The current research aims to implement the numerical resultsfor the Holling third kind of functional response delay differential modelutilizing a stochastic framework based on Levenberg-Marquardt backpropagationneural...The current research aims to implement the numerical resultsfor the Holling third kind of functional response delay differential modelutilizing a stochastic framework based on Levenberg-Marquardt backpropagationneural networks (LVMBPNNs). The nonlinear model depends uponthree dynamics, prey, predator, and the impact of the recent past. Threedifferent cases based on the delay differential system with the Holling 3^(rd) type of the functional response have been used to solve through the proposedLVMBPNNs solver. The statistic computing framework is provided byselecting 12%, 11%, and 77% for training, testing, and verification. Thirteennumbers of neurons have been used based on the input, hidden, and outputlayers structure for solving the delay differential model with the Holling 3rdtype of functional response. The correctness of the proposed stochastic schemeis observed by using the comparison performances of the proposed and referencedata-based Adam numerical results. The authentication and precision ofthe proposed solver are approved by analyzing the state transitions, regressionperformances, correlation actions, mean square error, and error histograms.展开更多
星载合成孔径雷达(SAR)直接定位算法是发展SAR影像椭球表面校正地理编码(GEC)和地形校正地理编码(GTC)算法的基础。发展高精度的直接定位算法对促进SAR影像的应用具有重要意义。本文在距离-多普勒(RD)定位模型定位算法的基础上,发展了...星载合成孔径雷达(SAR)直接定位算法是发展SAR影像椭球表面校正地理编码(GEC)和地形校正地理编码(GTC)算法的基础。发展高精度的直接定位算法对促进SAR影像的应用具有重要意义。本文在距离-多普勒(RD)定位模型定位算法的基础上,发展了一种将纯分析法(AGM)和纯数值计算法相结合的算法(AIRGM)。新的定位算法兼有纯分析法和纯数值计算法的优点。利用一景ERS-2 SAR SLC数据,采用两种精度评价方法,将所发展的算法与现有的两种算法的定位精度进行了对比。第1种精度评价方法以影像产品中提供的四角点大地坐标为参考,第2种方法以从1∶5万地形图上获取的14个控制点为参考。评价结果表明AIRGM算法不仅定位精度较高,而且执行效率比纯粹的数值解算法(ASF)有了很大的提高。展开更多
在研究现有距离-多普勒（RD）定位模型解法方法的基础上,发展了一种基于斜角坐标系变换的RD模型直接定位分析算法,并在定位过程中引进了数值解算方法,使该定位算法兼有了纯分析法和纯数值计算法的特点.利用一景ERS-2 SAR SLC数据比较评...在研究现有距离-多普勒（RD）定位模型解法方法的基础上,发展了一种基于斜角坐标系变换的RD模型直接定位分析算法,并在定位过程中引进了数值解算方法,使该定位算法兼有了纯分析法和纯数值计算法的特点.利用一景ERS-2 SAR SLC数据比较评价了所发展算法与现有算法的定位效果,结果表明,该算法不仅定位精度较高,而且执行效率比纯粹的基于很多迭代过程的数值分析算法有了很大的提高.展开更多
基金This research received funding support from the NSRF via the Program Management Unit for Human Resources&Institutional Development,Research and Innovation[Grant Number B05F650018].
文摘The current research aims to implement the numerical resultsfor the Holling third kind of functional response delay differential modelutilizing a stochastic framework based on Levenberg-Marquardt backpropagationneural networks (LVMBPNNs). The nonlinear model depends uponthree dynamics, prey, predator, and the impact of the recent past. Threedifferent cases based on the delay differential system with the Holling 3^(rd) type of the functional response have been used to solve through the proposedLVMBPNNs solver. The statistic computing framework is provided byselecting 12%, 11%, and 77% for training, testing, and verification. Thirteennumbers of neurons have been used based on the input, hidden, and outputlayers structure for solving the delay differential model with the Holling 3rdtype of functional response. The correctness of the proposed stochastic schemeis observed by using the comparison performances of the proposed and referencedata-based Adam numerical results. The authentication and precision ofthe proposed solver are approved by analyzing the state transitions, regressionperformances, correlation actions, mean square error, and error histograms.
文摘星载合成孔径雷达(SAR)直接定位算法是发展SAR影像椭球表面校正地理编码(GEC)和地形校正地理编码(GTC)算法的基础。发展高精度的直接定位算法对促进SAR影像的应用具有重要意义。本文在距离-多普勒(RD)定位模型定位算法的基础上,发展了一种将纯分析法(AGM)和纯数值计算法相结合的算法(AIRGM)。新的定位算法兼有纯分析法和纯数值计算法的优点。利用一景ERS-2 SAR SLC数据,采用两种精度评价方法,将所发展的算法与现有的两种算法的定位精度进行了对比。第1种精度评价方法以影像产品中提供的四角点大地坐标为参考,第2种方法以从1∶5万地形图上获取的14个控制点为参考。评价结果表明AIRGM算法不仅定位精度较高,而且执行效率比纯粹的数值解算法(ASF)有了很大的提高。
文摘在研究现有距离-多普勒（RD）定位模型解法方法的基础上,发展了一种基于斜角坐标系变换的RD模型直接定位分析算法,并在定位过程中引进了数值解算方法,使该定位算法兼有了纯分析法和纯数值计算法的特点.利用一景ERS-2 SAR SLC数据比较评价了所发展算法与现有算法的定位效果,结果表明,该算法不仅定位精度较高,而且执行效率比纯粹的基于很多迭代过程的数值分析算法有了很大的提高.
