The total derivative of a function of several variables means the total change in the dependent variable due to the changes in all the independent variables. Suppose z = f(x, y) be a function of two variables, where z is the dependent variable and x and y are the independent variables. The total derivative of f with respect to x and y will be the total change in z due to a change in both x and y. However, the change in z is only a linear approximation of the actual change in z.
We shall understand the total derivative of a function by its geometrical interpretation. Also, understand the differentiability of a function by its total derivative.
Geometrical Interpretation of Total Derivatives
Consider a single variable function y = f(x); the total derivative of the function is given by
dy = f’(x) Δx
this quantity determines the approximate change in f(x) due to the change in x from x to x + Δx, as shown in the figure below
In the figure, Δy = CB = (y + Δy) – y = f(x + Δx) – f(x) as Δy → 0 ⇒ Δy = dy
And dy = AP × CA = f’(x) Δx
where Δx is very small change in x.
In the case of a function of two variables, z = f(x, y), let A(x, y, z) be any point on the surface of f as shown in the figure below. If Δx and Δy are small changes in x and y respectively. The change produced in z is given by Δz = CB = f(x + Δx, y + Δy) – f(x, y).
An approximation to Δz, that is, dz is given by
where Δx and Δy are small changes in x and y. T is a point in the tangent plane at A, as shown in figure 2.
As Δx → 0 and Δy → 0, Δx ≈ dx and Δy ≈ dy
Thus, total derivative of function z = f(x, y) is given as
Similarly, the total derivative of function of three or more variables (x1, x2, …, xn) is given by
where each term
is the partial derivative of f with respect to xi for i = 1, 2, 3, …, n.
Definition of Total derivative of a Function
The total derivative of a function f(x, y, z) is given by
\(\begin{array}{l}df=\left ( \frac{\partial f}{\partial x} \right )dx + \left ( \frac{\partial f}{\partial y} \right )dy + \left ( \frac{\partial f}{\partial z} \right )dz\end{array} \)
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where x, y and z may or may not be independent of each other.
Chain Rule for Total Derivatives
Let u = f(x, y, …) be a continuous function of several variables x, y, … with continuous partial derivatives ux, uy, … If each variable is a function t, that is, x = x(t), y = y(t), and so on.
Then the total derivative of u with respect to t is given by
\(\begin{array}{l}\frac{du}{dt}= \frac{\partial u}{\partial x}\frac{dx}{dt}+\frac{\partial u}{\partial y}\frac{dy}{dt}+…\end{array} \)
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This is known as Chain Rule for total derivatives.
If u = f(x, y, z) be such that y and z are function of x. Then f is a function of one independent variable. Then the total derivative of f is given by
Or,
Related Articles
- Partial Derivatives
- Chain Rule of Differentiation
- Limits
- Continuity
- Independent and Dependent Variables
Solved Examples on Total Derivatives
Example 1:
Find the total differential coefficient of the function x2y with respect to x where x2.+ xy + y2 = 1.
Solution:
Let w = x2y, we have to find the total differential coefficient of w with respect to x, that is, dw/dx
We have the total derivative of w as
dw = wx dx + wy dy where wx and wy are partial derivatives of w with respect to x and y respectively.
Then the total differential coefficient of w is
We have to find the value of dy/dx.
Let f = x2.+ xy + y2 = 1
Differentiating both sides with respect to x, we get
Therefore,
Example 2:
The altitude of a right circular cone is 15 cm and is increasing at the rate 0.2 cm/sec. The radius of the base is 10 cm and is decreasing at the rate 0.3 cm/sec. How fast the volume of the cone is changing.
Solution:
Let x be the base radius and y be the altitude of the cone.
Then volume of the cone V = ⅓ 𝜋 x2y
Then rate of change in volume is given by
Now, given x = 10 cm, y = 15 cm, dx/dt = – 0.3 cm/sec and dy/dt = 0.2 cm/sec
Thus, dV/dt = – 70𝜋/3 cm3/sec
That is, volume decreasing at the rate of 70𝜋/3 cm3/sec.
Frequently Asked Questions on Total Derivatives
What is the total derivative of a function?
The total derivative of multivariate function is change in the dependent variable due to a change in independent variables.
How to find the total derivative of a function?
The total derivative of a function f(x, y, z) is given by df = fx dx + fy dy + fz dz, where fx, fy, and fz are partial derivative of f with respect to x, y and z respectively.
What is meant by the total derivative of z if z = f(x, y)?
The total derivative of z is given by dz = fx dx + fy dy, where fx and fy are partial derivatives of f with respect to x and y respectively.
What is the difference between partial derivatives and total derivatives?
Partial derivatives are the measure of change in a function with respect to change in a single variable, while taking all other variables as constant. However, total derivative is the measure of change in the function with respect to the change in all variables.
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