Overview of independent component analysis technique with an application to synthetic aperture radar (SAR) imagery processing

نویسنده

  • Simone G. O. Fiori
چکیده

We present an overview of independent component analysis, an emerging signal processing technique based on neural networks, with the aim to provide an up-to-date survey of the theoretical streams in this discipline and of the current applications in the engineering area. We also focus on a particular application, dealing with a remote sensing technique based on synthetic aperture radar imagery processing: we briefly review the features and main applications of synthetic aperture radar and show how blind signal processing by neural networks may be advantageously employed to enhance the quality of remote sensing data.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

The Object Detection Efficiency in Synthetic Aperture Radar Systems

The main purpose of this paper is to develop the method of characteristic functions for calculating the detection characteristics in the case of the object surrounded by rough surfaces. This method is to be implemented in synthetic aperture radar (SAR) systems using optimal resolution algorithms. By applying the specified technique, the expressions have been obtained for the false alarm and cor...

متن کامل

IMAGE PROCESSING TECHNIQUES USING SYNTHETIC APERTURE RADAR (SAR) IMAGES: A SURVEY M.Priyadharshini , Dr.I.Laurence Aroquiaraj

Over the past four decades, the Synthetic Aperture Radar (SAR) imagery has become a beneficial and important application over the optical satellite imagery because of its ability to operate in any weather conditions. However, these images are affected with granular noise termed as Speckle noise. This noise affects the overall quality of the image adversely and hence hinders the observation of v...

متن کامل

Spaceborne Imaging Radars for Earth’s Remote Sensing

Spaceborne synthetic aperture radars (SARS) generate high resolution, wide-swath coverage maps of the surface which resembie aeriai photographs. Since SARS are active, microwave instruments, they can operate in day and night situations and are neariy independent of cioud and weather conditions. in the past two decades, SAR imagery had been appiied to numerous Earth’s remote sensing studies. Thi...

متن کامل

The Lincoln Laboratory SAR: System Description and Polarimetric Processing Results

MIT Lincoln Laboratory is investigating the detection and identification of stationary ground targets in high resolution, fully polarimetric, synthetic aperture radar (SAR) imagery. This paper: (1) provides a brief description of the Lincoln Laboratory SAR, (2) describes an optimum polarimetric processing technique used to construct minimum-speckle SAR intensity imagery, and (3) presents an exa...

متن کامل

Performance Analysis Survey of Various SAR Image Despeckling Techniques

Over the past four decades, the Synthetic Aperture Radar (SAR) imagery has become a beneficial and important application over the optical satellite imagery because of its ability to operate in any weather conditions. However, these images are affected with granular noise termed as Speckle noise. This noise affects the overall quality of the image adversely and hence hinders the observation of v...

متن کامل

ذخیره 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 نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Neural networks : the official journal of the International Neural Network Society

دوره 16 3-4  شماره 

صفحات  -

تاریخ انتشار 2003