Cover image for Computer algebra recipes : a gourmet's guide to mathematical models of science
Title:
Computer algebra recipes : a gourmet's guide to mathematical models of science
Personal Author:
Series:
Undergraduate texts in contemporary physics
Publication Information:
New York : Springer, 2001
Physical Description:
1 CD-ROM ; 12cm
ISBN:
9780387951485
General Note:
Accompanies text with the same title : QC30 E48 2001
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30000004463737 CP 2009 Open Access Computer File Compact Disk (Open Shelves)
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Summary

Summary

Computer algebra systems have the potential to revolutionize the teaching of and learning of science. Not only can students work thorough mathematical models much more efficiently and with fewer errors than with pencil and paper, they can also work with much more complex and computationally intensive models. Thus, for example, in studying the flight of a golf ball, students can begin with the simple parabolic trajectory, but then add the effects of lift and drag, of winds, and of spin. Not only can the program provide analytic solutions in some cases, it can also produce numerical solutions and graphic displays.
Aimed at undergraduates in their second or third year, this book is filled with examples from a wide variety of disciplines, including biology, economics, medicine, engineering, game theory, physics, chemistry. The text is organized along a spiral, revisiting general topics such as graphics, symbolic computation, and numerical simulation in greater detail and more depth at each turn of the spiral.
The heart of the text is a large number of computer algebra recipes. These have been designed not only to provide tools for problem solving, but also to stimulate the reader's imagination. Associated with each recipe is a scientific model or method and a story that leads the reader through steps of the recipe. Each section of recipes is followed by a set of problems that readers can use to check their understanding or to develop the topic further.


Reviews 1

Choice Review

Enns (physics, Simon Fraser Univ.) and McGuire (physics, University College of the Fraser Valley) previously published a book on nonlinear physics using the Maple computer algebra system, Nonlinear Physics with Maple for Scientists and Engineers (1997). The book under review and accompanying CD-ROM are a collection of examples of the application of Maple to scientific problems. Each section consists of a short description of a physical problem with a corresponding mathematical model and Maple worksheet. Exercises ask the student to modify or extend the Maple worksheet. The examples are organized into three themes of graphical, numeric, and symbolic computation. The mathematics used ranges from algebra to calculus, ordinary differential equations, partial differential equations, and probability theory. Some of the sections are classic fare, such as the analysis of fox and rabbit populations, while other examples are new and interesting. This book will serve as a useful source of examples and exercises for both teachers and students. Undergraduates. B. Borchers New Mexico Institute of Mining and Technology


Table of Contents

Prefacep. vii
Introductionp. 1
A. Computer Algebra Systemsp. 1
B. The Spiral Staircase to Learningp. 3
C. How to Climb the Spiral Staircasep. 7
I The Appetizersp. 9
1 The Pictures of Sciencep. 11
1.1 Introductionp. 11
1.2 Data and Function Plotsp. 13
1.2.1 Correcting for Inflationp. 13
1.2.2 The Plummeting Badminton Birdp. 20
1.2.3 Minimizing the Travel Timep. 29
1.3 Log-Log (Power Law) Plotsp. 33
1.3.1 Chimpanzee Brain Sizep. 33
1.3.2 Scaling Arguments and Gulliver's Travelsp. 38
1.4 Contour and Gradient Plotsp. 43
1.4.1 The Secret Messagep. 43
1.4.2 Designing a Ski Hillp. 47
1.5 Animated Plotsp. 53
1.5.1 Waves Are Dynamicp. 53
1.5.2 The Sands of Timep. 56
2 Deriving Model Equationsp. 59
2.1 Introductionp. 59
2.2 Linear Correlationp. 60
2.2.1 What Is Linear Correlation?p. 60
2.2.2 The Corn Palacep. 61
2.3 Least Squares Derivationsp. 63
2.3.1 Regression Analysisp. 63
2.3.2 Will You Be Better Off Than Your Parents?p. 65
2.3.3 What Was the Heart Rate of a Brachiosaurus?p. 71
2.3.4 Senate Renewalp. 78
2.3.5 Bikini Sales and the Logistic Curvep. 81
2.3.6 Following the Dow Jones Indexp. 86
2.3.7 Variation of "g" with Latitudep. 93
2.3.8 Finding Romeo a Julietp. 97
2.4 Multiple Regression Equationsp. 101
2.4.1 Real Estate Appraisalsp. 102
2.4.2 And the Winner Is?p. 107
3 Algebraic Modelsp. 113
3.1 Introductionp. 113
3.2 Algebraic Examplesp. 114
3.2.1 Bombs Versus Schoolsp. 114
3.2.2 Kirchhoff Rules the Electrical Worldp. 121
3.2.3 The Window Washer's Secretp. 128
3.2.4 The Science Student's Summer Job Interviewp. 134
3.2.5 Envelope of Safetyp. 140
3.2.6 Rainbow Countyp. 144
3.3 Integral Examplesp. 150
3.3.1 The Great Pyramid of Cheopsp. 150
3.3.2 Noah's Arkp. 156
3.4 Vector Examplesp. 166
3.4.1 Vectoria's Mathematical Heritagep. 166
3.4.2 Ain't She Sweetp. 173
3.4.3 Born Curl Freep. 181
3.4.4 Of Flux and Circulation and Coordinates Toop. 186
4 Monte Carlo Methodsp. 195
4.1 Introductionp. 195
4.2 Random Walksp. 197
4.2.1 The Conceptp. 197
4.2.2 The Soccer Fan's Drunken Walkp. 200
4.2.3 Blowin' in the Windp. 205
4.2.4 Flight of Penelope Jitter Bugp. 209
4.2.5 That Meandering Perfume Moleculep. 212
4.3 Monte Carlo Integrationp. 215
4.3.1 Standard Numerical Integration Algorithmsp. 215
4.3.2 Monte Carlo Integrationp. 219
4.3.3 Wait and Buy Later!p. 220
4.3.4 Wait and Buy Later! The Sequelp. 224
4.3.5 Estimating [pi]p. 229
4.3.6 Chariot of Fire and Destructionp. 231
4.4 Probability Distributionsp. 236
4.4.1 Of Nuts and Bolts and Hospital Beds Toop. 236
4.4.2 The Ice Wines of Rainbow Countyp. 243
4.5 Monte Carlo Statistical Distributionsp. 250
4.5.1 Estimating ep. 250
4.5.2 Vapor Depositionp. 255
II The Entreesp. 261
5 Phase-Plane Portraitsp. 263
5.1 Introductionp. 263
5.2 Phase-Plane Portraitsp. 263
5.2.1 Stationary or Singular Pointsp. 265
5.3 Linear ODE Modelsp. 268
5.3.1 Tenure Policy at Erehwon Universityp. 268
5.3.2 Vectoria Investigates the RLC Circuitp. 273
5.4 Nonlinear ODE Modelsp. 280
5.4.1 Classification of Stationary Pointsp. 280
5.4.2 Rabbits and Foxesp. 284
5.4.3 The Mona Lisa of Nonlinear Sciencep. 292
5.4.4 Mike Creates a Higher-Order Singular Pointp. 301
5.4.5 The Gnus and Sung of Erehwonp. 308
5.5 Nonautonomous ODEsp. 314
5.5.1 Can an Unstable Spring Find Stability?p. 314
5.5.2 The Period Doubling Route to Chaosp. 317
6 Linear ODE Modelsp. 325
6.1 Introductionp. 325
6.2 Solving Linear ODEs with Maplep. 326
6.3 First-Order ODE Modelsp. 332
6.3.1 There Goes Louie's Alibip. 332
6.3.2 The Water Skierp. 341
6.4 Second-Order ODE Modelsp. 345
6.4.1 Shrinking the Safety Envelopep. 345
6.4.2 Halley's Cometp. 350
6.4.3 Frank N. Stein Is Not Heartlessp. 358
6.4.4 Vectoria Feels the Force and Hits the Bottlep. 362
6.5 Bessel and Legendre ODE Modelsp. 369
6.5.1 Introduction to Special Functionsp. 369
6.5.2 The Vibrating Bungee Cordp. 376
6.5.3 Wheel of misFortunep. 382
6.5.4 The Weedeaterp. 391
7 Nonlinear ODE Modelsp. 397
7.1 Introductionp. 397
7.2 First-Order Modelsp. 398
7.2.1 The Nonlinear Diodep. 398
7.2.2 The Bad Bird Equationp. 402
7.2.3 The Struggle for Existencep. 407
7.3 Second-Order Modelsp. 414
7.3.1 Pirates of the Caribbeanp. 414
7.3.2 Oh What Sounds We Hear!p. 418
7.3.3 Those Lennard-Jones Vibrational Bluesp. 424
7.3.4 Golf Is Such an "Uplifting" Experiencep. 432
7.3.5 This Would Be a Great Amusement Park Ridep. 438
7.4 Limit Cyclesp. 445
7.4.1 The Bizarre World of the Tunnel Diode Oscillatorp. 445
7.4.2 Follow That Rabbitp. 452
8 Difference Equation Modelsp. 459
8.1 Introductionp. 459
8.2 Linear Difference Equation Modelsp. 460
8.3 First-Order Linear Modelsp. 461
8.3.1 Those Dratted Gnatsp. 461
8.3.2 Gone Fishingp. 464
8.4 Second-Order Linear Modelsp. 467
8.4.1 Fibonacci's Adam and Eve Rabbitp. 467
8.4.2 How Red Is Your Blood?p. 471
8.4.3 Fermi-Pasta-Ulam Is Not a Spaghetti Westernp. 473
8.5 Nonlinear Difference Equation Modelsp. 484
8.6 First-Order Nonlinear Modelsp. 484
8.6.1 Competition for Available Resourcesp. 484
8.6.2 The Logistic Map and Cobweb Diagramsp. 492
8.7 Second-Order Nonlinear Modelsp. 499
8.7.1 The Bouncing Ball Art Galleryp. 499
8.7.2 Onset of Chaos: A Model for the Outbreak of Warp. 503
8.8 Numerically Solving ODEsp. 513
8.8.1 Finite Difference Approximations to Derivativesp. 513
8.8.2 Rabbits and Foxes: The Sequelp. 516
8.8.3 Glycolytic Oscillatorp. 521
9 Some Analytic Approachesp. 527
9.1 Introductionp. 527
9.2 Checking Solutionsp. 527
9.2.1 The Palace of the Governorsp. 527
9.2.2 Play It, Samp. 532
9.2.3 The Three-Piece Stringp. 536
9.3 Calculus of Variationsp. 541
9.3.1 Dress Design, The Erehwonese Wayp. 541
9.3.2 Queen Dido's Problemp. 548
9.3.3 The Human Fly Plans His Escape Routep. 552
9.4 Fourier Seriesp. 559
9.4.1 Hi C Is Not Always a Drinkp. 562
9.4.2 Play It, Sam: A New Perspectivep. 565
9.4.3 Vectoria Sums a Seriesp. 569
10 Fractal Patternsp. 573
10.1 Introductionp. 573
10.2 Difference Equation Patternsp. 574
10.2.1 Wallpaper for the Mindp. 574
10.2.2 Sierpinski's Fractal Gasketp. 576
10.2.3 Barnsley's Fernp. 583
10.2.4 Douady's Rabbit and Other Fauna and Florap. 588
10.2.5 The Rings of Saturnp. 592
10.3 ODE Patternsp. 601
10.3.1 The Butterfly Attractorp. 601
10.3.2 Rossler's Strange Attractorp. 606
10.4 Cellular Automata Patternsp. 608
10.4.1 A Navaho Rug Designp. 608
10.4.2 The One Out of Eight Rulep. 611
III The Dessertsp. 615
11 Diagnostic Tools for Nonlinear Dynamicsp. 617
11.1 Introductionp. 617
11.2 The Poincare Sectionp. 617
11.2.1 The Conceptp. 617
11.2.2 A Rattler Signals Chaosp. 618
11.3 The Power Spectrump. 622
11.3.1 The Conceptp. 622
11.3.2 The Rattler Returnsp. 624
11.4 The Bifurcation Diagramp. 628
11.4.1 The Conceptp. 628
11.4.2 Pitchforks and Other Bifurcationsp. 629
11.5 The Lyapunov Exponentp. 632
11.5.1 The Conceptp. 632
11.5.2 Mr. Lyapunov Agreesp. 633
11.6 Reconstructing an Attractorp. 635
11.6.1 The Conceptp. 635
11.6.2 Chaos Versus Noisep. 636
12 Linear PDE Modelsp. 641
12.1 Introductionp. 641
12.1.1 The Linear PDEs of Mathematical Physicsp. 641
12.1.2 Separation of Variablesp. 643
12.2 Diffusion and Laplace's Equation Modelsp. 647
12.2.1 Freeing Excaliburp. 647
12.2.2 Aussie Barbecuep. 651
12.2.3 Erehwon Institute of Technologyp. 655
12.2.4 Hugo and the Atomic Bombp. 659
12.2.5 Hugo Prepares for his Job Interviewp. 666
12.3 Wave Equation Modelsp. 672
12.3.1 Vectoria Encounters Simon Legreep. 672
12.3.2 Homer's Jiggle Testp. 676
12.3.3 Vectoria's Second Problemp. 681
12.4 Semi-Infinite and Infinite Domainsp. 685
12.4.1 Vectoria's Third Problemp. 686
12.4.2 Assignment Complete!p. 688
12.4.3 Radioactive Contaminationp. 691
12.4.4 "Play It, Sam" Revisitedp. 696
13 Nonlinear PDE Models: Solition Solutionsp. 701
13.1 Introductionp. 701
13.2 Solitary Wavesp. 702
13.3 The Graphical Hunt for Solitonsp. 704
13.3.1 Of Kinks and Antikinksp. 704
13.3.2 In Search of Bright Solitonsp. 708
13.3.3 Can Three Solitary Waves Live Together?p. 712
13.4 Analytic Soliton Solutionsp. 715
13.4.1 Follow That Wave!p. 715
13.4.2 Looking for a Kinky Solutionp. 719
14 Simulating PDE Modelsp. 723
14.1 Introductionp. 723
14.2 Diffusion and Wave Equation Modelsp. 724
14.2.1 Freeing Excalibur the Numerical Wayp. 724
14.2.2 Vectoria Secretp. 728
14.2.3 Enjoy the Klein-Gordon Vibesp. 730
14.3 Soliton Collisionsp. 734
14.3.1 To Be or Not to Be a Solitonp. 734
14.3.2 Are Diamonds a Kink's Best Friend?p. 738
Epiloguep. 745
Bibliographyp. 747
Indexp. 753