MATH 175 Numerical Analysis II Lecturer Jomar Fajardo

  • Slides: 25
Download presentation
MATH 175: Numerical Analysis II Lecturer: Jomar Fajardo Rabajante IMSP, UPLB 2 nd Sem

MATH 175: Numerical Analysis II Lecturer: Jomar Fajardo Rabajante IMSP, UPLB 2 nd Sem AY 2012 -2013

Question: • What if we do not have means of getting an initial bracket?

Question: • What if we do not have means of getting an initial bracket? Let’s start with SECANT METHOD… Suppose that f is a continuous function. Pick two initial points (not necessarily forming a bracket), then do linear interpolation (not inverse).

4 th Method: SECANT METHOD Initial points: Interpolating line: Use x-intercept:

4 th Method: SECANT METHOD Initial points: Interpolating line: Use x-intercept:

4 th Method: SECANT METHOD Approximate: - Same as the formula for Regula Falsi

4 th Method: SECANT METHOD Approximate: - Same as the formula for Regula Falsi - In an iteration, if the points form a bracket, then the method is similar to Regula Falsi; else the method uses extrapolation. In whatever case, the new points will be Old x 2

4 th Method: SECANT METHOD In short: Pick any two distinct points, draw the

4 th Method: SECANT METHOD In short: Pick any two distinct points, draw the secant through them, and use the x-intercept (x 3) of that secant line as the new estimate of the zero of the function. For the next iteration, discard the oldest point and add (x 3, f(x 3)) as the new point. WE DO NOT NEED IZT (IVT) ANYMORE!

4 th Method: SECANT METHOD Secant method can be considerably faster than the previous

4 th Method: SECANT METHOD Secant method can be considerably faster than the previous methods. However, it may fail to converge. Example: if f(x 1)=f(x 2), then what would happen?

4 th Method: SECANT METHOD Notice that can be written as

4 th Method: SECANT METHOD Notice that can be written as

4 th Method: SECANT METHOD and can also be written as You can use

4 th Method: SECANT METHOD and can also be written as You can use any of these formulas for Regula Falsi and Secant Method

4 th Method: SECANT METHOD For Secant Method (not for Regula Falsi), we can

4 th Method: SECANT METHOD For Secant Method (not for Regula Falsi), we can generalize the formulas as follows (k=1, 2, 3, …)

4 th Method: SECANT METHOD Example: Find a zero of Use 0 & 1

4 th Method: SECANT METHOD Example: Find a zero of Use 0 & 1 as initial values. =(A 1*(A 2^3+A 2 -1)A 2*(A 1^3+A 1 -1))/((A 2^3+A 21)-(A 1^3+A 1 -1)) =B 2 0 1 0. 5 0. 636363636 0. 690052356 0. 68202042 0. 682325781 0. 682327804 0. 682327804

4 th Method: SECANT METHOD Assuming that the secant method converges to the root,

4 th Method: SECANT METHOD Assuming that the secant method converges to the root, the order of convergence of the method is SUPERLINEAR!!! (but not yet quadratic)

4 th Method: SECANT METHOD Stopping criterion: You can use tol=10^(-m): accurate at least

4 th Method: SECANT METHOD Stopping criterion: You can use tol=10^(-m): accurate at least up to m decimal places

5 th Method: Newton’s Method/Newton-Raphson Iteration • What if we make the secant line

5 th Method: Newton’s Method/Newton-Raphson Iteration • What if we make the secant line is a tangent line? • Hence, we only need one initial point. • But we add another assumption: f should be differentiable!

5 th Method: Newton’s Method/Newton-Raphson Iteration From Secant Method: If we use tangent lines:

5 th Method: Newton’s Method/Newton-Raphson Iteration From Secant Method: If we use tangent lines: as xk-2 approaches xk-1

5 th Method: Newton’s Method/Newton-Raphson Iteration Hence:

5 th Method: Newton’s Method/Newton-Raphson Iteration Hence:

 • Newton’s Method: To be continued… • Assignment: List the advantages and disadvantages

• Newton’s Method: To be continued… • Assignment: List the advantages and disadvantages of the discussed methods. Research other disadvantages that we did not mention in the class.