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Linear Algebra and Vector Calculus (2110015) Gujarat Technological University 2017 PDF

740 Pages·2017·84.985 MB·English
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Linear Algebra and Vector Calculus (2110015) Gujarat Technological University 2017 Fourth Edition About the Authors Ravish R Singh is presently Academic Advisor at Thakur Educational Trust, Mumbai. He obtained a BE degree from University of Mumbai in 1991, an MTech degree from IIT Bombay in 2001, and a PhD degree from Faculty of Technology, University of Mumbai, in 2013. He has published several books with McGraw Hill Education (India) Private Limited on varied subjects like Engineering Mathematics (I and II), Applied Mathematics, Electrical Engineering, Electrical and Electronics Engineering, etc., for all-India curricula as well as regional curricula of some universities like Gujarat Technological University, Mumbai University, Pune University, Jawaharlal Nehru Technological University, Anna University, Uttarakhand Technical University, and Dr A P J Abdul Kalam Technical University (formerly known as UPTU). Dr Singh is a member of IEEE, ISTE, and IETE, and has published research papers in national and international journals. His fields of interest include Circuits, Signals and Systems, and Engineering Mathematics. Mukul Bhatt is presently Assistant Professor, Department of Humanities and Sciences, at Thakur College of Engineering and Technology, Mumbai. She obtained her MSc (Mathematics) from H N B Garhwal University in 1992. She has published several books with McGraw Hill Education (India) Private Limited on Engineering Mathematics (I and II) and Applied Mathematics for all-India curricula as well as regional curricula of some universities like Gujarat Technological University, Mumbai University, Pune University, Jawaharlal Nehru Technological University, Anna University, Uttarakhand Technical University, and Dr A P J Abdul Kalam Technical University (formerly known as UPTU). She has seventeen years of teaching experience at various levels in engineering colleges in Mumbai and her fields of interest include Integral Calculus, Complex Analysis, and Operation Research. She is a member of ISTE. Linear Algebra and Vector Calculus (2110015) Gujarat Technological University 2017 Fourth Edition Ravish R Singh Academic Advisor Thakur Educational Trust Mumbai, Maharashtra Mukul Bhatt Assistant Professor Department of Humanities and Sciences Thakur College of Engineering and Technology Mumbai, Maharashtra McGraw Hill Education (India) Private Limited CHENNAI McGraw Hill Education Offices Chennai New York St Louis San Francisco Auckland Bogotá Caracas Kuala Lumpur Lisbon London Madrid Mexico City Milan Montreal San Juan Santiago Singapore Sydney Tokyo Toronto McGraw Hill Education (India) Private Limited Published by McGraw Hill Education (India) Private Limited 444/1, Sri Ekambara Naicker Industrial Estate, Alapakkam, Porur, Chennai 600 116 Linear Algebra and Vector Calculus (Gujarat Technological University 2017) Copyright© 2017, 2016, 2015, 2014, 2013, 2012 by McGraw Hill Education (India) Private Limited. No part of this publication may be reproduced or distributed in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise or stored in a database or retrieval system without the prior written permission of the author. The program listings (if any) may be entered, stored and executed in a computer system, but they may not be reproduced for publication. This edition can be exported from India only by the publishers, McGraw Hill Education (India) Private Limited ISBN 13: 978-93-5260-481-4 ISBN 10: 93-5260-481-4 Managing Director: Kaushik Bellani Director—Products (Higher Education & Professional): Vibha Mahajan Manager—Product Development: Koyel Ghosh Senior Specialist—Product Development: Piyali Chatterjee Head—Production (Higher Education & Professional): Satinder S Baveja Assistant Manager—Production: Anuj K Shriwastava Assistant General Manager—Product Management (Higher Education & Professional): Shalini Jha Product Manager—Product Management: Ritwick Dutta General Manager—Production: Rajender P Ghansela Manager—Production: Reji Kumar Information contained in this work has been obtained by McGraw Hill Education (India), from sources believed to be reliable. However, neither McGraw Hill Education (India) nor its authors guarantee the accuracy or completeness of any information published herein, and neither McGraw Hill Education (India) nor its authors shall be responsible for any errors, omissions, or damages arising out of use of this information. This work is published with the understanding that McGraw Hill Education (India) and its authors are supplying information but are not attempting to render engineering or other professional services. If such services are required, the assistance of an appropriate professional should be sought. Typeset at APS Compugraphics, 4G, PKT 2, Mayur Vihar Phase-III, Delhi 96, and printed at Cover Printer: Visit us at: www.mheducation.co.in To Our parents-in-law Shri Uday Pratap Singh Shrimati Shaila Singh Ravish R Singh Late Shri Dataram Bhatt Shrimati Sateshwaridevi Bhatt Mukul Bhatt contents O Preface xi 1. MAtrices And systeMs of LineAr equAtions 1.1-1.102 1.1 Introduction 1.1 1.2 Matrix 1.1 1.3 Some Definitions Associated with Matrices 1.1 1.4 Some Special Matrices 1.4 1.5 Elementary Transformations 1.19 1.6 System of Non-Homogeneous Linear Equations 1.25 1.7 System of Homogeneous Linear Equations 1.47 1.8 Inverse of a Matrix 1.61 1.9 Rank of a Matrix 1.79 1.10 Applications of Systems of Linear Equations 1.97 2. Vector spAces 2.1–2.118 2.1 Introduction 2.1 2.2 Euclidean Vector Space 2.1 2.3 Vector Spaces 2.11 2.4 Subspaces 2.17 2.5 Linear Combination 2.23 2.6 Span 2.30 2.7 Linear Dependence and Independence 2.47 2.8 Basis 2.63 2.9 Finite Dimensional Vector Space 2.69 2.10 Basis and Dimension for Solution Space of the Homogeneous Systems 2.70 2.11 Reduction and Extension to Basis 2.78 2.12 Coordinate Vector Relative to a Basis 2.87 2.13 Change of Basis 2.90 2.14 Row Space, Column Space and Null Space 2.103 2.15 Rank and Nullity 2.115 3. LineAr trAnsforMAtion 3.1–3.90 3.1 Introduction 3.1 3.2 Euclidean Linear Transformation 3.1 3.3 Linear Transformations 3.2 3.4 Linear Operators (Types of Linear Transformations) 3.3 3.5 Linear Transformations from Images of Basis Vectors 3.12 3.6 Composition of Linear Transformation 3.16 3.7 Kernel (Null Space) and Range of a Linear Transformation 3.24 3.8 Inverse Linear Transformations 3.46 3.9 The Matrix of a Linear Transformation 3.55 3.10 Effect of Change of Bases on Linear Operators 3.77 3.11 Similarity of Matrices 3.86 4. inner product spAces 4.1–4.52 4.1 Introduction 4.1 4.2 Inner Product Spaces 4.1 4.3 Orthogonal and Orthonormal Basis 4.24 4.4 Gram–Schmidt Process 4.25 4.5 Orthogonal Complements 4.39 4.6 Orthogonal Projection 4.43 4.7 Least Squares Approximation 4.47 5. eigenVALues And eigenVectors 5.1–5.103 5.1 Introduction 5.1 5.2 Eigenvalues and Eigenvectors 5.1 5.3 Cayley–Hamilton Theorem 5.28 5.4 Similarity of Matrices 5.38 5.5 Diagonalization 5.38 5.6 Quadratic Form 5.64 5.7 Conic Sections 5.95 6. Vector functions 6.1–6.81 6.1 Introduction 6.1 6.2 Vector Function of a Single Scalar Variable 6.1 6.3 Tangent, Normal and Binormal Vectors 6.2 6.4 Arc Length 6.15 6.5 Curvature and Torsion 6.17 6.6 Scalar and Vector Point Function 6.24 6.7 Gradient 6.25 6.8 Divergence 6.46 6.9 Curl 6.48 6.10 Properties of Gradient, Divergence and Curl 6.60 6.11 Second Order Differential Operator 6.65 7. Vector cALcuLus 7.1–7.87 7.1 Introduction 7.1 7.2 Line Integrals 7.1 7.3 Path Independence of Line Integrals (Conservative Field and Scalar Potential) 7.2 7.4 Green’s Theorem in the Plane 7.16 7.5 Surface Integrals 7.33 7.6 Volume Integrals 7.41 7.7 Gauss’ Divergence Theorem 7.44 7.8 Stokes’ Theorem 7.62 Appendix 1 Integral Formulae A1.1– A1.2 Solved Question Paper (May/June-2012) SQP.1–SQP.25 Solved Question Paper (Summer-2013) SQP.2– SQP.17 Solved Question Paper (Summer-2014) SQP.3– SQP.33 Solved Question Paper (Winter-2014) SQP.1– SQP.27 Solved Question Paper (Summer-2015) SQP.1– SQP.26 Index I.1–I.4

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