Fixed-Point Algorithms for Inverse Problems in Science and Engineering

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Release : 2011-05-27
Genre : Mathematics
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Book Rating : 692/5 ( reviews)

Fixed-Point Algorithms for Inverse Problems in Science and Engineering - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Fixed-Point Algorithms for Inverse Problems in Science and Engineering write by Heinz H. Bauschke. This book was released on 2011-05-27. Fixed-Point Algorithms for Inverse Problems in Science and Engineering available in PDF, EPUB and Kindle. "Fixed-Point Algorithms for Inverse Problems in Science and Engineering" presents some of the most recent work from top-notch researchers studying projection and other first-order fixed-point algorithms in several areas of mathematics and the applied sciences. The material presented provides a survey of the state-of-the-art theory and practice in fixed-point algorithms, identifying emerging problems driven by applications, and discussing new approaches for solving these problems. This book incorporates diverse perspectives from broad-ranging areas of research including, variational analysis, numerical linear algebra, biotechnology, materials science, computational solid-state physics, and chemistry. Topics presented include: Theory of Fixed-point algorithms: convex analysis, convex optimization, subdifferential calculus, nonsmooth analysis, proximal point methods, projection methods, resolvent and related fixed-point theoretic methods, and monotone operator theory. Numerical analysis of fixed-point algorithms: choice of step lengths, of weights, of blocks for block-iterative and parallel methods, and of relaxation parameters; regularization of ill-posed problems; numerical comparison of various methods. Areas of Applications: engineering (image and signal reconstruction and decompression problems), computer tomography and radiation treatment planning (convex feasibility problems), astronomy (adaptive optics), crystallography (molecular structure reconstruction), computational chemistry (molecular structure simulation) and other areas. Because of the variety of applications presented, this book can easily serve as a basis for new and innovated research and collaboration.

Iterative Optimization in Inverse Problems

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Release : 2014-02-12
Genre : Business & Economics
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Book Rating : 345/5 ( reviews)

Iterative Optimization in Inverse Problems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Iterative Optimization in Inverse Problems write by Charles Byrne. This book was released on 2014-02-12. Iterative Optimization in Inverse Problems available in PDF, EPUB and Kindle. Iterative Optimization in Inverse Problems brings together a number of important iterative algorithms for medical imaging, optimization, and statistical estimation. It incorporates recent work that has not appeared in other books and draws on the author's considerable research in the field, including his recently developed class of SUMMA algorithms

Parallel Operator Splitting Algorithms with Application to Imaging Inverse Problems

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Release : 2023-08-28
Genre : Computers
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Book Rating : 507/5 ( reviews)

Parallel Operator Splitting Algorithms with Application to Imaging Inverse Problems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Parallel Operator Splitting Algorithms with Application to Imaging Inverse Problems write by Chuan He. This book was released on 2023-08-28. Parallel Operator Splitting Algorithms with Application to Imaging Inverse Problems available in PDF, EPUB and Kindle. Image denoising, image deblurring, image inpainting, super-resolution, and compressed sensing reconstruction have important application value in engineering practice, and they are also the hot frontiers in the field of image processing. This book focuses on the numerical analysis of ill condition of imaging inverse problems and the methods of solving imaging inverse problems based on operator splitting. Both algorithmic theory and numerical experiments have been addressed. The book is divided into six chapters, including preparatory knowledge, ill-condition numerical analysis and regularization method of imaging inverse problems, adaptive regularization parameter estimation, and parallel solution methods of imaging inverse problem based on operator splitting. Although the research methods in this book take image denoising, deblurring, inpainting, and compressed sensing reconstruction as examples, they can also be extended to image processing problems such as image segmentation, hyperspectral decomposition, and image compression. This book can benefit teachers and graduate students in colleges and universities, or be used as a reference for self-study or further study of image processing technology engineers.

Splitting Methods in Communication, Imaging, Science, and Engineering

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Release : 2017-01-05
Genre : Mathematics
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Book Rating : 891/5 ( reviews)

Splitting Methods in Communication, Imaging, Science, and Engineering - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Splitting Methods in Communication, Imaging, Science, and Engineering write by Roland Glowinski. This book was released on 2017-01-05. Splitting Methods in Communication, Imaging, Science, and Engineering available in PDF, EPUB and Kindle. This book is about computational methods based on operator splitting. It consists of twenty-three chapters written by recognized splitting method contributors and practitioners, and covers a vast spectrum of topics and application areas, including computational mechanics, computational physics, image processing, wireless communication, nonlinear optics, and finance. Therefore, the book presents very versatile aspects of splitting methods and their applications, motivating the cross-fertilization of ideas.

Mathematical Analysis and Applications

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Release : 2018-04-05
Genre : Mathematics
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Book Rating : 30X/5 ( reviews)

Mathematical Analysis and Applications - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Mathematical Analysis and Applications write by Michael Ruzhansky. This book was released on 2018-04-05. Mathematical Analysis and Applications available in PDF, EPUB and Kindle. An authoritative text that presents the current problems, theories, and applications of mathematical analysis research Mathematical Analysis and Applications: Selected Topics offers the theories, methods, and applications of a variety of targeted topics including: operator theory, approximation theory, fixed point theory, stability theory, minimization problems, many-body wave scattering problems, Basel problem, Corona problem, inequalities, generalized normed spaces, variations of functions and sequences, analytic generalizations of the Catalan, Fuss, and Fuss–Catalan Numbers, asymptotically developable functions, convex functions, Gaussian processes, image analysis, and spectral analysis and spectral synthesis. The authors—a noted team of international researchers in the field— highlight the basic developments for each topic presented and explore the most recent advances made in their area of study. The text is presented in such a way that enables the reader to follow subsequent studies in a burgeoning field of research. This important text: Presents a wide-range of important topics having current research importance and interdisciplinary applications such as game theory, image processing, creation of materials with a desired refraction coefficient, etc. Contains chapters written by a group of esteemed researchers in mathematical analysis Includes problems and research questions in order to enhance understanding of the information provided Offers references that help readers advance to further study Written for researchers, graduate students, educators, and practitioners with an interest in mathematical analysis, Mathematical Analysis and Applications: Selected Topics includes the most recent research from a range of mathematical fields.