Calculus I - Derivatives of Exponential and Logarithm Functions (2024)

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Section 3.6 : Derivatives of Exponential and Logarithm Functions

The next set of functions that we want to take a look at are exponential and logarithm functions. The most common exponential and logarithm functions in a calculus course are the natural exponential function, \({{\bf{e}}^x}\), and the natural logarithm function, \(\ln \left( x \right)\). We will take a more general approach however and look at the general exponential and logarithm function.

Exponential Functions

We’ll start off by looking at the exponential function,

\[f\left( x \right) = {a^x}\]

We want to differentiate this. The power rule that we looked at a couple of sections ago won’t work as that required the exponent to be a fixed number and the base to be a variable. That is exactly the opposite from what we’ve got with this function. So, we’re going to have to start with the definition of the derivative.

\[\begin{align*}f'\left( x \right) & = \mathop {\lim }\limits_{h \to 0} \frac{{f\left( {x + h} \right) - f\left( x \right)}}{h}\\ & = \mathop {\lim }\limits_{h \to 0} \frac{{{a^{x + h}} - {a^x}}}{h}\\ & = \mathop {\lim }\limits_{h \to 0} \frac{{{a^x}{a^h} - {a^x}}}{h}\\ & = \mathop {\lim }\limits_{h \to 0} \frac{{{a^x}\left( {{a^h} - 1} \right)}}{h}\end{align*}\]

Now, the \({a^x}\)is not affected by the limit since it doesn’t have any \(h\)’s in it and so is a constant as far as the limit is concerned. We can therefore factor this out of the limit. This gives,

\[f'\left( x \right) = {a^x}\mathop {\lim }\limits_{h \to 0} \frac{{{a^h} - 1}}{h}\]

Now let’s notice that the limit we’ve got above is exactly the definition of the derivative of \(f\left( x \right) = {a^x}\) at \(x = 0\), i.e. \(f'\left( 0 \right)\). Therefore, the derivative becomes,

\[f'\left( x \right) = f'\left( 0 \right){a^x}\]

So, we are kind of stuck. We need to know the derivative in order to get the derivative!

There is one value of \(a\) that we can deal with at this point. Back in the Exponential Functions section of the Review chapter we stated that \({\bf{e}} = \mbox{2.71828182845905} \ldots \) What we didn’t do however is actually define where \(\bf{e}\) comes from. There are in fact a variety of ways to define \(\bf{e}\). Here are three of them.

Some Definitions of \(\bf{e}\)

  1. \(\displaystyle {\bf{e}} = \mathop {\lim }\limits_{n \to \infty } {\left( {1 + \frac{1}{n}} \right)^n}\)
  2. \(\displaystyle \bf{e}\) is the unique positive number for which \(\mathop {\lim }\limits_{h \to 0} \frac{{{{\bf{e}}^h} - 1}}{h} = 1\)
  3. \(\displaystyle {\bf{e}} = \sum\limits_{n = 0}^\infty {\frac{1}{{n!}}} \)

The second one is the important one for us because that limit is exactly the limit that we’re working with above. So, this definition leads to the following fact,

Fact 1

For the natural exponential function, \(f\left( x \right) = {{\bf{e}}^x}\) we have \(f'\left( 0 \right) = \mathop {\lim }\limits_{h \to 0} \frac{{{{\bf{e}}^h} - 1}}{h} = 1\).

So, provided we are using the natural exponential function we get the following.

\[f\left( x \right) = {{\bf{e}}^x}\hspace{0.5in} \Rightarrow \hspace{0.5in}f'\left( x \right) = {{\bf{e}}^x}\]

At this point we’re missing some knowledge that will allow us to easily get the derivative for a general function. Eventually we will be able to show that for a general exponential function we have,

\[f\left( x \right) = {a^x}\hspace{0.5in} \Rightarrow \hspace{0.5in}f'\left( x \right) = {a^x}\ln \left( a \right)\]

Logarithm Functions

Let’s now briefly get the derivatives for logarithms. In this case we will need to start with the following fact about functions that are inverses of each other.

Fact 2

If \(f(x)\) and \(g(x)\) are inverses of each other then,

\[g'\left( x \right) = \frac{1}{{f'\left( {g\left( x \right)} \right)}}\]

So, how is this fact useful to us? Well recall that the natural exponential function and the natural logarithm function are inverses of each other and we know what the derivative of the natural exponential function is!

So, if we have \(f\left( x \right) = {{\bf{e}}^x}\) and \(g\left( x \right) = \ln x\) then,

\[g'\left( x \right) = \frac{1}{{f'\left( {g\left( x \right)} \right)}} = \frac{1}{{{{\bf{e}}^{g\left( x \right)}}}} = \frac{1}{{{{\bf{e}}^{\ln x}}}} = \frac{1}{x}\]

The last step just uses the fact that the two functions are inverses of each other.

Putting this all together gives,

\[\frac{d}{{dx}}\left( {\ln x} \right) = \frac{1}{x}\hspace{0.5in}x > 0\]

Note that we need to require that \(x > 0\) since this is required for the logarithm and so must also be required for its derivative. It can also be shown that,

\[\frac{d}{{dx}}\left( {\ln \left| x \right|} \right) = \frac{1}{x}\hspace{0.5in}x \ne 0\]

Using this all we need to avoid is \(x = 0\).

In this case, unlike the exponential function case, we can actually find the derivative of the general logarithm function. All that we need is the derivative of the natural logarithm, which we just found, and the change of base formula. Using the change of base formula we can write a general logarithm as,

\[{\log _a}x = \frac{{\ln x}}{{\ln a}}\]

Differentiation is then fairly simple.

\[\begin{align*}\frac{d}{{dx}}\left( {{{\log }_a}x} \right) & = \frac{d}{{dx}}\left( {\frac{{\ln x}}{{\ln a}}} \right)\\ & = \frac{1}{{\ln a}}\frac{d}{{dx}}\left( {\ln x} \right)\\ & = \frac{1}{{x\ln a}}\end{align*}\]

We took advantage of the fact that \(a\) was a constant and so \(\ln a\) is also a constant and can be factored out of the derivative. Putting all this together gives,

\[\frac{d}{{dx}}\left( {{{\log }_a}x} \right) = \frac{1}{{x\ln a}}\]

Here is a summary of the derivatives in this section.

\[\begin{array}{ll}\displaystyle \frac{d}{{dx}}\left( {{{\bf{e}}^x}} \right) = {{\bf{e}}^x} & \hspace{1.0in}\displaystyle \frac{d}{{dx}}\left( {{a^x}} \right) = {a^x}\ln a\\ \displaystyle \frac{d}{{dx}}\left( {\ln x} \right) = \frac{1}{x} & \hspace{1.0in}\displaystyle \frac{d}{{dx}}\left( {{{\log }_a}x} \right) = \frac{1}{{x\ln a}}\end{array}\]

Okay, now that we have the derivations of the formulas out of the way let’s compute a couple of derivatives.

Example 1 Differentiate each of the following functions.

  1. \(R\left( w \right) = {4^w} - 5{\log _9}w\)
  2. \(f\left( x \right) = 3{{\bf{e}}^x} + 10{x^3}\ln x\)
  3. \(\displaystyle y = \frac{{5{{\bf{e}}^x}}}{{3{{\bf{e}}^x} + 1}}\)

Show All SolutionsHide All Solutions

a \(R\left( w \right) = {4^w} - 5{\log _9}w\) Show Solution

This will be the only example that doesn’t involve the natural exponential and natural logarithm functions.

\[R'\left( w \right) = {4^w}\ln 4 - \frac{5}{{w\ln 9}}\]


b \(f\left( x \right) = 3{{\bf{e}}^x} + 10{x^3}\ln x\) Show Solution

Not much to this one. Just remember to use the product rule on the second term.

\[\begin{align*}f'\left( x \right) & = 3{{\bf{e}}^x} + 30{x^2}\ln x + 10{x^3}\left( {\frac{1}{x}} \right)\\ & = 3{{\bf{e}}^x} + 30{x^2}\ln x + 10{x^2}\end{align*}\]


c \(\displaystyle y = \frac{{5{{\bf{e}}^x}}}{{3{{\bf{e}}^x} + 1}}\) Show Solution

We’ll need to use the quotient rule on this one.

\[\begin{align*}y' & = \frac{{5{{\bf{e}}^x}\left( {3{{\bf{e}}^x} + 1} \right) - \left( {5{{\bf{e}}^x}} \right)\left( {3{{\bf{e}}^x}} \right)}}{{{{\left( {3{{\bf{e}}^x} + 1} \right)}^2}}}\\ & = \frac{{15{{\bf{e}}^{2x}} + 5{{\bf{e}}^x} - 15{{\bf{e}}^{2x}}}}{{{{\left( {3{{\bf{e}}^x} + 1} \right)}^2}}}\\ & = \frac{{5{{\bf{e}}^x}}}{{{{\left( {3{{\bf{e}}^x} + 1} \right)}^2}}}\end{align*}\]

There’s really not a lot to differentiating natural logarithms and natural exponential functions at this point as long as you remember the formulas. In later sections as we get more formulas under our belt they will become more complicated.

Next, we need to do our obligatory application/interpretation problem so we don’t forget about them.

Example 2 Suppose that the position of an object is given by \[s\left( t \right) = t{{\bf{e}}^t}\]

Does the object ever stop moving?

Show Solution

First, we will need the derivative. We need this to determine if the object ever stops moving since at that point (provided there is one) the velocity will be zero and recall that the derivative of the position function is the velocity of the object.

The derivative is,

\[s'\left( t \right) = {{\bf{e}}^t} + t{{\bf{e}}^t} = \left( {1 + t} \right){{\bf{e}}^t}\]

So, we need to determine if the derivative is ever zero. To do this we will need to solve,

\[\left( {1 + t} \right){{\bf{e}}^t} = 0\]

Now, we know that exponential functions are never zero and so this will only be zero at \(t = - 1\). So, if we are going to allow negative values of \(t\) then the object will stop moving once at \(t = - 1\). If we aren’t going to allow negative values of \(t\) then the object will never stop moving.

Before moving on to the next section we need to go back over a couple of derivatives to make sure that we don’t confuse the two. The two derivatives are,

\[\begin{array}{ll}\frac{d}{{dx}}\left( {{x^n}} \right) = n{x^{n - 1}} & \hspace{0.5in}{\mbox{Power Rule}}\\ \frac{d}{{dx}}\left( {{a^x}} \right) = {a^x}\ln a & \hspace{0.5in}{\mbox{Derivative of an exponential function}}\end{array}\]

It is important to note that with the Power rule the exponent MUST be a constant and the base MUST be a variable while we need exactly the opposite for the derivative of an exponential function. For an exponential function the exponent MUST be a variable and the base MUST be a constant.

It is easy to get locked into one of these formulas and just use it for both of these. We also haven’t even talked about what to do if both the exponent and the base involve variables. We’ll see this situation in a later section.

I am an expert in calculus, particularly in the derivatives of exponential and logarithm functions. My knowledge extends to the concepts discussed in the article you provided from Paul's Online Notes. I have a deep understanding of the mathematical principles involved, and I can explain and apply the derivative rules for exponential and logarithmic functions.

The article discusses the derivatives of exponential functions of the form (f(x) = a^x) and logarithmic functions of the form (g(x) = \ln(x)). The key concepts covered include the definition of the derivative, the power rule, and the application of these rules to specific functions.

For exponential functions, the article demonstrates the derivative of (f(x) = a^x) as (f'(x) = a^x \ln(a)). It also explores the case of the natural exponential function (f(x) = e^x) and establishes that its derivative is (f'(x) = e^x).

In the logarithmic functions section, the article applies the inverse function rule to find the derivative of the natural logarithm function (g(x) = \ln(x)), resulting in (g'(x) = \frac{1}{x}). The article further extends this to the general logarithmic function ({\log_a}x), providing the derivative as (\frac{1}{x \ln(a)}).

If you have any specific questions or if there's a particular aspect you'd like to delve into, feel free to ask.

Calculus I - Derivatives of Exponential and Logarithm Functions (2024)
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