The** fundamental theorem of calculus** (**FTOC**) is divided into parts. Often they are referred to as the "first fundamental theorem" and the "second fundamental theorem," or just **FTOC-1** and **FTOC-2**.

Together they relate the concepts of derivative and integral to one another, uniting these concepts under the heading of *calculus*, and they connect the antiderivative to the concept of area under a curve.

**FTOC-1** says that the process of calculating a definite integral to find the area under a curve, say between * x=a* and

**FTOC-2** is a little more abstract, but very important. It lays out the definite integral as a function that *accumulates area* under a curve. This concept is important because it allows us to create a whole new class of useful functions that are only *defined* by the integral – **integral-defined functions**. One such example is the Gaussian distribution function used in statistics and probability, but many exist.

We'll start with **FTOC-1** and in this section we'll use capital letters for functions that are antiderivatives of their lower-case counterparts. So from here on you can assume that **F(x)** is the antiderivative of **f(x)**, **G(x)** is the antiderivative of **g(x)**, and so on. Here's the statement of FTOC-1:

If **f(x)** is a continuous function on the interval **[a, b]** and **F(x)** is an antiderivative of **f(x)**, i.e. **F'(x) = f(x)**, then

The definite integral is the area under a curve between **x = a** and **x = b**. The first fundamental theorem reduces that Riemann sum to the difference between antiderivatives evaluated at **x = a** and **x = b**. (That's a pretty remarkable result, if you think about it.)

We begin by converting the difference **F(b) - F(a)** into a sum of smaller differences. The figure below shows graphically how this is done. If we plot **F(x)**, we can divide it into segments with endpoints **x _{o} = a, x_{1}, x_{2}**, ... and so on. I've only gone up to

If we calculate the widths of the segments along the y-axis, we find widths of **F(b) - F(x _{4})**,

So we have

where the summation is **[F(x _{1}) - F(x_{o})] + [F(x_{2}) - F(x_{1})] + ... + [F(x_{5}) - F(x_{4})]**. Now we can in fact make any number of these partitions, so let's just make this small change to reflect that:

So far we have restated the right side of the **FTOC-1**, **F(b) - F(a)**, as a sum of smaller divisions of the antiderivative function.

The next step is to recall the mean value theorem, which says that for every continuous function on an interval **[a, b]**, there exists a number, **c**, at which the derivative (slope) of the function, **f'(c)** is equal to the average slope between **a** and **b**:

Remember that we really don't care where c is, just that it exists in the interval of interest. We'll rearrange that to

Now the mean value theorem guarantees the *existence* of the point **c** on any interval, including **[x _{i}, x_{i-1}]**, so we can rewrite the MVT like this: There must exist some

Here that is again,

and if we remember that because **F(x)** is an antiderivative of **f(x)**, then **F'(x) = f(x)**, we get

Now if we replace **x _{i} - x_{i-1}** with

In the first part of the proof, we showed that the sum on the left is just **F(b) - F(a)**, so we have

Finally, what's on the right is just a Riemann sum integral of the area under **f(x)**, where the MVT guarantees that there is some point **c** somewhere in each partition, no matter what its width, and **Δx** is just the width of the partition. As the width of those partitions (rectangles) goes to zero (**Δx** →** dx**), the interval **Δx** squeezes down on **c** and we get the integral of the function:

It's worth thinking about the first fundamental theorem of calculus one more time. It says the the integral representing the area between a function and the x-axis, an infinite sum of infinitely narrow rectangles, can be reduced to a simple difference of an antiderivative taken at the endpoints of the domain of integration [a, b].

The second part of the fundamental theorem is of the more difficult bits of calculus to wrap your head around, so be sure to give it some time, look at it often and work through the proofs and some examples.

Like many concepts that are difficult at first, the more you look at it and work with it, the easier it gets, so hang in there.

If a function **f** is continuous on the interval **[a, b]**, then **f** has an antiderivative in **[a, b]**. In fact, the function

qualifies as one.

Well, this is a very odd statement. *our independent variable, x, is now the upper limit of the integral*, and we are meant to treat

Another way to look at it is that we've invented a new kind of function, **G(x)**, an **integral-defined function** with its independent variable as one of the limits. It's an *area-accumulation function*: As **x** grows, the amount of area under the curve increases.

Here's a nice graphical interpretation of why the second FTOC works. Take a function f(t) and graph it. Then it's easy to interpret the integrals between **a** and **x**, & **a** and **x+h** as areas:

Now if we focus on the area between **x** and **x + h**, we can express that area two different ways:

The area is also approximately equal to **f(x) · h**,

Now dividing by **h** gives us an expression on the left that looks like the derivative:

If we take the limit as **h →0**, we see that the derivative of the area function is just **f(x)**:

The graphs below should help you understand the difference between a function and that function as used to make an integral-defined function. The panel on the left shows **f(x) = sin(x ^{2})**, which does not have an analytic integral (you can't just solve it on paper – it has to be done numerically). You can see that it has regions of positive and negative area, the orange shaded regions.

If you imagine moving our vertical line along the independent variable **x**, sweeping out area under the curve, that the total area would oscillate as we add negative and positive areas. It's not a stretch to see how the purple curve could be a graph of that area as a function of **x**. The purple graph is the integral-defined function. It's actually a pretty important function in the field of optics, and it's called the **Fresnel** (pronounced fruh · nel') function.

Play this animation a few times to get a feel for how area accumulation functions work. The function is the Fresnel function we saw above. As we integrate it, we accumulate positive area, then negative, and so on in alternation. The chunks of area accumulated also decrease in size, so the resulting accumulated area (lower graph) begins to stabilize over time.

Consider the integral-defined function **G(x)** below and find **G'(x)**

**Solution****G'(x)** is just **2x**, found by simply replacing **x** with **t**. But let's look in more detail.

In this example, we can easily compare the area defined by the integral with the area calculated geometrically. The area of the green triangle under the linear function **f(t) = 2t** is **(1/2)(x)(2x) = x ^{2}**.

If we integrate (note that the lower limit is zero), then take the derivative of the result, after evaluating the limits, we get:

The result of the definite integral is **x ^{2}**, and its derivative is

Now we can show that the lower limit of integration is irrelevant to **G'(x)** by setting the lower limit of the integral-definition of **G(x)** to some number, **a**, instead of zero, where **0 < a < x**.

The picture now looks like this.

The solution of the definite integral is now **x ^{2} - a^{2}** and its derivative is still

The **FTOC-2** posits that:

So we need to prove that **G'(x)**, as defined, is equal to **f(x)**. To do so, we define two antiderivatives, **G(x)** and **G(z)** according to **FTOC-2**:

Now we're going to work toward a merging of the average value of an integral with the definition of a derivative, so the next step is to take the difference between **G(z)** and **G(x)**, and we'll assume that **z > x**.

We can use two of the properties of definite integrals to flip the limits of integration on the second integral, then combine them into one:

Now the average value of that integral is just the sum of all the **f(t)**'s over the interval, divided by the interval itself, **(z - x)**.

We'll name that average **f(c)** (with no particular meaning intended for the letter 'c' except that we're heading toward using the mean value theorem)

A little rearrangement of the last expression gives us

Now here's the crux: There's another way to calculate that same average. It's just the change in rise of the antiderivatives over the change in the independent variable **t**. It is:

This looks like a derivative; it's just lacking the limit as **x → z** to give **G'**. Recall that we're trying to show that **G'(x) = f(x)**. If we take that limit on both expressions for the average of the integral, we end up "squeezing" **f(c)** between **x** and **z**. After all, the average will always lie between the two extremes. At the limit where **x = z**, **f(c) = f(x), **and we've proved our theorem.

And finally,

Now that we've proved **FTOC-2**, we can use it in a simpler proof of **FTOC-1**. Here it is.

Now we've proved that **G(x)** is antiderivative of **f(x)**,

so **F(x)**, postulated to be an antiderivative of **f(x)**, must be equal to **G(x)** to within an additive constant:

Then we can simply write:

which we expand to

and we have proved the **FTOC-1**.

**Solution**

Now the derivative of the integral is:

which is just the integrand of our original integral, with **t** replaced by **x**. And that will be the case in all such problems. All together it looks like this:

Now recall that we showed above that the lower limit of integration doesn't matter. Let's confirm that here by replacing the lower limit of integration with **t = a**.

Do the integral in the same way, except now we get the answer above with a constant (**-a ^{3}/3**) added to it:

Now if we take the derivative, it's the same because the second term is constant. What we find is that the lower limit just doesn't matter in this kind of expression of **FTOC-2**.

Putting it all together, the statement is:

For many FTOC-2 problems, the solution is deceptively obvious:

**Solution****g(x)** and **h(x)**:

Now we see that our function of interest here is just **f(x) = g(h(x))**:

In order to find the derivative of **g(x)**, we must use the chain rule. We can make this clear by making the substitution **u = x ^{2}**. That gives us

Solving the first derivative with the FTOC-2 and re-substituting **x ^{2}** for

These problems can be tricky, but they're do-able if you remember two things: (1) Using the FTOC-2 on the inner function seems too easy, but it's valid, and (2) You must remember exactly how the chain rule works.

Find the derivative of each of these integral-defined functions:

Find the derivative of each of these compound integral-defined functions (chain rule!):

We can use the **FTOC-2** to create a bunch of new and useful new functions. One is the **Gaussian** function, more commonly known as the bell-shaped curve or bell curve, that we use in probability and statistics. It looks like the curve plotted below. A stripped-down version of the equation is:

You can read a lot more about this function in the section on probability distributions. What's important about it for our purpose here is the area under the curve (which is symmetric across the line **x=0**).

The area between the limits -∞ and ∞ should equal one because it represents the total probability of an event happening at all, and we often include other factors to "normalize" it, or to force the total area under the curve to be 1. The ratio of any lesser area, like the one between ±a in the plot below, to that total is equal to the probability of an event occurring.

This integral can't be done analytically (with paper and pencil) – it has to be done by numerical methods, but we can still easily find its first and second derivatives through FTOC-2, and thus plot the function very well.

The Fresnel function (fruh · nel') function mentioned above is another integral-defined function, that one important in optics.

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