Energy B U X T O N Alternative Energy Technologies An Introduction with Computer Simulations Alternative energy sources are becoming increasingly important in a world striving for energy independence, clean air, and a reprieve from global warming. Solar cells, wind power, and biofuels are A L some of the competing alternative energy sources hoping to gain a T foothold in our future energy mix, and the economic advantages of E these technologies are continually increasing as costs are reduced R and efficiencies increased. N A Alternative Energy Technologies: An Introduction with T Computer Simulations explores the science and engineering I V behind a number of emerging alternative energy technologies, E including polymer solar cells, algae biofuels, and artificial leaves. It also addresses the environmental need for these technologies. E N However, unlike its predecessors, this book employs simple E computer models implemented within spreadsheet environments R to simulate different aspects of the alternative energy technologies G and therefore teach the subject matter. Y This unique approach: T E • Provides a dual introduction to alternative energy technologies C and computer simulation H • Elucidates the fundamental behaviors and complex interactions N within the alternative energy systems O • Makes computer simulation straightforward and accessible to L Alternative Energy readers with no prior programming experience O G Featuring investigative exercises that deepen understanding I E and inspire further research, Alternative Energy Technologies: S An Introduction with Computer Simulations makes an ideal Technologies introductory textbook for undergraduate students and a valuable professional reference for experimental researchers. An Introduction with Computer Simulations K22086 Gavin Buxton Alternative Energy Technologies K22086_FM.indd 1 11/7/14 1:22 PM Nano and Energy Series Editor: Sohail Anwar PUBLISHED TITLES Alternative Energy Technologies: An Introduction with Computer Simulations Gavin Buxton Advanced Nanoelectronics Razali Ismail, Mohammad Taghi Ahmadi, and Sohail Anwar Computational Nanotechnology: Modeling and Applications with MATLAB® Sarhan M. Musa Nanotechnology: Business Applications and Commercialization Sherron Sparks Nanotechnology: Ethical and Social Implications Ahmed S. Khan K22086_FM.indd 2 11/7/14 1:22 PM Alternative Energy Technologies An Introduction with Computer Simulations Gavin Buxton ROBERT MORRIS UNIVERSITY MOON TOWNSHIP, PA, USA Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Group, an informa business K22086_FM.indd 3 11/7/14 1:22 PM CRC Press Taylor & Francis Group 6000 Broken Sound Parkway NW, Suite 300 Boca Raton, FL 33487-2742 © 2015 by Taylor & Francis Group, LLC CRC Press is an imprint of Taylor & Francis Group, an Informa business No claim to original U.S. Government works Version Date: 20141028 International Standard Book Number-13: 978-1-4822-1704-9 (eBook - PDF) This book contains information obtained from authentic and highly regarded sources. Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume responsibility for the validity of all materials or the consequences of their use. 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Visit the Taylor & Francis Web site at http://www.taylorandfrancis.com and the CRC Press Web site at http://www.crcpress.com Contents 1 Introduction to Alternative Energy Sources 1 1.1 Global Warming . . . . . . . . . . . . . . . . . . . . . . . . . 2 1.2 Pollution . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 1.3 Solar Cells . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 1.4 Wind Power . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 1.5 Biofuels . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21 1.6 Hydrogen Production and Fuel Cells . . . . . . . . . . . . . . 25 2 Introduction to Computer Modeling 31 2.1 Brief History of Computer Simulations . . . . . . . . . . . . 31 2.2 Motivation and Applications of Computer Models . . . . . . 32 2.3 Using Spreadsheets for Simulations . . . . . . . . . . . . . . 34 2.4 Typing Equations into Spreadsheets . . . . . . . . . . . . . . 35 2.5 Functions Available in Spreadsheets . . . . . . . . . . . . . . 37 2.6 Random Numbers . . . . . . . . . . . . . . . . . . . . . . . . 40 2.7 Plotting Data . . . . . . . . . . . . . . . . . . . . . . . . . . 40 2.8 Macros and Scripts . . . . . . . . . . . . . . . . . . . . . . . 41 2.9 Interpolation and Extrapolation . . . . . . . . . . . . . . . . 43 2.10 Numerical Integration and Differentiation . . . . . . . . . . . 46 2.11 Solving Linear Systems . . . . . . . . . . . . . . . . . . . . . 52 2.12 Non-linear Equations . . . . . . . . . . . . . . . . . . . . . . 55 2.13 Monte Carlo Simulations . . . . . . . . . . . . . . . . . . . . 55 2.14 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 72 3 Global Warming and Pollution 75 3.1 Global Warming: Global Energy Balance Model . . . . . . . 76 3.2 Global Warming: Zonal Energy Balance Model . . . . . . . . 79 3.3 Global Warming: Radiative Model of a Cloud . . . . . . . . 86 3.4 Pollution: Gradient Transport Theory . . . . . . . . . . . . . 90 3.5 Pollution: Gaussian Plume Model . . . . . . . . . . . . . . . 100 3.6 Pollution: Gaussian Plume Model with Settling of Pollutants 107 3.7 Pollution: Gaussian Plume Model with Deposition of Pollutants 109 3.8 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 118 v vi Contents 4 Solar Cells 121 4.1 Equivalent Circuit of Solar Cells . . . . . . . . . . . . . . . . 122 4.2 Drift-Diffusion Model of Photovoltaics . . . . . . . . . . . . . 129 4.3 Drift-Diffusion Model: Polymer Solar Cells . . . . . . . . . . 132 4.4 Drift-Diffusion Model: Nonuniform Exciton Dissociation . . . 140 4.5 Monte Carlo Model of Photovoltaics . . . . . . . . . . . . . . 146 4.6 Finite-Difference Time-Domain of Solar Cells Optics . . . . . 163 4.7 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 171 5 Wind Power 175 5.1 Betz Limit . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 5.2 Blade Element Momentum Model . . . . . . . . . . . . . . . 180 5.3 Wake Models . . . . . . . . . . . . . . . . . . . . . . . . . . . 194 5.4 Elastic Deformation of a Wind Turbine Blade . . . . . . . . 200 5.5 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 208 6 Biofuels 211 6.1 Droop Model . . . . . . . . . . . . . . . . . . . . . . . . . . . 212 6.2 Photosynthetic Factory of Algae Growth . . . . . . . . . . . 218 6.3 Cellular Automata Model of Wood Combustion . . . . . . . 225 6.4 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 234 7 Hydrogen Production and Fuel Cells 237 7.1 Photovoltaic and Electrochemical Equivalent Circuit Model . 240 7.2 Simple Electrochemical Model of Fuel Cells . . . . . . . . . . 248 7.3 Continuum Mathematical Model of Fuel Cells . . . . . . . . 250 7.4 Fluid Dynamics and the Lattice Boltzmann Model . . . . . . 260 7.5 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 282 Index 285 Preface Alternative energy sources are becoming increasingly important in a world striving for energy independence, clean air, and a reprieve from global warm- ing.Solarcells,windpower,andbiofuelsaresomeofthecompetingalternative energy sources hoping to gain a foothold in our future energy mix, and the economic advantages of these technologies are continually increasing as costs are reduced and efficiencies increased. This book introduces the basic science behindawiderangeofalternativeenergytechnologies,albeitinauniqueway. Alternative sources of energy are introduced through some simple computer models which can be used to capture their behavior. Computers have perme- ated throughout our entire way of life, and revolutionized scientific research, opening up a whole new way in which we do science and engineering. This booknotonlyintroducesthesciencebehindalternativeenergysources(aswell as some of the environmental needs for alternative energy sources), but also the role of computer simulations in elucidating the science of these systems. In particular, simple models implemented within spreadsheet environments are discussed which makes the simulations straightforward and accessible to students with no prior programming experience. The computer models intro- duced in this book could be taught as part of a regular class, used as a spring board for student research, or used by researchers not familiar with computer modelingtoexplorethepowerandversatilityofsimplecomputersimulations. vii TThhiiss ppaaggee iinntteennttiioonnaallllyy lleefftt bbllaannkk List of Figures 2.1 Typing text into a spreadsheet. . . . . . . . . . . . . . . . . . 35 2.2 Enteringaseriesofnumbersbyclickinganddraggingthesmall black box in the corner. . . . . . . . . . . . . . . . . . . . . . 36 2.3 Typing an equation into a spreadsheet. . . . . . . . . . . . . . 37 2.4 Copyingformulasacrossawiderangeofcellssuchthatthecells which are referenced change also relative to the cell doing the calculation. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 38 2.5 Example of how a macro can iteratively update a counter. . . 42 2.6 Example of a simple linear interpolation. . . . . . . . . . . . . 44 2.7 Comparison between a simple linear interpolation (solid lines) and the polynomial interpretation obtained using Lagranges’ classicalformula(dashedlines).Twocurvesareshowna)where thecurveiswigglyandb)wherethecurveisrelativelystraight but with a sudden discontinuity. . . . . . . . . . . . . . . . . 45 2.8 Comparison between the sine function and a Taylor series ap- proximation (polynomial of degree 7) of the sine function. . . 47 2.9 Finite difference approximation using discrete points in space to represent continuum derivatives. . . . . . . . . . . . . . . . 49 2.10 Spreadsheet implementation of finite difference approxima- tions.. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50 2.11 Asinefunction,alongwithitsfirstandsecondderivatives.The grid spacing is relatively coarse at 0.1. . . . . . . . . . . . . . 51 2.12 Illustration of how a continuum function can be integrated by breaking the area under the curve into trapeziums. . . . . . . 52 2.13 Spreadsheet implementation of a simple Monte Carlo model. 58 2.14 Spreadsheet implementation of a simple Monte Carlo model (continued). . . . . . . . . . . . . . . . . . . . . . . . . . . . . 59 2.15 The transition from ordered phases to random dispersion is depicted in a simple Monte Carlo model. . . . . . . . . . . . . 60 2.16 Plot of the number of sites in the left or right halves of the simulation which contain 1’s as a function of the number of MonteCarlosteps.Asthesystembecomesrandomizedanequal number of 1’s will be found in both sides. . . . . . . . . . . . 61 2.17 Illustrationofhowonlylocalswapsarepermittedinadynamic Monte Carlo model. . . . . . . . . . . . . . . . . . . . . . . . 62 ix
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