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Understanding Taylor Series and Applications
Aug 27, 2024
Lecture Notes on Taylor Series
Importance of Taylor Series
Taylor series are crucial in mathematics, physics, and engineering.
They approximate functions, making them easier to handle in calculations.
Key Example: Pendulum and Cosine Function
Cosine function complicates calculations for the potential energy of a pendulum.
Approximation of cosine: ( \cos(\theta) \approx 1 - \frac{\theta^2}{2} ) simplifies the problem.
Valid for small angles near 0 (graph comparison shows similarity).
Constructing a Quadratic Approximation
Aim: Create a polynomial approximation near ( x = 0 ).
General form: ( c_0 + c_1 x + c_2 x^2 )
Criteria for matching ( \cos(x) ):
Match value
: Set ( c_0 = 1 ) (since ( \cos(0) = 1 )).
Match first derivative
: Set ( c_1 = 0 ) (flat tangent at ( x = 0 )).
Match second derivative
: Set ( c_2 = -\frac{1}{2} ) (to ensure curvature matches)
Resulting Quadratic Approximation
The approximation becomes: ( 1 - \frac{1}{2} x^2 )
Estimation example: ( \cos(0.1) \approx 0.995 ) (accurate).
Higher Order Terms
Adding terms improves approximation:
Cubic term
: ( c_3 x^3 ) leads to ( c_3 = 0 ).
Quartic term
: ( c_4 x^4 ) leads to ( c_4 = \frac{1}{24} ).
Quartic approximation: ( 1 - \frac{1}{2} x^2 + \frac{1}{24} x^4 )
Key Observations
Factorial terms arise naturally; must divide derivatives by factorial for coefficients.
Adding new terms doesn't disrupt previous terms due to evaluating at ( x = 0 ).
For approximating at a different point (e.g., ( x = \pi )), use powers of ( x - a ).
Philosophical Insight
Derivative values give insight into function behavior at a point.
Taylor polynomials use derivative information to create polynomial approximations.
General formula for Taylor polynomial:
Coefficient of ( x^n ): ( \frac{f^{(n)}(0)}{n!} )
Example: Taylor Series for ( e^x )
All derivatives of ( e^x ) at ( x = 0 ) equal 1.
Taylor polynomial: ( 1 + x + \frac{x^2}{2!} + \frac{x^3}{3!} + \ldots )
Geometric Understanding of Second Order Term
Relates to the Fundamental Theorem of Calculus.
Area function approximation looks at height and slope of the graph.
Triangle area formulation relates closely to Taylor polynomial terms.
Taylor Series vs. Taylor Polynomials
Taylor series sums up infinitely many terms; convergence depends on function characteristics.
Example: ( e^x ): Taylor series converges at all points.
Example: Natural log ( \ln(x) ): Converges only in specific ranges (diverges outside).
Radius of Convergence
Defined as the distance from the point of approximation where the series converges.
Conclusion and Next Steps
Taylor series translate derivative information into approximations.
More topics on Taylor series and calculus await further exploration.
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