Tell me and I’ll forget; show me and I may remember; involve me and I’ll understand, Chinese Proverb.
Functions of two variables are natural generalizations or extensions of functions of one variable. They extend single-variable calculus into multi-dimensional space. They are mathematical functions $f: D \subseteq \mathbb{R}^2 \to \mathbb{R}$, meaning they map an ordered pair of real numbers $(x, y)$ in a domain $D$ to a unique real output $z = f(x, y)$.
They are fundamental in multivariable calculus and have numerous applications in science, engineering, and economics. Here, $x$ and $y$ are the independent variables, while $z$ is the dependent variable.
Definition. A function of two variables assigns a unique real number to each ordered pair in its domain. It allows us to model physical and mathematical quantities that depend on more than a single factor.
Sketching 3D quadric surfaces relies heavily on finding their traces—the 2D cross-sections created when the surface intersects the coordinate planes ($x=0$, $y=0$, $z=0$).
The general ellipsoid is a closed quadratic surface defined by $\frac{x^2}{a^2}+\frac{y^2}{b^2}+\frac{z^2}{c^2} = 1$, where $a$, $b$, and $c$ are the lengths of the semi-axes. The points (a, 0, 0), (0, b, 0), and (0, 0, c) lie on the surface.
For the equation $x^2+4y^2+z^2 = 4$, we divide the entire equation by 4 to find the standard form: $\frac{x^2}{4}+ \frac{y^2}{1}+ \frac{z^2}{4} = 1$. This is an ellipsoid with its center at the origin (0, 0, 0) where a = 2, b = 1, and c = 2 are the length of the semi-axes (Figure iv).
Traces:

Paraboloids open along the axis of the linear variable (the variable not being squared).
Case A: Opening along the $x$-axis ($x = y^2 + z^2$).
To any fixed x-value, $y^2 + z^2$ represent a circle in the yz-plane with radius $\sqrt{x}$. As x increases, the radius of the circle increases. It is a paraboloid. It opens along the x-axis because x is expressed as a sum of the squares of y and z (x must be positive) e.g., $x =0, y^2 + z^2 = 0$ is just a point, the origin (0, 0, 0). $x = 1, y^2 + z^2 = 1$ is a circle in the yz-plane with radius 1. $x = 2, y^2 + z^2 = 2$ is a circle in the yz-plane with radius $\sqrt{2}$ (Figure v).
| Plane | Trace Equation | Trace Shape | Details |
|---|---|---|---|
| $yz$-plane ($x=0$) | $y^2 + z^2 = 0$ | Point | The origin. Parallel planes $x=k$ form circles of radius $\sqrt{k}$. |
| $xy$-plane ($z=0$) | $x = y^2$ | Parabola | Opens along the positive $x$-axis. |
| $xz$-plane ($y=0$) | $x = z^2$ | Parabola | Opens along the positive $x$-axis. |
Case B: Opening along the $z$-axis ($z = 3 - x^2 - y^2$)
Because $z$ is a decreasing function of the squares of $x$ and $y$, the paraboloid opens downwards. Its vertex is shifted up to $(0, 0, 3)$. For any fixed z-value, the equation $x^2 + y^2 = 3 - z$ represents a circle in the xy-plane with radius $\sqrt{3-z}$. For z = 3, $x^2 + y^2 = 0$. This is just a point at (0, 0, 3). For z = 2, $x^2 + y^2 = 1$. This is a circle in the xy-plane with radius 1. For z = 0, $x^2 + y^2 = 3$. This is a circle in the xy-plane with radius $\sqrt{3}$ (Figure vi).
| Plane | Trace Equation | Trace Shape | Details |
|---|---|---|---|
| $xy$-plane ($z=0$) | $x^2 + y^2 = 3$ | Circle | Radius $\sqrt{3}$. Higher planes (e.g., $z=2$) yield smaller circles (radius 1). |
| $yz$-plane ($x=0$) | $z = 3 - y^2$ | Parabola | Opens downward from vertex $(0, 0, 3)$. |
| $xz$-plane ($y=0$) | $z = 3 - x^2$ | Parabola | Opens downward from vertex $(0, 0, 3)$. |

A hyperbolic paraboloid is a type of quadratic surface in three-dimensional space. It is often referred to as a “saddle surface” because of its distinctive shape, which curves upwards in one direction and downwards in the perpendicular direction. The general equation for a hyperbolic paraboloid is $z = \frac{y^2}{b^2}-\frac{x^2}{a^2}$
Analyzing Traces:
The surface is symmetric with respect to both the xz-plane and the yz-plane. At the origin (0, 0, 0), the function equals zero. Along the y-axis (x = 0), $z = y^2$ describes an upward-opening parabola. For both positive or negative values of y, the z-values increase as $y^2$, forming a parabolic shape opening upwards. For fixed x-values, such as $x_1, x_2, \cdots $ the equation $z=y^2-x_i^2$ represents a series of upward-opening parabolas shifted downward by the constant $x_i^2$. These parabolas have their vertices at $z = -x_i^2$ on the z-axis.
Along the x-axis (y = 0), $z = -x^2$ describes a downward-opening parabola. For both positive and negative values of x, the z-values decrease as $-x^2$, forming a parabolic shape opening downward. For fixed y-values, such as $y = y_1, y_2, \cdots$ the equation $z = y_i^2-x^2$ represents a series of downward-opening parabolas shifted upward by the constant $y_i^2$. These parabolas have their vertices at $z =y_i^2$ on the z-axis. This combination of upward and downward curvatures gives the surface its characteristic saddle shape.

A double cone consists of two cones placed apex to apex (the vertex at the top or bottom). The double cone is given by the algebraic equation $\frac{z^2}{c^2}= \frac{x^2+y^2}{a^2}$.
For the specific equation $x^2 + y^2 = z^2$, the surface is a double cone centered at the origin. It is symmetric with respect to the x-, y-, and z-axes (Figure A).

In the xz- and yz-planes, the surface forms intersecting lines that pass through the origin and create a cone shape. Combining these traces, we see that the surface forms two identical cones, one opening upwards and the other downwards, meeting at the origin.
The equation $x^2 + y^2 = z^2 - 1$ is a specific case of the general two-sheeted circular hyperboloid $\frac{x^2}{a^2}+\frac{y^2}{b^2}-\frac{z^2}{c^2} = -1$. Rearranging our equation gives $z^2 - x^2 - y^2 = 1$, where $a = b = c = 1$ (Figure C).

The surface consists of two separate parts, one for $z \ge 1$ and one for $z \le -1$, which are symmetrical about the xy-plane.
🧠 This surface forms two separate, symmetrical sheets opening along the z-axis, creating the shape known as a two-sheeted hyperboloid. Each is shaped like a “flared bowl” opening along the z‑axis.