Mathematics Exam  >  Mathematics Notes  >  Mathematics for IIT JAM, GATE, CSIR NET, UGC NET  >  Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET PDF Download

Introduction

Let's study some of the basic ideas about the functions of more than one variable.

First, remember that graphs of functions of two variables, z = f (x,y) are surfaces in three-dimensional space.  For example here is the graph of z= 2x2 + 2y2 - 4 

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

This is an elliptic paraboloid and is an example of a quadric surface.  We saw several of these in the previous section.  

Graph of a Plane

Another common graph that we’ll be seeing quite a bit in this course is the graph of a plane.  There is a convention for graphing planes that will make them a little easier to graph and hopefully visualize.

  • Recall that the equation of a plane is given by ax+by +cz = d or if we solve this for z we can write it in terms of function notation.  This gives, f(x,y) = Ax + By + D
  • To graph a plane generally find the intersection points with the three axes and then graph the triangle that connects those three points.  
  • This triangle will be a portion of the plane and it will give us a fairly decent idea of what the plane itself should look like.  

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For example: Let’s graph the plane given by, f(x,y) = 12 - 3x - 4y.

  • For purposes of graphing this, it would probably be easier to write this as, z = 12 - 3y - 4y ⇒ 3x + 4y +z =12
  • Now, each of the intersection points with the three main coordinate axes is defined by the fact that two of the coordinates are zero.  For instance, the intersection with the z-axis is defined by x = y = 0 So, the three intersection points are,
    x-axis : (4, 0, 0)
    y-axis : (3, 0, 0)
    z-axis : (0, 0,12)
  • Here is the graph of the plane.

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NETFunctions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

Now, to extend this out, graphs of functions of the form w = f (x,y,z) would be four-dimensional surfaces.  Of course, we can’t graph them, but it doesn’t hurt to point this out.

Domains of Functions of more than one variable

Next, let's discuss the domains of functions of more than one variable.  

Recall that domains of functions of a single variable, y = f(x), consisted of all the values of x that we could plug into the function and get back a real number.  Now, if we think about it, this means that the domain of a function of a single variable is an interval (or intervals) of values from the number line or one-dimensional space.

The domain of functions of two variables, z = f (x,y), are regions from two-dimensional space and consist of all the coordinate pairs, (x,y), that we could plug into the function and get back a real number.

Example 1 -  Determine the domain of each of the following.

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

Ans.

(a) In this case we know that we can’t take the square root of a negative number so this means that we must require, x+y > 0.

Here is a sketch of the graph of this region.

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET
(b) This function is different from the function in the previous part.  Here we must require that,

x > 0 and y > 0 and they really do need to be separate inequalities.  There is one for each square root in the function.  Here is the sketch of this region.

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

(c) In this final part we know that we can’t take the logarithm of a negative number or zero.  Therefore we need to require that, Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET and upon rearranging we see that we need to stay interior to an ellipse for this function.  Here is a sketch of this region.Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

Note that domains of functions of three variables, w = f(x,y,z), will be regions in three-dimensional space.

Example 2 - Determine the domain of the following function,

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

Ans.

In this case, we have to deal with the square root and division by zero issues.  These will require,

x2+y2+-16 > 0   ⇒ x2 + y2 + z2 > 16

So, the domain for this function is the set of points that lies completely outside a sphere of radius 4 centred at the origin.

Example 3 - Find the domain of each of the following functions.

  1. f(x,y)=1x2y2.f(x,y)=1−x2−y2.

  2. g(x,y)= 1/1x2y2 .g(x,y)=11−x2−y2

  3. h(x,y)= 1/ y-x2

Ans. 

(1) The domain of f is the set of points (x,y) such that 1−x2−y2≥0. We recognize x2+y2=1 as the equation of a circle of radius 1 centred at the origin, and so the domain of f consists of all points which lie on or inside this circle (see below).
Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

(2) We now require that 1−x2−y2>0. The domain of g therefore contains all points (x,y) such that x2+y2<1; that is, all points which lie strictly inside the unit circle (see below).
Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET
(3) We see that h(x,y) is undefined for x=y2. The domain of h therefore consists of all points in the x-y-plane except those which satisfy y=±√x (see below).
Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

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Level Curves or Contour Curves

The next topic that we should look at is that of level curves or contour curves.  

The level curves of the function z = f(x,y) are two-dimensional curves we get by setting z = k, where k is any number. So the equations of the level curves are f(x,y) = k.

  •  Note that sometimes the equation will be in form f (x,y,z) = 0 and in these cases, the equations of the level curves are f(x,y,k) = 0
  • You’ve probably seen level curves (or contour curves, whatever you want to call them) before.  
  • If you’ve ever seen the elevation map for a piece of land, this is nothing more than the contour curves for the function that gives the elevation of the land in that area.  
  • Of course, we probably don’t have the function that gives the elevation, but we can at least graph the contour curves.

Let’s do a quick example of this.

Example 4 -  Identify the level curves of Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET Sketch a few of them.

Ans.

  • First, for the sake of practice, let’s identify what this surface given by f (x,y) is. 
  • To do this let’s rewrite it as,Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET.
  • Now, square both sides and we get, z2 = x2 +yand this equation is from the section of the quadratic surface.  
  • So, we have a cone, or at least a portion of a cone.  Since we know that square roots will only return positive numbers, it looks like we’ve only got the upper half of a cone.
  • Note that this was not required for this problem.  It was done for the practice of identifying the surface and this may come in handy down the road.
  • Now on to the real problem.   The level curves (or contour curves) for this surface are given by the equation found by substituting z = k.  In the case of our example, this is,Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET x2 +y2 = k2
    where k is any number.  So, in this case, the level curves are circles of radius k with centre at the origin.
  • We can graph these in one of two ways.  We can either graph them on the surface itself or we can graph them in a two-dimensional axis system.  Here is each graph for some values of k.

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NETFunctions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NETFunctions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET
 

  • Note that we can think of contours in terms of the intersection of the surface that is given by z = f (x, y) and the plane z = k.  
  • The contour will represent the intersection of the surface and the plane.
  • For functions of the form f (x,y,z) we will occasionally look at level surfaces.  The equations of level surfaces are given by f (x,y,z) = k where k is any number.
  • The final topic in this section is that of traces.  In some ways, these are similar to contours.
  •  As noted above we can think of contours as the intersection of the surface given by z = f (x, y) and the plane z = k.  
  • Traces of surfaces are curves that represent the intersection of the surface and the plane given by x = a or y = b.

Let’s take a quick look at an example of traces.

Example 5  Sketch the traces of f (x,y) = 10 - 4x2 - y2 for the plane x = 1 and y = 2.

Ans.

We’ll start with x = 1. We can get an equation for the trace by plugging x = 1 into the equation.  Doing this gives,

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NETFunctions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

and this will be graphed in the plane given by x= 1.

Below are two graphs.  The graph on the left is a graph showing the intersection of the surface and the plane given by x = 1.  On the right is a graph of the surface and the trace that we are after in this part.

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

For y =2 we will do pretty much the same thing that we did with the first part.  Here is the equation of the trace,

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET and here are the sketches for this case.

Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences | Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

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FAQs on Functions of Several Variables - Differential Calculus, CSIR-NET Mathematical Sciences - Mathematics for IIT JAM, GATE, CSIR NET, UGC NET

1. What is a graph of a plane?
Ans. A graph of a plane is a two-dimensional representation of a plane in three-dimensional space. It is a collection of all points in the plane, where each point is represented by its coordinates (x, y).
2. What are the domains of functions of more than one variable?
Ans. The domain of a function of more than one variable is the set of all possible input values for which the function is defined. It represents the range of values over which the function can be evaluated.
3. What are level curves or contour curves?
Ans. Level curves or contour curves are curves on a graph that represent points where a function of two variables takes on a constant value. These curves help visualize the behavior of the function and can provide insights into its properties.
4. What is differential calculus for functions of several variables?
Ans. Differential calculus for functions of several variables deals with the study of rates of change and derivatives of functions that depend on multiple variables. It involves finding partial derivatives, gradients, and determining the direction of steepest ascent or descent.
5. What is CSIR-NET Mathematical Sciences exam?
Ans. The CSIR-NET Mathematical Sciences exam is a national-level examination conducted by the Council of Scientific and Industrial Research (CSIR) in India. It is held to determine the eligibility of candidates for Junior Research Fellowship (JRF) and lectureship in the field of Mathematical Sciences. The exam covers various topics in mathematics, including calculus, algebra, analysis, and differential equations.
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