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"Matrix Computation Algorithms with FPGA Implementation offers a comprehensive exploration of efficient algorithms for matrix operations, coupled with practical insights into their hardware implementation on FPGAs.The author brings his expertise to guide readers to develop high-performance, hardware-accelerated solutions for a wide range of computational challenges."
------------------Dr. Arun Balodi, Professor and Chairman, Electronics and Communication Engineering, Dayananda Sagar University, Bengaluru.
"This book uniquely offers readers a clear path to applying complex matrix operations in real-world hardware systems. It’s an invaluable resource for VLSI engineers in wireless communication and machine learning, providing both MATLAB codes and Verilog implementations. With its hands-on approach, it serves as an essential tool for students and practicing engineers alike."
------------------Mr. Abhra Bagchi, Co-founder & Architect, FermionIC Design.
This book primarily discusses the concepts, algorithms, techniques for matrix computation and linear systems. The second part is about FPGA hardware implementation of these algorithms. This book will contain all the major algorithms related to linear systems with their MATLAB coding. The book will also have Verilog coding and architectures for implementing the algorithms on FPGA. This book will be useful for both students and the researchers alike.
Dr. Shirshendu Roy has completed Bachelor of Engineering (B. E.) degree in Electronics and Tele-Communication Engineering in 2010 and Master of Engineering (M. E.) in Digital Systems and Instrumentation in 2016 from Indian Institute of Engineering Science and Technology (IIEST), Shibpur, Howrah, India. He has four years of valuable industrial experience as Control and Instrumentation engineer at MAHAN Captive Power Plant for Hindalco Industries Limited (Aditya Birla Group). He has completed PhD degree from National Institute of Technology (NIT), Rourkela, Odisha, India in VLSI signal processing. Previously he worked in Gandhi Institute of GIET University, Odisha as assistant professor. Currently he is working in Dayananda Sagar University, Bengaluru as assistant professor. He has published many international journals with the publishing houses like IEEE and IET. Also, he has published text books on digital system design and has one Indian patent as first inventor. He has also authored and published many tutorials on the on-line platform in the field of Digital System Design. His current research interest includes compressed sensing, FPGA based implementation of algorithms (signal, image or video processing algorithms, machine learning algorithms, artificial neural networks etc.), low-power architecture design, ASIC, application of FPGA for IoT applications. The purpose of this book is to make students aware of architecture design for the matrix computation algorithms. The readers can share feedback regarding this book to the email ID: shirshenduroy88@gmail.com.
Preface, List of Figures, List of Tables, Symbols and Notations
1 Basics of Linear Algebra
2. Linear Systems
3 Direct and Matrix Factorization Based Algorithms
4 Iterative Algorithms
5 Basics of FPGA Implementation
6 Digital Architectures for Linear Systems Part 1
7 Architectures for Linear System Solver
8. Matrix Dimentionality Reduction Techniques
9 Vector Classification Techniques
10 Compressed Sensing
11 Appendix 1
12 Appendix 2
13 Appendix 3
Abbreviations, References, Index
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An excellent text book in the subject !
16/05/2025
