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5 - Zeros and Minima

Published online by Cambridge University Press:  30 August 2023

Alex Gezerlis
Affiliation:
University of Guelph, Ontario
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Summary

Chapter 5 starts out with a physics motivation, as well as a mathematical statement of the problems that will be tackled in later sections. Several methods are introduced to solve a single nonlinear equation in one variable: fixed-point iteration, the bisection method, Newton’s method, the secant method, and Ridders’ method. After providing some advice about advantages and disadvantages of each approach, the text then studies how to find zeros of polynomials, employing two different techniques. The sophistication is then increased, by tackling systems of nonlinear equations and examining the corresponding challenges; in addition to Newton’s method, the text derives the equations behind Broyden’s method. A related subject is then broached, minimization in one or several dimensions; this includes the gradient-descent method, as well as detailed analysis of critical points; the second edition includes extensive new material on derivative-free optimization (golden-section search and Powell’s method).The chapter is rounded out by a physics project, the extremization of the action in classical mechanics, and a problem set. The physics project shows Hamilton’s principle in... action, translated into a multidimensional minimization problem.

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Publisher: Cambridge University Press
Print publication year: 2023

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  • Zeros and Minima
  • Alex Gezerlis, University of Guelph, Ontario
  • Book: Numerical Methods in Physics with Python
  • Online publication: 30 August 2023
  • Chapter DOI: https://doi.org/10.1017/9781009303897.006
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  • Zeros and Minima
  • Alex Gezerlis, University of Guelph, Ontario
  • Book: Numerical Methods in Physics with Python
  • Online publication: 30 August 2023
  • Chapter DOI: https://doi.org/10.1017/9781009303897.006
Available formats
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Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Zeros and Minima
  • Alex Gezerlis, University of Guelph, Ontario
  • Book: Numerical Methods in Physics with Python
  • Online publication: 30 August 2023
  • Chapter DOI: https://doi.org/10.1017/9781009303897.006
Available formats
×