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Let's take a look at a mixing problem.
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In this example, we have a tank
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that initially (at our starting time)
holds 100 liters of pure water.
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And what we've got coming in is,
we've got brine that has salt in it,
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and the concentration of salt is
0.5 kilograms of salt for every liter,
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and that's coming into the tank
at a rate of 4 liters per minute.
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The big assumption
we're making here —
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and this, in real life,
is not 100% realistic --
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but we're assuming that as soon
as that brine enters the tank,
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it is immediately mixed perfectly
in with whatever is already in there.
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Then that mixture is draining out
at a rate of 3 liters per minute.
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Now, what makes this different
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from the mixing problem that we saw
in the separable equation section is,
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the rate of liquid leaving the tank
isn't the same as the rate coming in.
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So in one of the worksheet
problems from a previous section,
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we had the liquid leaving
the tank at the same rate,
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and when we did that,
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we ended up with a
separable differential equation.
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In this case, because the liquid is
leaving the tank at a different rate,
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we're going to end up with a linear
differential equation instead.
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So one thing we need is,
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we have to figure out
what we're even solving for.
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And basically what we want
to do is, we want to find y of t.
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And what that's going to represent is,
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it's going to be the amount
of salt in the tank at time t.
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After t minutes have gone by,
how much salt is in the tank?
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One thing we know right away
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is that the tank initially
had pure water in it.
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That tells us our initial value is 0.
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There's no salt in the tank
at time 0; it's pure water.
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One other thing that's
going to happen with this is,
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every minute that goes by,
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think about the amount
of liquid in this tank.
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If it was leaving at the same rate
that it was coming in,
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that would stay constant.
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But every minute that goes by,
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one extra liter is coming in
that doesn't get drained out.
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The total amount of liquid in the tank
is actually changing as time goes by.
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So it's not going to stay 100 liters.
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The amount of liquid in the tank
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is going to be 100 liters plus
1 liter for every minute that goes by.
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Since t represents
the number of minutes,
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I'm just going to write that as 100 plus t,
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and that's the number of liters of liquid
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that are going to be in
this tank at any given time.
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Now, in real life, eventually,
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we'd reach a point where
this process can't continue
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because the tank only has physically
enough room for a certain amount.
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That's something to bear in mind.
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But for our purposes,
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we'll assume that we're
early enough in the process
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that this model will
make sense and will hold.
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So one thing that we found out
in previous sections is,
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if we want to know what dy [over] dt is
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(that would be the change
in the amount of salt),
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We have to figure out what rate
of salt is coming into the tank,
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and then we have to subtract
the rate that salt is leaving the tank.
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The rate that salt is coming in
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is actually pretty
straightforward to calculate.
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Each liter that comes
in has half a kilogram (0.5 kg)
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and there's 4 liters
coming in every minute.
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If we just multiply those
two numbers together,
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we'll end up with 0.5
times 4, which is 2.
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If you actually look at units here,
it's kilograms per liter,
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and then we're multiplying
that by 4 liters per minute.
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The liters actually cancel
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and we're going to end up
with 2 kilograms/minute.
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That's the rate of salt
coming into the tank.
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Every minute,
2 kilograms of salt come in.
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Now, initially, basically
no salt is going to leave
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because the water at the beginning
is almost purely water.
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But as it gradually gets saltier,
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then some of that salt
is going to leave the tank
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when this brine is drained.
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In order to figure out the rate out
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(this is the one that takes
a little bit more thinking,)
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we have to figure out
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the concentration of
salt in the current liquid,
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and then we have to multiply
that by the rate that it's leaving,
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which is 3 liters per minute.
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Well, the concentration of salt
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is just the number of kilograms of salt
divided by the total amount of liquid.
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We know that there are y kilograms
in the tank at any given time
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and we could divide that
by the amount of liquid,
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which is 100 plus t liters,
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and that would tell us
our concentration:
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it's y kilograms per 100 plus t liters.
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This is the biggest difference
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between what we're
doing in this section
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compared to when
these two rates match.
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If these were the same rate,
we could just say y divided by 100
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because the amount of liquid
in the tank would stay constant.
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But because of this extra
t that gets added in,
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this is what's going to
make it no longer be a—
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It's no longer going to
be a separable equation.
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It'll be a linear equation.
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So we've got our concentration,
which is y over 100 plus t
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(technically, that is kilograms per liter),
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and it's exiting at a rate
of 3 liters per minute,
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so liters are going to cancel.
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And once again, this is going
to be kilograms per minute.
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That's the same units
that the rate in was.
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So we can subtract, multiply these,
we'll get 3y over 100 plus t.
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This is the differential equation
that we're going to try to solve.
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This actually is a linear differential
equation, and to see that,
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we actually might want to
rearrange the terms a little bit.
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In the standard form for
a linear differential equation,
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dy [over] dt is by itself.
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Then if I move this over,
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instead of writing it
as 3 over 100 plus t,
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I'm going to write it as
3 over 100 plus t, multiplied by y,
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and then that's going to equal 2.
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So in this form, dt is by itself.
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This function right here
is playing the role of P.
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It's not a function of x,
but it's a function of t.
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That's our independent variable this time,
and then that's playing the role of Q.
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Just like what we've done
for the other examples,
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we're going to use this to
find an integrating factor.
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We're going to multiply everything
by that integrating factor,
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and that should turn the left side
of the equation into a product rule.
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That's something that we can invert
and then eventually solve for y.
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All right, so here's our first order
linear differential equation.
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It is already in standard form
because we did that already,
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and that function right there
is playing the role of P.
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This time, it's a function of t
instead of x, it’s 3 over 100 plus t,
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and our integrating factor
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is always given by e to the
integral of the function P,
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which in this case is e to the
integral of 3 over 100 plus t.
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And like the previous example,
we can take that 3 out if we want.
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If you want to go through
the full steps here,
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this is-- technically could be
done by using a substitution.
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But if u is 100 plus t,
du is just 1 times dt.
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We don't have to worry about
an extra factor appearing here,
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and this integral is just going to end up
being the natural log of 100 plus t.
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In this example, we're assuming that
t is positive since it represents time.
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Also, 100 plus t was
the total number of liters
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in the tank at any given time,
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so we are assuming that
that will never be negative.
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You won't have a negative
amount of liquid in the tank.
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Like we did before,
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we can utilize that property of logarithms
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that lets us take this coefficient
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and turn it into a power
within the logarithm itself.
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It will be the natural log
of 100 plus t cubed.
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And e and natural log are inverses,
so once those cancel out,
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that tells us that the integrating
factor we need to use
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is 100 plus t to the 3rd power.
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Now the next step is going to be
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to multiply everything
by that integrating factor.
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And if we did it right, the left side of
the equation should be a product rule.
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We've got our integrating
factor times dy [over] dt.
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and when we multiply our next thing
by the integrating factor,
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we're going to have
3 times 100 plus t cubed,
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but that gets divided by 100 plus t.
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So that's just going to become
3 times 100 plus t squared
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because one of the
100 plus t’s from the top
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will cancel this one on the bottom.
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Then the right side of the equation
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becomes 2 times 100
plus t to the 3rd.
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The whole purpose
of the integrating factor
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is to try to make the left side of
the equation become a product rule.
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If the integrating factor itself is f,
then that really is f prime.
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And if y is g, dy [over] dt is g prime.
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That means this
really is a product rule.
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This is the derivative
with respect to t of f times g
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and f is 100 plus t to the 3rd
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and g is just y, and that's equal
to the right side of the equation.
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Now that we've got our product rule
on the left side of the equation,
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we can integrate it to make
the derivative go away,
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so integrate with respect to t,
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and that will equal the integral
of the right side of the equation,
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also with respect to t.
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The derivative of an integral cancels out.
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That leaves us with 100
plus t to the 3rd times y.
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And then for this integral,
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this is another one where you
could do a full U-substitution.
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If u is 100 plus t, then du is just dt.
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The antiderivative of
something to the 3rd,
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the power just goes up by one
and then you divide by 3.
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Since there's no chain rule
issue with the inside
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(the derivative of the inside is 1),
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you basically just treat this
as if it was our variable.
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We're going to end up with 2
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and then that's going to be
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times one fourth [1/4]
100 plus t to the 4th power,
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and then we're going to have our constant.
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But instead of running 2 times 1/4,
let's just call that one half [1/2].
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Now, if we wanted a general solution,
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we would divide everything
right now by 100 plus t to the 3rd.
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But because we have
an initial condition here,
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we can actually find
our constant right now
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or you can get the general solution
first and then solve for C.
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It does not matter, but in this case,
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I've already got it almost
to the form C equals,
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so let's just use this version.
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We were told the initial amount
of salt in the tank was 0.
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So when t is 0, y is also 0.
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We're going to have 100 plus t.
[corrects self] Oops, t is 0,
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times y, which is also 0,
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and that's going to equal
1/2 of 100 plus 0 to the 4th.
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That's what C is.
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This is all 0, that goes away.
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And 100 to the 4th is—
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basically, we just need to keep
adding zeros to this thing,
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so let's think about that.
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100 to the 4th would be 100
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and then two more zeros is 100 squared.
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Two more zeros is 100 to the 3rd,
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and then two more zeros
is 100 to the 4th.
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That's a lot of zeros,
and then that gets multiplied by 1/2.
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It's 1/2 of, let's see, 100 million.
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so that's what C is.
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That means that C is half of that,
so it's 50 million.
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You can even leave it as
1/2 of 100 to the 4th if you prefer,
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but that's what this ends up being.
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So that's our constant.
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And now that we know what that is
(so we just figured out C),
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now we can solve the equation for y.
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For space reasons,
I'm going to try to fit it in here.
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We're going to have y equals,
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and if we take this expression right here
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and we divide by
100 plus t to the 3rd,
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then all but one of the
100 plus t’s will cancel.
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We'll have 1/2, 100 plus t.
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Then the constant
we got was 50 million
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and that is going to be divided
by this 100 plus t to the 3rd,
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or we could write it as multiplying it
by 100 plus t to the negative 3rd,
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and that would be okay as well.
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But what this equation tells us is,
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it tells us how much salt in kilograms
is going to be in our tank at any time,
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at least as long as
this model is realistic.
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As the tank fills up,
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eventually will reach a point
where this won't work anymore,
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but it should describe what happens
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for at least the first
however-many minutes
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that we want to know
something about it.
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That would be the solution
to this differential equation.