Advanced Classical and Quantum Probability Theory with Quantum Field Theory Applications Advanced Classical and Quantum Probability Theory with Quantum Field Theory Applications Harish Parthasarathy Professor Electronics & Communication Engineering Netaji Subhas Institute of Technology (NSIT) New Delhi, Delhi-110078 First edition published 2023 by CRC Press 4 Park Square, Milton Park, Abingdon, Oxon, OX14 4RN and by CRC Press 6000 Broken Sound Parkway NW, Suite 300, Boca Raton, FL 33487-2742 © 2023 Manakin Press CRC Press is an imprint of Informa UK Limited The right of Harish Parthasarathy to be identified as author of this work has been asserted in accordance with sections 77 and 78 of the Copyright, Designs and Patents Act 1988. All rights reserved. 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Print edition not for sale in South Asia (India, Sri Lanka, Nepal, Bangladesh, Pakistan and Bhutan) British Library Cataloguing-in-Publication Data A catalogue record for this book is available from the British Library ISBN: 9781032405124 (hbk) ISBN: 9781032405148 (pbk) ISBN: 9781003353430 (ebk) DOI: 10.4324/9781003353430 Typeset in Arial, BookManOldStyle, CourierNewPS, MS-Mincho, Symbol, and TimesNewRoman by Manakin Press, Delhi 1 Preface Preface The contents of this book are based on three undergraduate and postgradu ate courses taught by the author on Matrix theory, probability theory and an tenna theory over the past several years. The portion on matrix theory covers basic linear algebra including quotient vector spaces, variational principles for computingeigenvaluesofa matrix,primary andjordandecompositiontheorems for nondiagonable matrices, simultaneous triangulability, and basic matrix de composition theorems useful in statistics, signal processing and control. It also covers Lie algebra theory culminating the celebrated root space decomposition introduced by E.Cartan of a semisimple Lie algebra in terms of Cartan subal gebras and root vectors and also some interesting topics in control theory like controllability ofpartialdifferential equations of mathematicalphysics including Maxwell’s equations, Dirac equation and their quantum versions. By control of aquantumsystemcomprisingelectrons,positronsandphotonsdescribedbythe second quantized Maxwell and Dirac equations, we mean the design of classical control fields like current and electromagnetic fields so that the resulting ra diation pattern genererated by the electronpositron field will have spacetime momentsthatprovideagood match toagiven setof moments. Somediscussion on large deviation theory in control has also been included involving designing control fields for pde’s driven by weak stochastic noise so that the probability of deviation of the controlled field from a prescribed set of fields by an amount greater than a given threshold is a minimum. For constructing the irreducible finite dimensional representation of a semisimple idea, we discuss the notion of maximal ideals of the universal enveloping algebra of a semisimple Lie algebra the oneone correspondence between the irreducible representations and maxi mal ideals. The second part of the book deals with probability theory and we introduce Brownian motion, Poisson process and some of the features assoo ciated with such processes. The third part of the book covers basic antenna theory including far field radiation pattern by a current source at a given fre quency, quantum electrodynamics within a cavity described by the coupling of the second quantized Maxwell and Dirac fields and how to control these cavity fields so as to get a far field radiation pattern having prescribed statistics in a coherent state of cavity photons and Fermions. This portion of the book also introduces the quantum Boltzmann equation in the presence of electromagnetic fields and how from the resulting nonlinear evolution of the density matrix, we can compute the refractive index of materials from quantum averages of electric and magnetic dipole moments. We demonstrate how the refractive index com putedin thisquantummechanical way willgenerallybefielddependent. Wealso show that if gravitational effects are taken into account, for example the metric tensor of spacetime in an expanding universe, then Dirac’s equation will have to be modified by the presence of background curvature and hence the resulting quantum Boltzmann equation will contain gravitational terms thereby causing the refractive index to depend on the spacetime metric of gravitation. We also discuss an interesting notion in electrodynamics namely that of specified the charges in space in terms of the singularities of the electric and magnetic fields. Thisfactleadstotheimportant conclusionthatall chargesareinfactgenerated v 2 by the singularities of the electromagnetic field and hence one can postulate that the electron’s mass and charge is of electromagnetic origin. In this context, we explain how to compute the corrected electron propagator due to external elec tromagnetic and gravitational fields by formulating an appropriate differential equation for the electron propagator and hence from this corrected propagator, how to determine the shift in the electron’s mass due to electromagnetic and gravitational fields. Author vi Table of Contents 1. Matrix Theory 1–50 2. Probability Theory 51–64 3. Antenna Theory 65–98 4. Miscellaneous Problems 99–108 5. More Problems in Linear Algebra and Functional Analysis 109–184 6. Models for the Refractive Index of Materials and Liquids 185–216 7. More Problems in Probability Theory, Antennas and Refractive Index of Materials 217–248 vii Detailed Contents 1. Matrix Theory 1–50 1.1 Perequisites of Linear Algebra 3 1.2 Quotient of a Vector Space 4 1.3 Triangularity of Comuting Operators 5 1.4 Simultaneous Diagonability of a Family of Comuting Normal Operators w.r.t an onb in a Finite Dimensional Complex Inner Product Space 6 1.5 Tensor Products of Vectors and Matrices 7 1.6 The Minimax Variational Principle for Calculating all the Eigenvalues of a Hermitian Matrix 8 1.7 The Basic Decompostition Theorems of Matrix Theory 8 1.8 A Computational Problems in Lie Group Theory 12 1.9 Primary Decompostition Theorem 13 1.10 Existence of Cartan Subalgebra 15 1.11 Exercises in Matrix Theory 24 1.12 Conjugancy Classes of Cartan Subalgebras 28 1.13 Exercises 29 1.14 Appendix: Some Applications of Matrix Theory to Control Theory Problems 30 1.15 Controllability of Supersymmetric Field the Oretic Problems 38 1.16 Controllability of Yang-Mills Gauge Fields in the Quantum Context Using Feynman’s Path Integral Approach to Quantum Field Theory 39 1.17 Large Deviations and Control Theory 40 1.18 Approximate Contollability of the Maxwell Equations 42 1.19 Controllability Problems in Quantum Scatering Theory 43 1.20 Kalman’s Notion of Controllability and Its Extension to pde’s 43 1.21 Controllability in the Context of Representations of Lie Groups 44 1.22 Irreducible Representations and Maximal Ideals 45 1.23 Controllability of the Maxwell-Dirac Equations Using External Classical Current and Field Sources 46 ix