Background of Bisection Method of Solving a Nonlinear Equation
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In this segment we'll talk about
the background of the Bisection method that what the Bisection method is
based on so far as solving a nonlinear equation is concerned. So, the theorem
goes as follows says if we if we have an equation f(x) = 0, then if f(x) is
real and continuous, and we find out that the value of the function at some
point x_L, and then some point x_u,
if the product of those two values less than zero, then at least one root
lies between x_L and x_u.
So, that is the theorem on which the bisection method is based on. So, if we look at from a
graphical point of view so, let's suppose somebody gives us f(x) = 0, and we
plot f of x as a function of x, let's suppose, and let's suppose the function
looks like this, we are seeking this point right here, because that's the
root of the equation f(x) = 0. So, in this case if we find out there is some
point x_u let's suppose and there is some point x_L then what we are finding out that the value of the
function here is different from the value of the function here, or we can say
that between these two points, between this point and this point the function
is changing sign, then we have at least one root between x_L
and x_u. So, although that's a qualitative way of
saying it, but if we are writing a program then the way to do it is to
calculate the value of the function at one point, and calculate the value of
the function of the second point and see if the product of the two functions
is negative, because when only when if one is positive, multiplied by another
one is negative, do we get a negative number. So, because if we have two
negative numbers, then we get a positive number. If we have two positive
numbers, we multiplied by another positive number we'll get a positive number,
and if we have a negative number and then a positive number then we get a
negative number for the product. So, you can very well see that the function
in these two cases is changing sign, but in this case in this case the
function sign is not changing. So, we can only talk about that when the
function is changing sign, which is given by this product here that the
product of the two function values will be less than zero, then we can
guarantee that there is at least one root which lies between x_L and x_u, provided of course
that this function right here is real and is continuous. So, some of the ways
you'll find out that this particular theorem which we just talked about is
misinterpreted is as follows. So, let's suppose if I have my function my
equation like this in my equation f of x equal to 0. Let’s suppose the function
behaves like as shown the figure here. Let's suppose if I choose this as my
one value of the function, and this as another value of the function what
you'll find out the function is not changing sign. Right? The value of the
function here is positive, the value of the function here is positive, so I will
get the value of the function here would be of the product of the two
function values will be greater than zero. But we have a root here, and a
root here, and one might think that that is the violation of that previous
theorem. No. The theorem is only telling you that there is at least one root
if the function is changing sign. It does not tell you anything if the
function is not changing sign. So, if the product is greater than 0, then you
know that the function is not changing sign, and there may or may not be a
root between those two points. Let's continue with these misconceptions or
maybe misperception or perceptions. So, let's suppose if I have a
function here and that is my function as a function of x and my equation is
f(x) = 0, let's suppose I choose this
as one of the points and I choose this as one of the points, then the
function value at x_L, times the value of the
function at the upper limit, which is this this point right here, is greater
than zero. And in this figure, we don't find any roots between x_L and x_u. But this should
not be interpreted as that, hey, if the function does not change sign that
there will be no root between these two points. As we found out in the
previous example, we had two roots between x_L and x_u when the function was not changing sign so keep that
in mind, also, what the theorem is saying. It's only saying something if the
function is changing sign. It does not say anything if the function is not
changing sign. Let's look at another misconception which people have about
the theorem which we just talked about. So, let's suppose if I have the
function in this equation which is f(x) = 0, the function which is the left
hand side right here, if this is how it behaves, and then I choose my lower
limit to be this in the interval in which I say there is a root what you're
finding out here is that the value of the function at x_L
times the value of the function of x_u is less than
zero, and so there will be at least one root between x_L
and x_u it turns out that we have three roots
between x_L and x_u. So, people
somehow think that there should be only one root between those two points. No,
the theorem is only saying that if the function is changing sign between the
two points, then there will be at least one root. It does not tell you how
many of them will be there, but at least one root between x_L
and x_u. One more misconception takes place in a
function which is like this, for example, here we have f(x) as a function of
x, and let's suppose this is for the equation of x = 0, and let's suppose if I
choose this to be x_L and this to be x_u, the value of the function at x_L
times the value of the function x_u is changing
sign, because it is positive here and negative here, but there's no root
between x_L and x_u. So, is
that a failure of the theorem? No, it is not the failure theorem because
there are two other things which the theorem says; that the function has to
be real, and it has to be continuous between those two points in order to
apply that theorem. So, I’m hoping that it clarifies how we can apply the
theorem what the theorem says and what the theorem does not say. And that's
the end of this segment. |