法应用于稀疏信号优化的优缺点进行了分析。这种方法的优点是这些异常值被限制在控制范围内。
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引用次数: 1
Reliability Analysis in Presence of Random Variables and Fuzzy Variables 随机变量和模糊变量存在下的可靠性分析
Q2 Mathematics Pub Date : 2015-03-02 DOI: 10.1155/2015/365051
Cui Lijie, L. Zhenzhou, Liu Guijie
For mixed uncertainties of random variables and fuzzy variables in engineering, three indices, that is, interval reliability index, mean reliability index, and numerical reliability index, are proposed to measure safety of structure. Comparing to the reliability membership function for measuring the safety in case of mixed uncertainties, the proposed indices are more intuitive and easier to represent the safety degree of the engineering structure, and they are more suitable for the reliability design in the case of the mixed uncertainties. The differences and relations among three proposed indices are investigated, and their applicability is compared. Furthermore, a technique based on the probability density function evolution method is employed to improve the computational efficiency of the proposed indices. At last, a numerical example and two engineering examples are illustrated to demonstrate the feasibility, reasonability, and efficiency of the computational technique of the proposed indices.
针对工程中随机变量和模糊变量的混合不确定性,提出了区间可靠度指标、平均可靠度指标和数值可靠度指标三个指标来衡量结构的安全性。与用于衡量混合不确定性情况下安全性的可靠度隶属函数相比,所提出的指标更直观、更容易表征工程结构的安全程度,更适用于混合不确定性情况下的可靠性设计。研究了三个指标之间的差异和联系,并比较了它们的适用性。此外,采用基于概率密度函数演化的方法提高了指标的计算效率。最后通过一个数值算例和两个工程算例说明了所提指标计算方法的可行性、合理性和有效性。
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引用次数: 1
Bifurcation of Safe Basins and Chaos in Nonlinear Vibroimpact Oscillator under Harmonic and Bounded Noise Excitations 谐波和有界噪声激励下非线性振动冲击振荡器安全池的分岔与混沌
Q2 Mathematics Pub Date : 2014-12-21 DOI: 10.1155/2014/967395
Rong Haiwu, W. Xiang-dong, Lu Qizhi, Xu Wei, Fang Tong
The erosion of the safe basins and chaotic motions of a nonlinear vibroimpact oscillator under both harmonic and bounded random noise is studied. Using the Melnikov method, the system’s Melnikov integral is computed and the parametric threshold for chaotic motions is obtained. Using the Monte-Carlo and Runge-Kutta methods, the erosion of the safe basins is also discussed. The sudden change in the character of the stochastic safe basins when the bifurcation parameter of the system passes through a critical value may be defined as an alternative stochastic bifurcation. It is founded that random noise may destroy the integrity of the safe basins, bring forward the occurrence of the stochastic bifurcation, and make the parametric threshold for motions vary in a larger region, hence making the system become more unsafely and chaotic motions may occur more easily.
研究了在谐波噪声和有界随机噪声作用下,非线性振动冲击振荡器的安全盆侵蚀和混沌运动。利用Melnikov方法计算系统的Melnikov积分,得到混沌运动的参数阈值。利用蒙特卡罗法和龙格-库塔法对安全盆地的侵蚀进行了讨论。当系统的分岔参数经过一个临界值时,随机安全池的特性发生突变,可以定义为一个可选的随机分岔。发现随机噪声会破坏安全池的完整性,使随机分岔的发生提前,使运动的参数阈值在更大的区域内变化,从而使系统变得更加不安全,更容易发生混沌运动。
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引用次数: 1
Optimization Method for Crop Growth Characteristics Based on Improved Locality Preserving Projection 基于改进局部保持投影的作物生长特性优化方法
Q2 Mathematics Pub Date : 2014-11-05 DOI: 10.1155/2014/809597
Jia Dongyao, Hu Po, Zou Shengxiong
Locality preserving projection (LPP) retains only partial information, and category information of samples is not considered, which causes misclassification of feature extraction. An improved locality preserving projection algorithm is proposed to optimize the extraction of growth characteristics. Firstly, preliminary dimensionality reduction of sample data is constructed by using two-dimensional principal component analysis (2DPCA) to retain the spatial information. Then, two optimized subgraphs are defined to describe the neighborhood relation between different categories of data. Finally, feature parameters set are obtained to extract local information of samples by improved LPP algorithm. The experiments show that the improved LPP algorithm has good adaptability, and the highest SVM classification accuracy rate of this method can reach more than 96%. Compared with other methods, the improved LPP has superior optimized performance in terms of multidimensional data analysis and optimization.
局部保持投影(Locality preserving projection, LPP)仅保留部分信息,未考虑样本的类别信息,导致特征提取的误分类。为了优化生长特征的提取,提出了一种改进的局部保持投影算法。首先,利用二维主成分分析(2DPCA)对样本数据进行初步降维,保留空间信息;然后,定义两个优化子图来描述不同类别数据之间的邻域关系。最后,利用改进的LPP算法获得特征参数集,提取样本的局部信息。实验表明,改进的LPP算法具有良好的适应性,该方法的SVM分类准确率最高可达96%以上。与其他方法相比,改进的LPP在多维数据分析和优化方面具有优越的优化性能。
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引用次数: 0
Optimal Acceleration-Velocity-Bounded Trajectory Planning in Dynamic Crowd Simulation 动态人群仿真中最优加速度-速度有界轨迹规划
Q2 Mathematics Pub Date : 2014-08-31 DOI: 10.1155/2014/501689
Yue-wen Fu, Li Meng, Jia-hong Liang, Xiao-qian Hu
Creating complex and realistic crowd behaviors, such as pedestrian navigation behavior with dynamic obstacles, is a difficult and time consuming task. In this paper, we study one special type of crowd which is composed of urgent individuals, normal individuals, and normal groups. We use three steps to construct the crowd simulation in dynamic environment. The first one is that the urgent individuals move forward along a given path around dynamic obstacles and other crowd members. An optimal acceleration-velocity-bounded trajectory planning method is utilized to model their behaviors, which ensures that the durations of the generated trajectories are minimal and the urgent individuals are collision-free with dynamic obstacles (e.g., dynamic vehicles). In the second step, a pushing model is adopted to simulate the interactions between urgent members and normal ones, which ensures that the computational cost of the optimal trajectory planning is acceptable. The third step is obligated to imitate the interactions among normal members using collision avoidance behavior and flocking behavior. Various simulation results demonstrate that these three steps give realistic crowd phenomenon just like the real world.
创建复杂而真实的人群行为,例如具有动态障碍物的行人导航行为,是一项困难且耗时的任务。本文研究了一类由紧急个体、正常个体和正常群体组成的特殊群体。采用三步法构建动态环境下的人群仿真。第一个是紧急个体沿着给定的路径前进,绕过动态障碍物和其他人群成员。采用最优加速度-速度有界轨迹规划方法对其行为进行建模,保证生成的轨迹持续时间最短,且紧急个体不与动态障碍物(如动态车辆)发生碰撞。第二步,采用推入模型模拟紧急成员与正常成员之间的相互作用,确保最优轨迹规划的计算成本在可接受范围内。第三步是利用避碰行为和群集行为模拟正常成员之间的相互作用。各种仿真结果表明,这三个步骤给出了与现实世界相似的真实人群现象。
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引用次数: 0
Reduction of Multidimensional Image Characteristics Based on Improved KICA 基于改进KICA的多维图像特征约简
Q2 Mathematics Pub Date : 2014-08-17 DOI: 10.1155/2014/256206
Jia Dongyao, Ai Yanke, Zou Shengxiong
The domestic and overseas studies of redundant multifeatures and noise in dimension reduction are insufficient, and the efficiency and accuracy are low. Dimensionality reduction and optimization of characteristic parameter model based on improved kernel independent component analysis are proposed in this paper; the independent primitives are obtained by KICA (kernel independent component analysis) algorithm to construct an independent group subspace, while using 2DPCA (2D principal component analysis) algorithm to complete the second order related to data and further reduce the dimension in the above method. Meanwhile, the optimization effect evaluation method based on Amari error and average correlation degree is presented in this paper. Comparative simulation experiments show that the Amari error is less than 6%, the average correlation degree is stable at 97% or more, and the parameter optimization method can effectively reduce the dimension of multidimensional characteristic parameters.
国内外对冗余多特征和噪声降维的研究不足,效率和精度较低。提出了基于改进核独立分量分析的特征参数模型降维优化方法;通过KICA(核独立成分分析)算法获得独立基元,构建独立的群子空间,同时使用2DPCA (2D主成分分析)算法完成与数据相关的二阶,并在上述方法中进一步降维。同时,提出了基于Amari误差和平均关联度的优化效果评价方法。对比仿真实验表明,Amari误差小于6%,平均关联度稳定在97%以上,参数优化方法可以有效地降低多维特征参数的维数。
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引用次数: 1
Hopf Bifurcation Analysis in a New Chaotic System with Chaos Entanglement Function 一类具有混沌纠缠函数的新型混沌系统的Hopf分岔分析
Q2 Mathematics Pub Date : 2014-07-22 DOI: 10.1155/2014/371509
Zhang Jiangang, Chu Yandong, Duan Wenju, Chang Yingxiang, An Xinlei
A new approach to generate chaotic phenomenon, called chaos entanglement, is introduced in this paper. The basic principle is to entangle two or multiple stable linear subsystems by entanglement functions to form an artificial chaotic system such that each of them evolves in a chaotic manner. The Hopf bifurcation of a new chaotic system with chaos entanglement function is studied. More precisely, we study the stability and bifurcations of equilibrium in the new chaotic system. Besides, we controlled the system to any fixed point to eliminate the chaotic vibration by means of sliding mode method. And the numerical simulations were presented to confirm the effectiveness of the controller.
本文介绍了一种产生混沌现象的新方法——混沌纠缠。其基本原理是通过纠缠函数将两个或多个稳定的线性子系统纠缠在一起,形成一个人工混沌系统,使每个子系统都以混沌的方式演化。研究了一类具有混沌纠缠函数的新型混沌系统的Hopf分岔问题。更准确地说,我们研究了新混沌系统的稳定性和平衡分岔。此外,采用滑模方法将系统控制在任意不动点以消除混沌振动。通过数值仿真验证了该控制器的有效性。
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引用次数: 5
Adaptive Combination Forecasting Model Based on Area Correlation Degree with Application to China’s Energy Consumption 基于区域关联度的自适应组合预测模型及其在中国能源消费中的应用
Q2 Mathematics Pub Date : 2014-07-21 DOI: 10.1155/2014/845807
Zhou Cheng, Chen Xi-yang
To accurately forecast energy consumption plays a vital part in rational energy planning formulation for a country. This study applies individual models (BP, GM (1, 1), triple exponential smoothing model, and polynomial trend extrapolation model) and combination forecasting models to predict China’s energy consumption. Since area correlation degree (ACD) can comprehensively evaluate both the correlation and fitting error of forecasting model, it is more effective to evaluate the performance of forecasting model. Firstly, the forecasting model’s performances rank in line with ACD. Then ACD is firstly proposed to choose individual models for combination and determine combination weight in this paper. Forecast results show that combination models usually have more accurate forecasting performance than individual models. The new method based on ACD shows its superiority in determining combination weights, compared with some other combination weight assignment methods such as: entropy weight method, reciprocal of mean absolute percentage error weight method, and optimal method of absolute percentage error minimization. By using combination forecasting model based on ACD, China’s energy consumption will be up to 5.7988 billion tons of standard coal in 2018.
准确预测能源消费对一个国家合理制定能源规划至关重要。本文采用BP模型、GM(1,1)模型、三指数平滑模型、多项式趋势外推模型和组合预测模型对中国能源消费进行预测。由于面积关联度(area correlation degree, ACD)可以综合评价预测模型的相关性和拟合误差,因此对预测模型的性能评价更为有效。首先,预测模型的性能与ACD一致。在此基础上,本文首先提出了ACD选择组合的单个模型并确定组合权值的方法。预测结果表明,组合模型通常比单个模型具有更准确的预测效果。与熵权法、平均绝对百分比误差权的倒数法、绝对百分比误差最小最优法等组合权分配方法相比,基于ACD的新方法在确定组合权方面具有优势。基于ACD的组合预测模型预测,2018年中国能源消费量将达到57.988亿吨标准煤。
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引用次数: 2
Estimating Target Heights Based on the Earth Curvature Model and Micromultipath Effect in Skywave OTH Radar 基于地球曲率模型和天波OTH雷达微多径效应的目标高度估计
Q2 Mathematics Pub Date : 2014-07-14 DOI: 10.1155/2014/424191
Hou Chengyu, W. Yuxin, Chen Jiawei
Skywave over-the-horizon (OTH) radar systems have important long-range strategic warning values. They exploit skywave propagation reflection of high frequency signals from the ionosphere, which provides the ultra-long-range surveillance capabilities to detect and track maneuvering targets. Current OTH radar systems are capable of localizing targets in range and azimuth but are unable to achieve reliable instantaneous altitude estimation. Most existing height measurement methods of skywave OTH radar systems have taken advantage of the micromultipath effect and been considered in the flat earth model. However, the flat earth model is not proper since large error is inevitable, when the detection range is over one thousand kilometers. In order to avoid the error caused by the flat earth model, in this paper, an earth curvature model is introduced into OTH radar altimetry methods. The simulation results show that application of the earth curvature model can effectively reduce the estimation error.
天波超视距雷达系统具有重要的远程战略预警价值。他们利用来自电离层的高频信号的天波传播反射,提供超远程监视能力,以探测和跟踪机动目标。当前的OTH雷达系统能够在距离和方位上定位目标,但无法实现可靠的瞬时高度估计。现有的天波OTH雷达测高方法大多利用了微多径效应,并考虑了平坦地球模型。然而,当探测距离超过1000公里时,由于不可避免地会产生较大的误差,因此平地模型并不适用。为了避免平坦地球模型带来的误差,本文将地球曲率模型引入到OTH雷达测高方法中。仿真结果表明,采用地球曲率模型可以有效地减小估计误差。
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引用次数: 6
期刊
Journal of Applied Mathematics
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