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RosHow-ToBeginner Ā· 3 min read

How to Compute Laplace Transform: Simple Steps and Example

To compute the Laplace transform of a function f(t), use the integral formula L{f(t)} = āˆ«ā‚€^āˆž e^{-st} f(t) dt, where s is a complex variable. This transforms the time-domain function into the complex frequency domain, simplifying analysis of signals and systems.
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Syntax

The Laplace transform of a function f(t) is defined as:

L{f(t)} = āˆ«ā‚€^āˆž e^{-st} f(t) dt

  • f(t): The original function in time domain, defined for t ≄ 0.
  • s: A complex number variable s = σ + jω, where σ and ω are real numbers.
  • e^{-st}: The kernel that weights the function f(t) during integration.
  • āˆ«ā‚€^āˆž: The integral from zero to infinity, capturing the entire time domain.

This integral transforms f(t) from the time domain to the complex frequency domain.

latex
L{f(t)} = \int_0^\infty e^{-st} f(t) \, dt
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Example

This example computes the Laplace transform of the function f(t) = e^{2t}. The result is F(s) = 1 / (s - 2) for s > 2.

python
import sympy as sp

# Define variables
t, s = sp.symbols('t s', real=True)

# Define the function f(t)
f = sp.exp(2*t)

# Compute Laplace transform
F = sp.laplace_transform(f, t, s, noconds=True)

print(F)
Output
1/(s - 2)
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Common Pitfalls

  • Forgetting the integral limits from 0 to infinity instead of negative infinity.
  • Mixing up the variable t (time) and s (complex frequency).
  • Ignoring the region of convergence where the transform is valid.
  • Not using the exponential kernel e^{-st} correctly in the integral.

Always check the function domain and convergence conditions.

python
import sympy as sp

t, s = sp.symbols('t s', real=True)

# Wrong: Using integral from -inf to inf
f = sp.exp(2*t)
wrong_integral = sp.integrate(sp.exp(-s*t)*f, (t, -sp.oo, sp.oo))

# Right: Integral from 0 to inf
right_integral = sp.integrate(sp.exp(-s*t)*f, (t, 0, sp.oo))

print('Wrong integral:', wrong_integral)
print('Right integral:', right_integral)  # May diverge if Re(s) <= 2
Output
Wrong integral: oo Right integral: 1/(s - 2)
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Quick Reference

Function f(t)Laplace Transform F(s)Region of Convergence
11/sRe(s) > 0
t1/s^2Re(s) > 0
e^{at}1/(s - a)Re(s) > a
sin(bt)b/(s^2 + b^2)Re(s) > 0
cos(bt)s/(s^2 + b^2)Re(s) > 0
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Key Takeaways

The Laplace transform converts time functions into complex frequency domain using an integral from 0 to infinity.
Use the formula L{f(t)} = āˆ«ā‚€^āˆž e^{-st} f(t) dt with s as a complex variable.
Check the region of convergence to ensure the transform is valid.
Common mistakes include wrong integral limits and confusing variables t and s.
Symbolic tools like SymPy can compute Laplace transforms easily and correctly.