MATLAB:Fzero
The fzero
command in MATLAB can be used to find the value of a single parameter of a multivariable function that will set the function equal to zero (if such a value exists). The command can {\it only} find one root at a time, and can only find roots in one variable at a time. There are several different ways to present fzero
with the specific function and variable.
Contents
Examples
Most General Case
The following examples show a method that will work regardless of how many input variables your function has or how you define your function - whether it is built-in, a variable containing an anonymous function, an anonymous function generated on the fly, or a .m file function. The paradigm is:
[ROOT, VAL_AT_ROOT] = fzero(@(DUMMY_VAR) FUNCTION_THING, INIT_STUFF, OPTIONS)
where
- ROOT is the calculated value of the requested variable when the function is 0
- VAL_AT_ROOT is the value of the function when substituting ROOT for the requested variable - nominally this is 0 but there may be roundoff issues to deal with
- DUMMY_VAR is the variable you want to use in this FUNCTION_THING to indicate which of the various inputs
fzero
is allowed to alter - INIT_STUFF is either an initial guess or a valid initial bracket - note that
fzero
can only find one root at a time, so you cannot load this with several values and try to havefzero
find multiple results (for that, you need loops) - FUNCTION_THING can be a built-in function, the name of an anonymous function, the name of a .m file function, or a calculation - whatever it is that you are trying to set equal to zero; note that DUMMY_VAR must appear somewhere in this expression for
fzero
to be able to do anything - OPTIONS are...optional - the most common is the commandif you want to see the magic happen
optimset('Display', 'iter')
The example is based on wanting to determine roots of:
We will assume that two of the three variables (\(x\) and \(y\)) are known and that we want to find\(z\) given those values. We will further assume that \(x=1\) and \(y=\pi\). Finally, we will make an initial guess that \(z=12\).
Function on the Fly
If you only want to solve this problem once, and the calculation only requires one line of code, the process with the least "overhead" involves creating the function on the fly inside the fzero
command. All you have to do is put your expression in for the FUNCTION_THING, making sure the DUMMY_VAR is appropriately used. The line:
[zValue, fValue] = fzero(@(zDummy) cos(1) + sin(pi) + zDummy, 12)
will produce
zValue =
-5.4030e-01
fValue =
0
A slightly "longer" version of this would have you pre-define the \(x\) and \(y\) variables first, then use the variables in the function definition: expression in for the FUNCTION_THING, making sure the DUMMY_VAR is appropriately used. The line:
x = 1;
y = pi;
[zValue, fValue] = fzero(@(zDummy) cos(x) + sin(y) + zDummy, 12)
This works the same as the previous example - recall that when anonymous functions are created, they can take "snapshots" of the workspace. In the case above, the FUNCTION_THING is able to "see" what the variables x
and y
contain.
Pre-Defined Functions
If you want to solve the same problem multiple times, perhaps by altering initial guesses or altering one or more of the constant parameters in the function, you should first define the function. If the expression can be calculated all on one line, you may choose to use a variable with an anonymous function - for example:
MyFun = @(xa, ya, za) cos(xa) + sin(ya) + za
On the other hand, if the expression is more complicated or if you just want to put it in a .m file, you can certainly do that as well. or example, instead of the MyFun
variable above, you could write a MyFun.m
file containing:
function out = MyFun(xb, yb, zb)
out = cos(xb) + sin(yb) + zb;
In either case, you would use fzero
by properly building the FUNCTION_THING using the name of the function. As in the previous example, you can hard-code the values for the \(x\) and \(y\) values:
[zValue, fValue] = fzero(@(zDummy) MyFun(1, pi, zDummy), 12)
or you can use variables to transmit the information:
x = 1;
y = pi;
[zValue, fValue] = fzero(@(zDummy) MyFun(x, y, zDummy), 12)
In any event, note again that the FUNCTION_THING only has one unknown, and that unknown is named as the DUMMY_VAR.
Single-Variable Anonymous Functions
For single-variable anonymous functions, there is a slightly simpler way to run fzero
- all you need to do is give the name of the variable to FUNCTION_THING rather than setting up the DUMMY_VAR. For example, to find the solution to \(x^2-\cos(x)=0\) with an initial guess of \(x=1\), you can set up an anonymous function for it as:
MyAnonCalc = @(x) x.^2-cos(x)
and then solve with:
[xValue, fValue] = fzero(MyAnonCalc, 1)
to get
xValue =
8.2413e-01
fValue =
-1.1102e-16
Single-Variable Built-in Functions and .m Functions
The following method works for both built-in single-input functions and .m file single-input functions (i.e. not variables containing anonymous functions). The first argument is the name of the function in single quotes and the second argument is the initial guess or initial bracket for the one variable of the function. For example, to find the solution to \(\cos(x)=0\) with an initial guess of \(x=1\), you can type
[xValue, fValue] = fzero('cos', 1)
and get
xValue =
1.5708e+00
fValue =
6.1232e-17
To find the solution for \(x\) values between 2 and 5 radians, you could type:
[xValue, fValue] = fzero('cos', [2 5])
and get
xValue =
4.7124e+00
fValue =
-1.8370e-16
If you have a .m file function of one variable, the process is the same. For example, to find a root of \(y=x^2-\cos(x)\) with an initial guess of 1, you could first create a .m file called MyCalc.m
with:
function out = MyCalc(in)
out = in.^2 - cos(in);
then use fzero:
[xValue, fValue] = fzero('MyCalc', 1)
and get
xValue =
8.2413e-01
fValue =
-1.1102e-16
Questions
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