Numerical Analysis Chapter 4 Summary of Knowledge Points-Finding Roots of Nonlinear Equations

Finding roots of nonlinear equations

One, dichotomy

  1. The root interval is [a, b], pay attention to the selection of a0, b0.
  2. Error estimation and the number of iterations needed to find.
     Error estimate and the number of iterations required
  3. Frequent exam problem solving ideas: Know the error, find the number of iterations; know the number of iterations, find the absolute error limit and the final root value

2. Simple iteration method (successive approximation method)

  1. General format: iteration function, iteration format
    Simple iteration method general format
  2. Convergence conditions: φ(x) is derivable on the interval [a, b] and satisfies the following two conditions. (Often used to prove the convergence of the iterative format)
    Convergence conditions of simple iterative method
  3. Error estimate
    Simple iterative method error estimation
  4. Convergence order: P-order convergence proof methods are generally as follows:
    Convergence order
  5. Aitken acceleration method
    NwAitken acceleration method
  6. Frequent exam problem solving ideas: construct an iterative equation, write an iterative format, prove the convergence of the iterative format, find the order of convergence

Three, Newton iteration method

  1. Iterative format: According to the first-order Taylor expansion of f(x) at x0
    Newton iteration format
  2. Convergence of the square ( will prove )
    Newton iterative method squared convergence
  3. Precautions for convergence
    (1) Local convergence
    Local convergence
    (2) Strict selection of initial values
    Strict selection of initial value

Fourth, the deformation of Newton iteration method

  1. Simplified Newton iteration method
    Simplified Newton iteration method
  2. Secant method: 1.618 order convergence
    Secant method
  3. Newton iteration method with parameters
    Newton iteration method with parameters
  4. Newton Iteration Method for Directly Finding Multiple Roots of Equation
    Newton Iteration Method for Directly Finding Multiple Roots of Equation

5. Summary of question types and solution ideas

  1. Explain that the equation has a unique root in a certain interval.
  • Find the derivative of the equation and prove the monotonicity. According to the zero theorem, there must be a unique root
  1. Prove that the iterative scheme converges
  • According to the two properties of function convergence, namely function range and derivative range, it is proved that the iterative scheme converges
  1. Find the convergence order of the iterative scheme for convergence
  • According to two methods for judging the order of convergence: p-th order derivative is not zero, constructing p-th order infinitesimal equation
  1. Limit the absolute error limit and find the number of iterations
  • Solve according to the error estimation formula of each method
  1. Solve the roots of a multiple root equation
  • Solve according to two root finding methods. One is to give the number of multiple roots, the other is to find the second derivative, which is not affected by the number of multiple roots

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