GPS tomography of the ionospheric electron content with a correlation functional
نویسندگان
چکیده
We develop a minimization functional in order to regularize the inverse problem associated with three-dimensional ionospheric stochastic tomography. This functional is designed to yield, upon minimization, a solution which maximizes the frequency content of the solution below a certain cutoo, while keeping 2 constant. We show how this functional can be rewritten in terms of the correlation function of the image, thereby facilitating the algorithmic implementation of the method. We then implement this functional in a Kalman lter and obtain a smoothing algorithm that acts in both space and time. Finally, we use this technique to perform global scale GPS tomography of the ionospheric electron content.
منابع مشابه
Tomographic Reconstruction of the Ionospheric Electron Density in term of Wavelets
Ionospheric tomography is a method to investigate the ionospheric electron density in two or three dimensions. In this study, the function-based tomographic technique has been used for regional reconstruction of a 3D tomographic model of the ionospheric electron density using the GPS measurements of the Iranian Permanent GPS Network. Two-dimensional Haar wavelets and empirical orthogonal functi...
متن کاملApplication of Wavelet Neural Networks for Improving of Ionospheric Tomography Reconstruction over Iran
In this paper, a new method of ionospheric tomography is developed and evaluated based on the neural networks (NN). This new method is named ITNN. In this method, wavelet neural network (WNN) with particle swarm optimization (PSO) training algorithm is used to solve some of the ionospheric tomography problems. The results of ITNN method are compared with the residual minimization training neura...
متن کاملA PIM-aided Kalman Filter for GPS Tomography of the Ionospheric Electron Content
We develop the formalism for a PIM-based functional for stochastic tomography with a Kalman filter, in which the inversion problem associated with four-dimensional ionospheric stochastic tomography is regularized. For consistency, GPS data is used to select dynamically the best PIM parameters, in a 3DVAR fashion. We demonstrate the ingestion of GPS (IGS and GPS/MET) data into a parameterized io...
متن کامل4D Imaging of the Ionosphere using GPS data and an Application to Ionospheric Calibration of Radar Altimeters
We show how it is possible to combine GPS/MET oc-cultation data with ground data collected from 100+ IGS stations to perform stochastic tomography of the ionospheric electron content with a 3D global grid of voxels extending up to 2000 km above the mean surface of the Earth, and thus produce temporal series of 3D images of the ionospheric electron content. A correlation functional approach that...
متن کاملEvaluation of the Efficiency of the Adaptive Neuro Fuzzy Inference System (ANFIS) in the Modeling of the Ionosphere Total Electron Content Time Series Case Study: Tehran Permanent GPS Station
Global positioning system (GPS) measurements provide accurate and continuous 3-dimensional position, velocity and time data anywhere on or above the surface of the earth, anytime, and in all weather conditions. However, the predominant ranging error source for GPS signals is an ionospheric error. The ionosphere is the region of the atmosphere from about 60 km to more than 1500 km above the eart...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- IEEE Trans. Geoscience and Remote Sensing
دوره 36 شماره
صفحات -
تاریخ انتشار 1998