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www.mathcentre.ac.uk/.../8.11%20Maxima%20and%20minima.mp4

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    In this video, we're going to be
    looking at how curves behave and
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    how to find specific points on
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    those curves. Let's begin by
    looking at a sketch of a curve.
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    Now we've got a curve. There's
    some noticeable things about it.
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    First of all here.
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    The curve turns if we
    draw tangent to the curve.
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    It's level parallel to the X
    axis. Here I've exaggerated it a
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    little bit. The curve is flat
    and the tangent is again
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    parallel to the X axis.
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    Here the curve turns and
    again a tangent is parallel
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    to the X axis.
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    Now, one of the things that we
    do know is that the gradient of
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    a curve is given by DY by The
    X. What's clear is that each of
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    these points here.
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    Here and here.
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    Because the tangent is flat
    parallel to the X axis, the
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    gradient is zero and so D why
    by DX is 0.
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    Now for points like these where
    DY by the X is zero, we have
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    a special name, we call them.
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    Stationary
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    points. If
    you like the curve, sort of
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    isn't moving, it isn't changing.
    At that point. The why by DX,
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    which is the rate of change, is
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    0. Now two of these I discribed
    the curve as turning. I said
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    there the curb was turning and
    here again the curve is turning
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    so that's going from coming up
    to going down and this one is
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    from going down to coming up.
    This one isn't this one is very
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    different so these two.
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    Are special types of stationary
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    points. These two.
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    Are cold turning
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    points. So at
    turning points divided
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    by DX is
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    0. Thing to realize though, is
    that if the wide by the X is
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    zero, that doesn't mean we've
    got a turning point. We might
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    have one of these, that's what
    makes life just a little bit
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    tricky, but nevertheless thing
    to remember is that turning
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    points divided by DX is 0. Now
    let's have a look at the
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    nature of this particular
    turning point.
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    In the immediate area of it.
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    The curve has no bigger value.
    We go up, we reach a value and
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    then we go down again. So this
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    point. Is called
    a local maximum.
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    Because in the immediate
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    vicinity. There is no bigger
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    value. Now usually we forget
    about the local and we just call
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    it a maximum. Similarly, this
    point is called a local.
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    Minimum. Because again, in this
    particular region of it, the
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    curve goes no lower, so this is
    the least value in this area are
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    local minimum. Again, we forget
    the word local quite often.
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    Unjust use minimum. In essence,
    this video is going to be about
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    finding these points.
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    Maxima and minima finding these
    two points Maxima and minima.
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    And distinguishing between
    them because being able to
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    find them isn't a great deal
    of use unless we can tell them
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    apart. So we need to be able
    to distinguish between a
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    maximum and the minimum. So
    let's begin by exploring what
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    happens around a minimum
    point.
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    Draw a minimum.
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    Let's take the Tangent.
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    At the minimum point, we know
    that the gradient of this
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    tangent is 0 because it's
    parallel to the X axis. So DY by
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    DX is 0.
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    Let's take a point a
    little bit before.
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    The minimum point and take a
    tangent at that point. And here
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    we see that the Tangent.
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    Is negative, it's got a negative
    slope and so D. Why by DX is
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    negative. I'm using this as a
    shorthand for negative, not
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    actually bothered about the
    value of the why by DX just it's
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    sign. Let's take a point here a
    little bit after.
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    What's happened there? Well, we
    can see we've got a line that's
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    got a positive slope to it,
    which means that the why by the
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    X has got to be positive.
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    So what's happening as we pass
    through this point as X
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    increases? What's happening to
    do, why by DX?
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    Well, as X increases, the why by
    DX goes from negative.
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    0. To positive.
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    So divide by the ex is
    increasing as X increases, so
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    let's write that down deep. Why
    by DX is increasing.
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    As X.
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    Increases. What
    does that mean? DY by DX is
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    increasing well that means that
    the rate of change.
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    Of the why by DX?
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    Is
    positive.
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    IE D2Y by
    DX squared is
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    greater than 0.
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    So if D2Y by the X squared is
    greater than 0.
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    And divide by the X is equal
    to 0. We know that we have
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    got a minimum point.
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    Is that true for all
    minimum points?
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    Little trick of logic here, but
    just write down what we've got
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    if. DY by DX
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    equals 0. And.
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    D2Y by DX squared
    is greater than
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    or positive then.
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    We have
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    a.
    Minimum.
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    Does it work the other way
    around? If we have a minimum?
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    Do these two both apply? Well,
    certainly that one does that if
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    we have a minimum DY by the X
    will be 0, but not necessarily
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    this one. Let's have a look
    at the curve Y equals X to
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    the 4th. If I sketch this curve.
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    It looks.
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    Like that?
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    Here we've clearly got our
    turning point. Our minimum
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    point. Let's have a look what's
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    happening. DY by the X equals
    well. Why was X to the 4th so
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    DY by DX is 4X cubed, and we
    know that for our stationary
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    points we put it equal to 0,
    which tells us X equals 0 and
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    X equals 0 tells us that Y
    equals 0, so we know that this
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    is a stationary.
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    Point
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    What kind of stationary point is
    it? Let's do our second
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    derivative. D2 why by DX
    squared is 12 X squared, but
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    it equals 0.
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    When X equals 0.
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    So this doesn't work in reverse.
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    If the why by DX is zero and Y2Y
    by the X squared is greater than
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    not, then we know we have a
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    minimum. But it doesn't work
    going the other way. What that
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    means is that we have to be
    especially careful whenever D2,
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    why? By DX squared comes out to
    be 0 when we're doing the test,
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    so to speak.
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    We need to look at it in a
    slightly different way. In fact,
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    what we need to do is go back to
    basics and I'll show you an
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    example later where we do go
    back to basics and how that
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    works out. So having had a look
    at a minimum point and looked at
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    it in some detail, let's now
    move on and look at a maximum
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    point and see what happens
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    there. So here's
    our maximum point.
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    And at the point itself, we know
    that the tangent is parallel to
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    the X axis and so its gradient.
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    And hence the why by DX is 0.
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    Let's take a point a little bit
    before that there.
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    We can see that we've got a
    line which has a positive
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    slope to it, and so DY by the
    X is positive there.
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    Now let's take somewhere just
    past the point.
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    And if we have a look at
    this week and see we've
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    got a tangent.
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    Where the slope is negative and
    so divide by the X is negative.
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    So what's happening as we pass
    through this maximum point as X
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    is increasing? What's happening
    today, why by DX?
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    Well, divide by the axe goes
    from being positive to being
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    zero to being negative. So as
    X increases, divided by DX
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    decreases. As X increases.
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    Why
    by
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    DX
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    decreases? Does that mean
    it must mean that the rate of
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    change of the why by DX?
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    Is.
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    Negative. As X increases as we
    go through this point at this
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    point. An the derivative
    divide by the X is negative.
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    In other words, D2Y by the X
    squared is negative.
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    So let's just write down again
    what we've got.
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    If. Divide by
    DX equals 0.
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    And. D2 why
    by DX squared.
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    Is less than 0.
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    Then we have
    a maximum point.
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    Again, just the same argument
    applies. Does it work back the
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    same way? Answer no, it doesn't.
    And the problem is what do we do
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    about D2? Why? By DX squared
    being zero? Well, as I said,
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    will show a way of dealing with
    that in a moment. It's time now
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    to actually look at an example
    or two and see if we can make
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    use of this test.
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    In order to sort out the
    turning points on a curve. So
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    the first example we're going to
    have a look at is Y
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    equals X cubed, minus three X
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    +2. The first thing we
    need to do is differentiated.
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    Why by DX equals if we
    differentiate this we have three
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    X squared. We multiply by the
    index and subtract 1 prom it
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    minus the derivative of the
    three axis, just three, and this
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    is equal to 0 for stationary.
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    Points. We can
    factorize this. There's a common
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    factor of three leaves us with X
    squared minus one, and this is
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    now recognizable as the
    difference of two squares, so it
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    factorizes us three times, X
    minus 1X plus one.
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    And that's equal to 0.
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    Now what we can see is that.
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    Either this bracket is 0 or this
    bracket is 0, or they're both 0,
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    so we have X equals 1 or X
    equals minus one.
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    Now this is just given us the X
    coordinates of the points that
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    were interested in what we need
    now or the Y coordinates, and so
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    let's work those out, X equals
    1, Y equals and will substitute
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    it in on the very first line. So
    that's one cubed is just 1 - 3
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    times by one is minus 3 + 2.
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    Altogether, that gives us 0.
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    And so our point, our stationary
    point is 1 zero. If we
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    take X equals minus one and
    Y is equal to.
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    And we put minus one in there
    well minus one cubed is just
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    minus 1 - 3 times by minus one
    is plus three and plus two at
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    the end, and altogether 3 + 2 is
    5 takeaway, one is 4 and so our
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    other stationary point is minus
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    1 four. Now we need to decide.
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    All these points, Maxima, minima
    or that funny one where it was
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    flat. So in order to sort that
    out, what we need to have a look
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    at is the 2nd derivative.
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    So I'm going to write the
    equation of the curve down
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    again, and then I'm going to
    write down this first
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    derivative, then the points, and
    then the second derivative.
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    So we've Y equals X
    cubed, minus three X +2.
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    We've got the first derivative
    D. Why by DX3 X
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    squared minus three and the
    points that were interested in
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    with the points one not
    and minus 1 four.
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    So now. Let's take the second
    derivative D2Y by DX squared
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    equals. So we differentiate
    this. The derivative of the
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    first term we multiply by the
    index. So two, freezer 6 and
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    take one of the index that's X
    and the derivative of three is
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    just zero. So let's now look at
    the points and. It's the values
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    of X we're interested in. So X
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    equals 1. D2Y by
    DX squared equals 6.
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    So this is
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    positive. What do we
    know? We know that if divided by
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    DX is zero and if D2, why
    by DX squared is positive, then
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    the point we're looking at is a
    minimum turning point, so
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    therefore 10 is a minimum mean
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    for short. X equals minus
    one. This is our second point.
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    D2Y by the X squared is equal
    to minus 6.
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    And that is negative. The
    value of these doesn't
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    matter. It's their sign
    that matters and therefore,
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    what do we know? We know
    that if the Wi-Fi DX is
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    zero and Y2Y by DX squared
    is negative, then we have
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    got a maximum, so minus 1
    four is a Max.
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    One of the things that this does
    help us do is when we do know
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    the turning points. We can use
    this to help us gain a picture
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    of the graph to help us sketch a
    picture. So let's just plot
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    these two points.
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    And see if by plotting them we
    can build up a picture of the
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    graph. Now this won't be an
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    exact picture. The scales will
    be different. They'll be a
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    little bit cramped in some
    cases, expanded in others
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    because what we're trying to
    show the important points on the
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    graph, so we've one and minus
    one. Where are two important
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    values of X, and we know that
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    one 0. Was one of our turning
    points and if we just go back,
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    we know that one zero was a
    minimum turning point, so we
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    know that at this point the
    curve looks like that.
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    The other point was minus
    1 four there.
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    And we know that at that point
    the curve was like that. It was
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    a maximum. The other thing we
    know is that there are no
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    turning points anywhere else.
    These are the only ones, and so
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    effectively we can join up the
    curve and so that we get a rough
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    picture that it looks something
    like that. We can find this
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    point of course by substituting
    X equals 0. Remember, our curve
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    was Y equals X cubed minus 3X,
    plus 2X is 0.
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    Then this must be 2 here.
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    This we can find bike waiting
    why to zero and solving but
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    we're not interested in that at
    the moment. It's the idea of
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    using this maximum and minimum
    turning points in order to help
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    us gain a picture of the shape
    of the curve.
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    We're going to have a look at an
    example now where the method we
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    use is one that enables us to go
    back to 1st principles, and this
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    is also the method that we would
    use if D2. Why? By DX squared
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    turned out to be 0.
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    So it's a very useful method to
    have at your fingertips.
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    So let's begin.
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    We're going to be looking at
    finding the turning points of
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    this particular curve.
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    X minus one all squared over
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    X. Well it's a U over
    a V. It's a quotient, so we need
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    to be able to differentiate as
    though it were a quotient. So
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    let's remember how we do that.
    We take the bottom the X.
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    And we multiply X by the
    derivative of U what's on top?
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    So that's two times X minus one.
  • 22:18 - 22:23
    Times the derivative of
    what's inside a one and
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    then minus. And we take UX
    minus one 4 squared and we
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    multiply it by the
    derivative of E. What's on
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    the bottom? And that's the
    derivative of X. That's
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    just one, and then it's all
    over X squared.
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    And for our stationary points we
    put this equal to 0.
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    Now.
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    Let's have a look at this. We
    need to tidy it up. It looks a
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    bit of a mess, so let's have a
    look for some common factors.
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    Well, here we've got an X minus
    one and here as well. So let's
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    take that X minus one out as a
    factor. Let's have a look what
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    we're left with. Well, here
    we've got two and X giving us 2X
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    and one times by one. That's
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    still 2X. Minus and here we've
    got one times by now we just
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    took out X minus one as a
    factor, so it's minus X minus
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    one and notice I've kept it in
    the bracket because it's the
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    whole of X minus one that I'm
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    taking away. Close that bracket
    all over X squared so this
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    is still DY by DX.
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    Now I can simplify what's in the
    bracket and have DY by the X is
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    equal to X minus one times by
    now have two X takeaway X that's
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    just an X, but then I've also to
    take away minus one and so that
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    gives me plus one.
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    All over X squared and
    this is to be equal to 0
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    for my stationary points.
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    Now when we have an expression
    like that that's equal to 0,
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    it's only the numerator that
    we're interested in. It's only
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    the numerator that will make
    this expression 0.
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    So got is
    X minus 1X
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    plus one equals
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    0. And that tells us that
    either this bracket is equal
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    to 0 or that bracket is equal
    to 0. In other words, X minus
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    one equals 0 or X Plus one
    equals 0. So X equals 1. Four
  • 24:59 - 25:01
    X equals minus one.
  • 25:02 - 25:08
    Now it's the points where after
    so let's now calculate the
  • 25:08 - 25:15
    values of Y, remembering that Y
    is equal to X minus one 4
  • 25:15 - 25:18
    squared all over X.
  • 25:19 - 25:25
    So let's take X equals 1 and see
    what that gives us for why?
  • 25:25 - 25:32
    We put one in there. We have 1 -
    1 all squared over one. Well,
  • 25:32 - 25:39
    that's just zero because 1 - 1
    is 0 square at that still 0 / 1.
  • 25:39 - 25:45
    The answer is still 0. So one of
    our points is one Nord. That's
  • 25:45 - 25:50
    one of our stationary points.
    Now let's do X equals minus one.
  • 25:51 - 25:58
    Why is equal to minus 1 - 1
    all squared all over minus 1 - 1
  • 25:58 - 26:06
    - 1 is minus 2 and we square
    it to that's four but we divide
  • 26:06 - 26:13
    by minus one, so that is minus
    four. So other point is minus 1
  • 26:13 - 26:18
    - 4. So we've got two
    points which are stationary
  • 26:18 - 26:24
    points and we need to find out
    are they turning points and if
  • 26:24 - 26:29
    they are turning points, are
    they Maxima or minima?
  • 26:30 - 26:35
    So let's write down
    again. Why do you? Why
  • 26:35 - 26:37
    by DX and our points.
  • 26:39 - 26:46
    So we had why that
    was X minus one or
  • 26:46 - 26:48
    squared over X.
  • 26:48 - 26:56
    We had DY by the X&YYY DX
    was over X squared and let's
  • 26:56 - 26:59
    just go back so we can see
  • 26:59 - 27:07
    what. The numerator was it was X
    minus one times by X plus one.
  • 27:07 - 27:14
    X minus one times by
    X Plus One and our
  • 27:14 - 27:21
    two points. Are the
    points one note and minus
  • 27:21 - 27:23
    1 - 4?
  • 27:24 - 27:26
    Now.
  • 27:27 - 27:32
    In order to sort out if these
    are turning points and if they
  • 27:32 - 27:37
    are, which is a maximum and
    which is a minimum, then we need
  • 27:37 - 27:40
    to differentiate this again and
    that is very very fearsome.
  • 27:41 - 27:43
    Very fearsome indeed.
  • 27:44 - 27:46
    Is it really worth
    differentiating
  • 27:46 - 27:49
    differentiating it
    again? We might make a
  • 27:49 - 27:52
    mistake. The algebra
    might go wrong.
  • 27:53 - 27:58
    So rather than differentiating
    it again, let's do what we did
  • 27:58 - 28:03
    before. Let's look at the
    gradient a little bit before X
  • 28:03 - 28:10
    equals 1. At X equals 1 and a
    little bit after X equals 1 and
  • 28:10 - 28:16
    form a picture from doing that
    of whether this is a maximum or
  • 28:16 - 28:21
    minimum point, and this method
    that we're going to have a look
  • 28:21 - 28:23
    at also works.
  • 28:23 - 28:28
    Wendy to why? By DX squared is
    0, so hence it's a good method
  • 28:28 - 28:32
    and it's well worth adding it to
    your Armory of techniques for
  • 28:32 - 28:36
    looking at stationary points. So
    let's set this up and the way
  • 28:36 - 28:39
    we're going to set it up is too.
  • 28:40 - 28:43
    Have a little table.
  • 28:43 - 28:47
    So here's the Y by
  • 28:47 - 28:54
    The X. And here is
    the point where interested in at
  • 28:54 - 28:55
    X equals 1.
  • 28:56 - 29:03
    I want to look a little bit
    before X equals 1, so I'm going
  • 29:03 - 29:09
    to say this is X equals 1 minus
    Epsilon and all. I mean by
  • 29:09 - 29:12
    Ipsilon is a little positive bit
  • 29:12 - 29:17
    of X. North Point One North
    Point North one if you like, and
  • 29:17 - 29:19
    I'm also going to look at the
  • 29:19 - 29:26
    gradient. A little bit after X
    equals 1, so let me call that
  • 29:26 - 29:27
    one plus Epsilon.
  • 29:28 - 29:35
    Now I'm not interested in the
    value of the why by DX. I'm only
  • 29:35 - 29:40
    interested in its sign whether
    it's positive or negative. I
  • 29:40 - 29:45
    know that when X equals 1
    divided by DX is 0.
  • 29:46 - 29:54
    What happens if I am a
    little bit before X equals 1?
  • 29:55 - 30:01
    X is a little bit less than one,
    so I have something a little bit
  • 30:01 - 30:03
    less than one, and I'm taking
  • 30:03 - 30:09
    one away. So the answer to that
    is negative. This bracket here
  • 30:09 - 30:13
    is negative. However, I've got
    something that's a little bit
  • 30:13 - 30:15
    less than one plus one that's
  • 30:15 - 30:20
    positive. So I have a
    negative times by a
  • 30:20 - 30:24
    positive and I've got X
    squared on the bottom here
  • 30:24 - 30:28
    and X squared is positive,
    so I'm negative times a
  • 30:28 - 30:32
    positive divided by a
    positive is a negative.
  • 30:33 - 30:38
    Let's have a look when X is a
    little bit more than one little
  • 30:38 - 30:42
    bit bigger than one 1.911. Take
    away one. Well, a little bit
  • 30:42 - 30:47
    more than one. We set. Take away
    one that's positive. One plus a
  • 30:47 - 30:49
    little bit more than one that's.
  • 30:50 - 30:53
    Positive again, and this is
    definitely positive in the
  • 30:53 - 30:58
    denominator, so we've a positive
    times by a positive divided by a
  • 30:58 - 31:00
    positive gives us a positive.
  • 31:00 - 31:02
    So if we sketch.
  • 31:03 - 31:09
    The slopes of the tangents. We
    have a negative slope aflat
  • 31:09 - 31:15
    slope under positive slope and
    So what we can see is that
  • 31:15 - 31:22
    this defines the shape of a
    minimum and so we can conclude
  • 31:22 - 31:25
    that one zero is a minimum.
  • 31:25 - 31:31
    Point notice what we've done is
    go back to basics. This is how
  • 31:31 - 31:36
    we arrived at our test for D2.
    Why? By DX squared.
  • 31:37 - 31:43
    Now let's do it again for this
    point, minus 1 - 4.
  • 31:45 - 31:52
    So we've got DYIDX is equal
    to X minus one times by
  • 31:52 - 31:59
    X Plus one all over X
    squared, and the point we're
  • 31:59 - 32:06
    having a look at is minus
    1 - 4. So let's set
  • 32:06 - 32:09
    up our table again.
  • 32:10 - 32:15
    We're looking at the sign of DY
    by The X.
  • 32:15 - 32:21
    My looking at it at the point
    X equals minus one. As we
  • 32:21 - 32:27
    pass through that point as X
    increases. So we want to know
  • 32:27 - 32:31
    what's happening alittle bit
    before that minus one minus
  • 32:31 - 32:31
    Epsilon.
  • 32:32 - 32:38
    And we want to know what's
    happening alittle bit after that
  • 32:38 - 32:40
    minus one plus Epsilon.
  • 32:41 - 32:48
    Well, we know that when X is
    minus one DY by DX is 0. Because
  • 32:48 - 32:50
    this factor here is 0.
  • 32:51 - 32:57
    What happens if X is a little
    bit less than minus one?
  • 32:57 - 32:59
    Something like minus 1.1?
  • 33:00 - 33:05
    Well you got minus 1.1 takeaway.
    One that's definitely negative.
  • 33:06 - 33:12
    Minus 1.1 at on. One that's
    minus .1. That's definitely
  • 33:12 - 33:14
    negative as well.
  • 33:14 - 33:19
    However, on the bottom here,
    we've got a number and we're
  • 33:19 - 33:23
    squaring it, so it must be
    positive. So we've a negative
  • 33:23 - 33:28
    times a negative, which is a
    positive divided by a positive.
  • 33:28 - 33:30
    So the answer must be positive.
  • 33:31 - 33:37
    Now let's have a look a little
    bit after X equals minus 1 - 1,
  • 33:37 - 33:38
    plus a little bit.
  • 33:39 - 33:45
    So the little bit might be not
    .1 and minus one plus a little
  • 33:45 - 33:52
    bit would then be minus N .9. So
    we've got minus 9.9 - 1 - 1.9
  • 33:52 - 33:58
    it's negative. I've got minus
    not .9 plus one. Well, that's
  • 33:58 - 34:03
    not .1, it's positive, so have a
    negative times a positive and
  • 34:03 - 34:08
    this term X squared is always
    positive 'cause it's a square.
  • 34:08 - 34:14
    So we've got a negative times by
    a positive and divided by a
  • 34:14 - 34:16
    positive. So I'll answer. Must
  • 34:16 - 34:23
    be negative. So let's sketch the
    shape. We've got a positive
  • 34:23 - 34:29
    slope, aflat slope and negative
    slope, and this defines the
  • 34:29 - 34:36
    shape of a maximum, and so
    we can say minus 1 -
  • 34:36 - 34:39
    4 is a maximum.
  • 34:39 - 34:46
    Finally, let's just see how
    this helps us to sketch
  • 34:46 - 34:53
    the curve. We recall
    the equation of the curve
  • 34:53 - 35:00
    Y equals X minus one
    all squared over X, and
  • 35:00 - 35:06
    we had a maximum point
    at minus 1 four.
  • 35:07 - 35:12
    And we had a minimum
    point at one 0.
  • 35:14 - 35:21
    So some axes, let's mark the .1
    and the point minus one goes on
  • 35:21 - 35:28
    the X axis. Now 10 is here and
    we know it's a minimum, so we
  • 35:28 - 35:35
    know it looks something like
    that there minus 1 - 4 down here
  • 35:35 - 35:41
    somewhere. And we know that
    that's a maximum, so it kind of
  • 35:41 - 35:42
    looks like that.
  • 35:43 - 35:48
    How can we join these up? Well,
    clearly there's something odd
  • 35:48 - 35:52
    going on around 0 here because
    the curve seems to go that way
  • 35:52 - 35:56
    and that way it seems to go in
    opposite directions. What's
  • 35:56 - 36:01
    happening here? What's going on?
    Well, let's just have a little
  • 36:01 - 36:04
    think about this as X approaches
    0 from above.
  • 36:05 - 36:08
    And this is always going to be
    positive, but this is going to
  • 36:08 - 36:12
    be. Positive as well, and were
    divided by something very very
  • 36:12 - 36:17
    small. Our answer is going to be
    very, very big, so we're going
  • 36:17 - 36:22
    to have something up there when
    X is negative but near to 0.
  • 36:22 - 36:26
    This is still going to be
    positive because we're squaring
  • 36:26 - 36:30
    it, but we're dividing it by
    something which is getting very
  • 36:30 - 36:34
    very small, but negative. So the
    answer is going to be very big,
  • 36:34 - 36:39
    but negative, and so it will be
    somewhere down here. So what we
  • 36:39 - 36:43
    can see. Is that the curve is
    going to look something?
  • 36:43 - 36:44
    Like
  • 36:46 - 36:50
    That and they will in fact be
    this almost what looks like a
  • 36:50 - 36:55
    sort of hole in the middle of
    it. Bang on this value X equals
  • 36:55 - 37:03
    0. So what have we done?
    We have found out how to find
  • 37:03 - 37:07
    stationary points. Stationary
    points occur on a curve. Wendy
  • 37:07 - 37:09
    why by DX is 0.
  • 37:10 - 37:13
    If the why by DX is
  • 37:13 - 37:19
    0? Then some of those points are
    what we call turning points,
  • 37:19 - 37:21
    Maxima or minima.
  • 37:22 - 37:24
    We can find those.
  • 37:24 - 37:31
    In one of two ways, if the why
    by DX is zero and D2, why by DX
  • 37:31 - 37:36
    squared is greater than not,
    then we know for sure that we
  • 37:36 - 37:38
    have got a minimum point.
  • 37:39 - 37:45
    If you divide by the X is zero
    and D2 why by DX squared is
  • 37:45 - 37:50
    negative, then we know for sure
    we've got a maximum point. If
  • 37:50 - 37:56
    however, D2 why by DX squared is
    0, then we have no information
  • 37:56 - 38:00
    whatsoever and we need to look
    very closely using the methods
  • 38:00 - 38:02
    that I've just shown here.
  • 38:03 - 38:07
    In order to determine what kind
    of stationary point we've got,
  • 38:07 - 38:11
    whether we've got a maximum,
    whether we've got a minimum or
  • 38:11 - 38:15
    whether we've got one of those
    odd ones that looked a little
  • 38:15 - 38:17
    bit flat. A kink in the curve.
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