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Books > Science & Mathematics > Mathematics > Calculus & mathematical analysis > General

Student Solutions Manual for Calculus (Paperback, 9th edition): Dale Varberg, Edwin Purcell, Steve Rigdon Student Solutions Manual for Calculus (Paperback, 9th edition)
Dale Varberg, Edwin Purcell, Steve Rigdon
R2,297 Discovery Miles 22 970 Ships in 12 - 19 working days

Fully worked solutions to odd-numbered exercises.

Calculus (Hardcover, Fourth Edition): Jon Rogawski, Colin Adams, Robert Franzosa Calculus (Hardcover, Fourth Edition)
Jon Rogawski, Colin Adams, Robert Franzosa
R2,392 Discovery Miles 23 920 Ships in 9 - 17 working days

The author's goal for the book is that it's clearly written, could be read by a calculus student and would motivate them to engage in the material and learn more. Moreover, to create a text in which exposition, graphics, and layout would work together to enhance all facets of a student's calculus experience. They paid special attention to certain aspects of the text: 1. Clear, accessible exposition that anticipates and addresses student difficulties. 2. Layout and figures that communicate the flow of ideas. 3. Highlighted features that emphasize concepts and mathematical reasoning including Conceptual Insight, Graphical Insight, Assumptions Matter, Reminder, and Historical Perspective. 4. A rich collection of examples and exercises of graduated difficulty that teach basic skills as well as problem-solving techniques, reinforce conceptual understanding, and motivate calculus through interesting applications. Each section also contains exercises that develop additional insights and challenge students to further develop their skills.

Calculus: An Introduction (Hardcover): Travis Madden Calculus: An Introduction (Hardcover)
Travis Madden
R3,346 R3,027 Discovery Miles 30 270 Save R319 (10%) Ships in 10 - 15 working days
Calculus: The Basics (Hardcover): Megan Baker Calculus: The Basics (Hardcover)
Megan Baker
R3,201 R2,899 Discovery Miles 28 990 Save R302 (9%) Ships in 10 - 15 working days
Teaching and Learning of Calculus (Paperback, 1st ed. 2016): David Bressoud, Imene Ghedamsi, Victor Martinez Luaces, Gunter... Teaching and Learning of Calculus (Paperback, 1st ed. 2016)
David Bressoud, Imene Ghedamsi, Victor Martinez Luaces, Gunter Toerner
R591 Discovery Miles 5 910 Ships in 10 - 15 working days

This survey focuses on the main trends in the field of calculus education. Despite their variety, the findings reveal a cornerstone issue that is strongly linked to the formalism of calculus concepts and to the difficulties it generates in the learning and teaching process. As a complement to the main text, an extended bibliography with some of the most important references on this topic is included. Since the diversity of the research in the field makes it difficult to produce an exhaustive state-of-the-art summary, the authors discuss recent developments that go beyond this survey and put forward new research questions.

Calculus (Hardcover, 4th edition): Robert T. Smith, Roland Minton Calculus (Hardcover, 4th edition)
Robert T. Smith, Roland Minton
R7,181 Discovery Miles 71 810 Ships in 10 - 15 working days

Now in its 4th edition, Smith/Minton, "Calculus" offers students and instructors a mathematically sound text, robust exercise sets and elegant presentation of calculus concepts. When packaged with ALEKS Prep for Calculus, the most effective remediation tool on the market, Smith/Minton offers a complete package to ensure students success in calculus. The new edition has been updated with a reorganization of the exercise sets, making the range of exercises more transparent. Additionally, over 1,000 new classic calculus problems were added.

Elementary Vector Calculus and Its Applications with MATLAB Programming (Hardcover): Nita H. Shah, Jitendra Panchal Elementary Vector Calculus and Its Applications with MATLAB Programming (Hardcover)
Nita H. Shah, Jitendra Panchal
R3,275 Discovery Miles 32 750 Ships in 12 - 19 working days

Sir Isaac Newton, one of the greatest scientists and mathematicians of all time, introduced the notion of a vector to define the existence of gravitational forces, the motion of the planets around the sun, and the motion of the moon around the earth. Vector calculus is a fundamental scientific tool that allows us to investigate the origins and evolution of space and time, as well as the origins of gravity, electromagnetism, and nuclear forces. Vector calculus is an essential language of mathematical physics, and plays a vital role in differential geometry and studies related to partial differential equations widely used in physics, engineering, fluid flow, electromagnetic fields, and other disciplines. Vector calculus represents physical quantities in two or three-dimensional space, as well as the variations in these quantities. The machinery of differential geometry, of which vector calculus is a subset, is used to understand most of the analytic results in a more general form. Many topics in the physical sciences can be mathematically studied using vector calculus techniques. This book is designed under the assumption that the readers have no prior knowledge of vector calculus. It begins with an introduction to vectors and scalars, and also covers scalar and vector products, vector differentiation and integrals, Gauss's theorem, Stokes's theorem, and Green's theorem. The MATLAB programming is given in the last chapter. This book includes many illustrations, solved examples, practice examples, and multiple-choice questions.

Advanced Calculus (Paperback, 5th edition): Wilfred Kaplan Advanced Calculus (Paperback, 5th edition)
Wilfred Kaplan
R4,084 Discovery Miles 40 840 Ships in 12 - 19 working days

The Fifth Edition of this leading text offers substantial training in vectors and matrices, vector analysis, and partial differential equations. Vectors are introduced at the outset and serve at many points to indicate geometrical and physical significance of mathematical relations. Numerical methods are touched upon at various points, because of their practical value and the insights they give about theory.

Essential Calculus (Hardcover): Betty Reads Essential Calculus (Hardcover)
Betty Reads
R3,568 R3,222 Discovery Miles 32 220 Save R346 (10%) Ships in 10 - 15 working days
Bernoulli Numbers and Zeta Functions (Hardcover, 2014): Tsuneo Arakawa, Tomoyoshi Ibukiyama, Masanobu Kaneko Bernoulli Numbers and Zeta Functions (Hardcover, 2014)
Tsuneo Arakawa, Tomoyoshi Ibukiyama, Masanobu Kaneko; Contributions by Don B. Zagier
R4,286 Discovery Miles 42 860 Ships in 12 - 19 working days

Two major subjects are treated in this book. The main one is the theory of Bernoulli numbers and the other is the theory of zeta functions. Historically, Bernoulli numbers were introduced to give formulas for the sums of powers of consecutive integers. The real reason that they are indispensable for number theory, however, lies in the fact that special values of the Riemann zeta function can be written by using Bernoulli numbers. This leads to more advanced topics, a number of which are treated in this book: Historical remarks on Bernoulli numbers and the formula for the sum of powers of consecutive integers; a formula for Bernoulli numbers by Stirling numbers; the Clausen von Staudt theorem on the denominators of Bernoulli numbers; Kummer's congruence between Bernoulli numbers and a related theory of "p"-adic measures; the Euler Maclaurin summation formula; the functional equation of the Riemann zeta function and the Dirichlet L functions, and their special values at suitable integers; various formulas of exponential sums expressed by generalized Bernoulli numbers; the relation between ideal classes of orders of quadratic fields and equivalence classes of binary quadratic forms; class number formula for positive definite binary quadratic forms; congruences between some class numbers and Bernoulli numbers; simple zeta functions of prehomogeneous vector spaces; Hurwitz numbers; Barnes multiple zeta functions and their special values; the functional equation of the double zeta functions; and poly-Bernoulli numbers. An appendix by Don Zagier on curious and exotic identities for Bernoulli numbers is also supplied. This book will be enjoyable both for amateurs and for professional researchers. Because the logical relations between the chapters are loosely connected, readers can start with any chapter depending on their interests. The expositions of the topics are not always typical, and some parts are completely new."

The Gradient Test - Another Likelihood-Based Test (Paperback): Artur Lemonte The Gradient Test - Another Likelihood-Based Test (Paperback)
Artur Lemonte
R1,455 Discovery Miles 14 550 Ships in 12 - 19 working days

The Gradient Test: Another Likelihood-Based Test presents the latest on the gradient test, a large-sample test that was introduced in statistics literature by George R. Terrell in 2002. The test has been studied by several authors, is simply computed, and can be an interesting alternative to the classical large-sample tests, namely, the likelihood ratio (LR), Wald (W), and Rao score (S) tests. Due to the large literature about the LR, W and S tests, the gradient test is not frequently used to test hypothesis. The book covers topics on the local power of the gradient test, the Bartlett-corrected gradient statistic, the gradient statistic under model misspecification, and the robust gradient-type bounded-influence test.

Asymptotic Integration And Stability: For Ordinary, Functional And Discrete Differential Equations Of Fractional Order... Asymptotic Integration And Stability: For Ordinary, Functional And Discrete Differential Equations Of Fractional Order (Hardcover)
Dumitru Baleanu, Octavian G Mustafa
R2,493 Discovery Miles 24 930 Ships in 12 - 19 working days

This volume presents several important and recent contributions to the emerging field of fractional differential equations in a self-contained manner. It deals with new results on existence, uniqueness and multiplicity, smoothness, asymptotic development, and stability of solutions. The new topics in the field of fractional calculus include also the Mittag-Leffler and Razumikhin stability, stability of a class of discrete fractional non-autonomous systems, asymptotic integration with a priori given coefficients, intervals of disconjugacy (non-oscillation), existence of Lp solutions for various linear, and nonlinear fractional differential equations.

Calculus for the Ambitious (Hardcover): T. W. Koerner Calculus for the Ambitious (Hardcover)
T. W. Koerner
R3,275 Discovery Miles 32 750 Ships in 12 - 19 working days

From the author of The Pleasures of Counting and Naive Decision Making comes a calculus book perfect for self-study. It will open up the ideas of the calculus for any 16- to 18-year-old, about to begin studies in mathematics, and will be useful for anyone who would like to see a different account of the calculus from that given in the standard texts. In a lively and easy-to-read style, Professor Koerner uses approximation and estimates in a way that will easily merge into the standard development of analysis. By using Taylor's theorem with error bounds he is able to discuss topics that are rarely covered at this introductory level. This book describes important and interesting ideas in a way that will enthuse a new generation of mathematicians.

Calculus of Several Variables (Hardcover, 3rd ed. 1987. Corr. 4th printing 1996): Serge Lang Calculus of Several Variables (Hardcover, 3rd ed. 1987. Corr. 4th printing 1996)
Serge Lang
R2,017 Discovery Miles 20 170 Ships in 12 - 19 working days

This is a new, revised edition of this widely known text. All of the basic topics in calculus of several variables are covered, including vectors, curves, functions of several variables, gradient, tangent plane, maxima and minima, potential functions, curve integrals, Green's theorem, multiple integrals, surface integrals, Stokes' theorem, and the inverse mapping theorem and its consequences. The presentation is self-contained, assuming only a knowledge of basic calculus in one variable. Many completely worked-out problems have been included.

Mathematik für technische Studiengänge im ersten Studienjahr - Analysis und lineare Algebra von der Theorie zur Anwendung... Mathematik für technische Studiengänge im ersten Studienjahr - Analysis und lineare Algebra von der Theorie zur Anwendung (Paperback, 1. Aufl. 2021)
Jonny Dambrowski
R1,227 Discovery Miles 12 270 Ships in 10 - 15 working days

Das vorliegende Lehr- und Arbeitsbuch, das im Wesentlichen die mathematische Grundausbildung im ersten Studienjahr technisch- und naturwissenschaftlich orientierter Studiengänge abdeckt, verfolgt zwei Ziele: Zum einen sollen praxisrelevante mathematische Methoden eingeübt werden, wie es etwa in ingenieurwissenschaftlichen Studiengängen gefordert wird. Zum anderen sollen Studierende die Fähigkeit erwerben, sich selbstständig in unbekannte mathematische Texte einzuarbeiten. Letzteres ist notwendig, weil eine mathematische Grundausbildung niemals alle Themen abdecken kann, die im weiteren Studium oder später im Arbeitsleben möglicherweise gebraucht werden. Hier würden auswendig gelernte Kochrezepte scheitern – stattdessen sollten Zusammenhänge erkannt werden. Das vorliegende Buch erleichtert dies durch einen formal-theoretischen Rahmen sowie einen logisch konsistenten Aufbau inklusive ausführlicher Beweise für fast alle Behauptungen. Praxisbezüge werden insbesondere hergestellt zur Physik, Signal- und Systemtheorie sowie Energietechnik. Weitere didaktische Besonderheiten des Buches: Im Text sind kleine Übungen und Verständnisfragen eingestreut, die den Leser beim Durcharbeiten des Stoffes zum aktiven Mitmachen anregen. Nach jedem Abschnitt werden außerdem Übungsaufgaben angeboten, die in Rechen- und Theorieaufgaben unterteilt sind. Erstere dienen dem Anwenden und Einüben der wesentlichen Rechenmethoden, letztere dem Verstehen und Erkennen von Zusammenhängen. Über 250 Abbildungen und Diagramme stärken die Anschauungskraft des Lesers.

Asymptotics of Random Matrices and Related Models - The Uses of Dyson-Schwinger Equations (Paperback): Alice Guionnet Asymptotics of Random Matrices and Related Models - The Uses of Dyson-Schwinger Equations (Paperback)
Alice Guionnet
R1,552 Discovery Miles 15 520 Ships in 12 - 19 working days

Probability theory is based on the notion of independence. The celebrated law of large numbers and the central limit theorem describe the asymptotics of the sum of independent variables. However, there are many models of strongly correlated random variables: for instance, the eigenvalues of random matrices or the tiles in random tilings. Classical tools of probability theory are useless to study such models. These lecture notes describe a general strategy to study the fluctuations of strongly interacting random variables. This strategy is based on the asymptotic analysis of Dyson-Schwinger (or loop) equations: the author will show how these equations are derived, how to obtain the concentration of measure estimates required to study these equations asymptotically, and how to deduce from this analysis the global fluctuations of the model. The author will apply this strategy in different settings: eigenvalues of random matrices, matrix models with one or several cuts, random tilings, and several matrices models.

Advanced Calculus With Applications in Statistics 2e (Hardcover, 2nd Edition): AI Khuri Advanced Calculus With Applications in Statistics 2e (Hardcover, 2nd Edition)
AI Khuri
R4,772 Discovery Miles 47 720 Ships in 10 - 15 working days

Praise for the First Edition

"An enticing approach to the subject. . . . Students contemplating a career in statistics will acquire a valuable understanding of the underlying structure of statistical theory. . . statisticians should consider purchasing it as an additional reference on advanced calculus."
–Journal of the American Statistical Association

"This book is indeed a pleasure to read. It is simple to understand what the author is attempting to accomplish, and to follow him as he proceeds. . . . I would highly recommend the book for one’s personal collection or suggest your librarian purchase a copy."
–Journal of the Operational Research Society

Knowledge of advanced calculus has become imperative to the understanding of the recent advances in statistical methodology. The First Edition of Advanced Calculus with Applications in Statistics has served as a reliable resource for both practicing statisticians and students alike. In light of the tremendous growth of the field of statistics since the book’s publication, André Khuri has reexamined his popular work and substantially expanded it to provide the most up-to-date and comprehensive coverage of the subject.

Retaining the original’s much-appreciated application-oriented approach, Advanced Calculus with Applications in Statistics, Second Edition supplies a rigorous introduction to the central themes of advanced calculus suitable for both statisticians and mathematicians alike. The Second Edition adds significant new material on:

  • Basic topological concepts
  • Orthogonal polynomials
  • Fourier series
  • Approximation of integrals
  • Solutions to selected exercises

The volume’s user-friendly text is notable for its end-of-chapter applications, designed to be flexible enough for both statisticians and mathematicians. Its well thought-out solutions to exercises encourage independent study and reinforce mastery of the content. Any statistician, mathematician, or student wishing to master advanced calculus and its applications in statistics will find this new edition a welcome resource.

Fractional Order Processes - Simulation, Identification, and Control (Paperback): Seshu Kumar Damarla, Madhusree Kundu Fractional Order Processes - Simulation, Identification, and Control (Paperback)
Seshu Kumar Damarla, Madhusree Kundu
R1,604 Discovery Miles 16 040 Ships in 12 - 19 working days

The book presents efficient numerical methods for simulation and analysis of physical processes exhibiting fractional order (FO) dynamics. The book introduces FO system identification method to estimate parameters of a mathematical model under consideration from experimental or simulated data. A simple tuning technique, which aims to produce a robust FO PID controller exhibiting iso-damping property during re-parameterization of a plant, is devised in the book. A new numerical method to find an equivalent finite dimensional integer order system for an infinite dimensional FO system is developed in the book. The book also introduces a numerical method to solve FO optimal control problems. Key features Proposes generalized triangular function operational matrices. Shows significant applications of triangular orthogonal functions as well as triangular strip operational matrices in simulation, identification and control of fractional order processes. Provides numerical methods for simulation of physical problems involving different types of weakly singular integral equations, Abel's integral equation, fractional order integro-differential equations, fractional order differential and differential-algebraic equations, and fractional order partial differential equations. Suggests alternative way to do numerical computation of fractional order signals and systems and control. Provides source codes developed in MATLAB for each chapter, allowing the interested reader to take advantage of these codes for broadening and enhancing the scope of the book itself and developing new results.

Lectures on Nonsmooth Differential Geometry (Hardcover, 1st ed. 2020): Nicola Gigli, Enrico Pasqualetto Lectures on Nonsmooth Differential Geometry (Hardcover, 1st ed. 2020)
Nicola Gigli, Enrico Pasqualetto
R1,491 Discovery Miles 14 910 Ships in 12 - 19 working days

This book provides an introduction to some aspects of the flourishing field of nonsmooth geometric analysis. In particular, a quite detailed account of the first-order structure of general metric measure spaces is presented, and the reader is introduced to the second-order calculus on spaces - known as RCD spaces - satisfying a synthetic lower Ricci curvature bound. Examples of the main topics covered include notions of Sobolev space on abstract metric measure spaces; normed modules, which constitute a convenient technical tool for the introduction of a robust differential structure in the nonsmooth setting; first-order differential operators and the corresponding functional spaces; the theory of heat flow and its regularizing properties, within the general framework of "infinitesimally Hilbertian" metric measure spaces; the RCD condition and its effects on the behavior of heat flow; and second-order calculus on RCD spaces. The book is mainly intended for young researchers seeking a comprehensive and fairly self-contained introduction to this active research field. The only prerequisites are a basic knowledge of functional analysis, measure theory, and Riemannian geometry.

Delays and Networked Control Systems (Paperback, Softcover reprint of the original 1st ed. 2016): Alexandre Seuret, Laurentiu... Delays and Networked Control Systems (Paperback, Softcover reprint of the original 1st ed. 2016)
Alexandre Seuret, Laurentiu Hetel, Jamal Daafouz, Karl H. Johansson
R3,648 Discovery Miles 36 480 Ships in 10 - 15 working days

This edited monograph includes state-of-the-art contributions on continuous time dynamical networks with delays. The book is divided into four parts. The first part presents tools and methods for the analysis of time-delay systems with a particular attention on control problems of large scale or infinite-dimensional systems with delays. The second part of the book is dedicated to the use of time-delay models for the analysis and design of Networked Control Systems. The third part of the book focuses on the analysis and design of systems with asynchronous sampling intervals which occur in Networked Control Systems. The last part of the book exposes several contributions dealing with the design of cooperative control and observation laws for networked control systems. The target audience primarily comprises researchers and experts in the field of control theory, but the book may also be beneficial for graduate students.

Fuzzy Dual Numbers - Theory and Applications (Paperback, Softcover reprint of the original 1st ed. 2018): Felix Mora-Camino,... Fuzzy Dual Numbers - Theory and Applications (Paperback, Softcover reprint of the original 1st ed. 2018)
Felix Mora-Camino, Carlos Alberto Nunes Cosenza
R2,873 Discovery Miles 28 730 Ships in 10 - 15 working days

This is the first book focusing exclusively on fuzzy dual numbers. In addition to offering a concise guide to their properties, operations and applications, it discusses some of their advantages with regard to classical fuzzy numbers, and describes the most important operations together with a set of interesting applications in e.g. optimization, decision-making and system design. The book provides students, researchers and professionals the necessary theoretical background to apply this particular subset of fuzzy numbers to decision-making problems involving uncertainty. Further, it shows how to solve selected engineering and management problems and includes detailed numerical examples.

Gems of Combinatorial Optimization and Graph Algorithms (Paperback, Softcover reprint of the original 1st ed. 2015): Andreas S.... Gems of Combinatorial Optimization and Graph Algorithms (Paperback, Softcover reprint of the original 1st ed. 2015)
Andreas S. Schulz, Martin Skutella, Sebastian Stiller, Dorothea Wagner
R1,890 Discovery Miles 18 900 Ships in 10 - 15 working days

Are you looking for new lectures for your course on algorithms, combinatorial optimization, or algorithmic game theory? Maybe you need a convenient source of relevant, current topics for a graduate student or advanced undergraduate student seminar? Or perhaps you just want an enjoyable look at some beautiful mathematical and algorithmic results, ideas, proofs, concepts, and techniques in discrete mathematics and theoretical computer science? Gems of Combinatorial Optimization and Graph Algorithms is a handpicked collection of up-to-date articles, carefully prepared by a select group of international experts, who have contributed some of their most mathematically or algorithmically elegant ideas. Topics include longest tours and Steiner trees in geometric spaces, cartograms, resource buying games, congestion games, selfish routing, revenue equivalence and shortest paths, scheduling, linear structures in graphs, contraction hierarchies, budgeted matching problems, and motifs in networks. This volume is aimed at readers with some familiarity of combinatorial optimization, and appeals to researchers, graduate students, and advanced undergraduate students alike.

Optimal Control of a Double Integrator - A Primer on Maximum Principle (Paperback, Softcover reprint of the original 1st ed.... Optimal Control of a Double Integrator - A Primer on Maximum Principle (Paperback, Softcover reprint of the original 1st ed. 2017)
Arturo Locatelli
R1,530 Discovery Miles 15 300 Ships in 10 - 15 working days

This book provides an introductory yet rigorous treatment of Pontryagin's Maximum Principle and its application to optimal control problems when simple and complex constraints act on state and control variables, the two classes of variable in such problems. The achievements resulting from first-order variational methods are illustrated with reference to a large number of problems that, almost universally, relate to a particular second-order, linear and time-invariant dynamical system, referred to as the double integrator. The book is ideal for students who have some knowledge of the basics of system and control theory and possess the calculus background typically taught in undergraduate curricula in engineering. Optimal control theory, of which the Maximum Principle must be considered a cornerstone, has been very popular ever since the late 1950s. However, the possibly excessive initial enthusiasm engendered by its perceived capability to solve any kind of problem gave way to its equally unjustified rejection when it came to be considered as a purely abstract concept with no real utility. In recent years it has been recognized that the truth lies somewhere between these two extremes, and optimal control has found its (appropriate yet limited) place within any curriculum in which system and control theory plays a significant role.

Calculus II (Paperback, 2nd ed. 1985. Corr. 4th printing 1998): Jerrold Marsden, Alan Weinstein Calculus II (Paperback, 2nd ed. 1985. Corr. 4th printing 1998)
Jerrold Marsden, Alan Weinstein
R1,710 Discovery Miles 17 100 Ships in 10 - 15 working days

The second of a three-volume work, this is the result of the authors'experience teaching calculus at Berkeley. The book covers techniques and applications of integration, infinite series, and differential equations, the whole time motivating the study of calculus using its applications. The authors include numerous solved problems, as well as extensive exercises at the end of each section. In addition, a separate student guide has been prepared.

Simulation-Driven Modeling and Optimization - ASDOM, Reykjavik, August 2014 (Paperback, Softcover reprint of the original 1st... Simulation-Driven Modeling and Optimization - ASDOM, Reykjavik, August 2014 (Paperback, Softcover reprint of the original 1st ed. 2016)
Slawomir Koziel, Leifur Leifsson, Xin-She Yang
R4,383 Discovery Miles 43 830 Ships in 10 - 15 working days

This edited volume is devoted to the now-ubiquitous use of computational models across most disciplines of engineering and science, led by a trio of world-renowned researchers in the field. Focused on recent advances of modeling and optimization techniques aimed at handling computationally-expensive engineering problems involving simulation models, this book will be an invaluable resource for specialists (engineers, researchers, graduate students) working in areas as diverse as electrical engineering, mechanical and structural engineering, civil engineering, industrial engineering, hydrodynamics, aerospace engineering, microwave and antenna engineering, ocean science and climate modeling, and the automotive industry, where design processes are heavily based on CPU-heavy computer simulations. Various techniques, such as knowledge-based optimization, adjoint sensitivity techniques, and fast replacement models (to name just a few) are explored in-depth along with an array of the latest techniques to optimize the efficiency of the simulation-driven design process. High-fidelity simulation models allow for accurate evaluations of the devices and systems, which is critical in the design process, especially to avoid costly prototyping stages. Despite this and other advantages, the use of simulation tools in the design process is quite challenging due to associated high computational cost. The steady increase of available computational resources does not always translate into the shortening of the design cycle because of the growing demand for higher accuracy and necessity to simulate larger and more complex systems. For this reason, automated simulation-driven design-while highly desirable-is difficult when using conventional numerical optimization routines which normally require a large number of system simulations, each one already expensive.

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