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Numerical Differentiation and Integration Numerical Differentiation ◦ Finite Differences ◦ Interpolating Polynomials ◦ Taylor Series Expansion ◦ Richardson Extrapolation Numerical Integration ◦ Basic Numerical Integration ◦ Improved Numerical Integration ⇒ Trapezoidal, Simpson’s Rules ◦ RhombergIntegration ITCS4133/5133: Numerical Comp. Methods 1 Numerical Differentiation and Integration Numerical Differentiation and Integration Many engineering applications require numerical estimates of derivatives of functions Especially true, when analytical solutions are not possible Differentiation: Use finite differences Integration (definite integrals): Weighted sum of function values at specified points (area under the curve). ITCS4133/5133: Numerical Comp. Methods 2 Numerical Differentiation and Integration Application:Integral of a Normal Distribution 2 ◦ Represented as a Gaussian, a scaled form of f(x) = e−x , very important function in statistics ◦ Noteasytodetermineindefinite integral - use numerical techniques Z b 2 A= e−x a ITCS4133/5133: Numerical Comp. Methods 3 Numerical Differentiation and Integration Application:Integral of a Sinc f(x) = sin(x) x ITCS4133/5133: Numerical Comp. Methods 4 Numerical Differentiation and Integration
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