Logarithmic differentiation
In calculus, logarithmic differentiation or differentiation by taking logarithms is a method used to differentiate functions by employing the logarithmic derivative of a function f,[1]
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The technique is often performed in cases where it is easier to differentiate the logarithm of a function rather than the function itself. This usually occurs in cases where the function of interest is composed of a product of a number of parts, so that a logarithmic transformation will turn it into a sum of separate parts (which is much easier to differentiate). It can also be useful when applied to functions raised to the power of variables or functions. Logarithmic differentiation relies on the chain rule as well as properties of logarithms (in particular, the natural logarithm, or the logarithm to the base e) to transform products into sums and divisions into subtractions.[2][3] The principle can be implemented, at least in part, in the differentiation of almost all differentiable functions, providing that these functions are non-zero.
Overview
The method is used because the properties of logarithms provide avenues to quickly simplify complicated functions to be differentiated.[4] These properties can be manipulated after the taking of natural logarithms on both sides and before the preliminary differentiation. The most commonly used logarithm laws are[3]
Higher order derivatives
Using Faà di Bruno's formula, the n-th order logarithmic derivative is,
Using this, the first four derivatives are,
Applications
Products
A natural logarithm is applied to a product of two functions
to transform the product into a sum
Differentiating by applying the chain and the sum rules yields
and, after rearranging, yields[5]
which is the product rule for derivatives.
Quotients
A natural logarithm is applied to a quotient of two functions
to transform the division into a subtraction
Differentiating by applying the chain and the sum rules yields
and, after rearranging, yields
which is the quotient rule for derivatives.
Functional exponents
For a function of the form
the natural logarithm transforms the exponentiation into a product
Differentiating by applying the chain and the product rules yields
and, after rearranging, yields
The same result can be obtained by rewriting f in terms of exp and applying the chain rule.
General case
Using capital pi notation, let
be a finite product of functions with functional exponents.
The application of natural logarithms results in (with capital sigma notation)
and after differentiation,
Rearrange to get the derivative of the original function,
See also
- Darboux derivative – derivative of a map between a manifold and a Lie group
- Generalizations of the derivative – Fundamental construction of differential calculus
- Lie group – Group that is also a differentiable manifold with group operations that are smooth
- List of logarithm topics
- List of logarithmic identities
- Maurer–Cartan form – on a Lie group G, a canonical 1-form valued in its own Lie algebra; the unique principal-bundle connection on the unique G-bundle over the one-point space
Notes
- Krantz, Steven G. (2003). Calculus demystified. McGraw-Hill Professional. p. 170. ISBN 0-07-139308-0.
- N.P. Bali (2005). Golden Differential Calculus. Firewall Media. p. 282. ISBN 81-7008-152-1.
- Bird, John (2006). Higher Engineering Mathematics. Newnes. p. 324. ISBN 0-7506-8152-7.
- Blank, Brian E. (2006). Calculus, single variable. Springer. p. 457. ISBN 1-931914-59-1.
- Williamson, Benjamin (2008). An Elementary Treatise on the Differential Calculus. BiblioBazaar, LLC. pp. 25–26. ISBN 978-0-559-47577-1.