math

second derivative

second derivative — from formula anatomy
10 related articles · 5 formulas

Description

The second derivative measures how the rate of change of a quantity is itself changing. If the first derivative of a function tells you its slope or velocity, the second derivative tells you the slope's slope — the acceleration of the quantity. In physics, it appears everywhere: Newton's second law relates force to the second derivative of position (acceleration), and the wave equation ties spatial and temporal second derivatives together.

History

The concept emerged with the development of calculus in the late 17th century, primarily through the work of Isaac Newton and Gottfried Wilhelm Leibniz, who formalized derivatives of any order.

How it works

For a function f(x), the first derivative f'(x) gives the instantaneous rate of change. The second derivative f''(x) is the derivative of f'(x), computed by applying the same limiting process again. Geometrically, it indicates concavity: positive means the function curves upward, negative downward, zero marks an inflection point. In motion, if x(t) is position, then x''(t) is acceleration — how quickly velocity changes.

In practice

Used in engineering for vibration analysis (second derivative of displacement gives acceleration), in economics for marginal returns, and in physics for deriving equations of motion and wave propagation.

Fun fact

The second derivative of a straight line is always zero, which is why constant-velocity motion feels smooth — no acceleration.

Concept graph →

Formulas

$$f''(x) \approx \frac{f(x+h) + f(x-h) - 2f(x)}{h^2}$$
Approximates the second derivative using central differences.
What is in the formula
f''(x)variableSecond derivative of function f at x — second derivative per metre squared
f(x+h)variableFunction value at x+h — function value
f(x-h)variableFunction value at x-h — function value
f(x)variableFunction value at x — function value
hvariableStep size — spacing metre
\approxoperatorApproximately equal to — approximation
$$\frac{d^2\psi}{dx^2} + \left(k^2 - V(x)\right) \psi = 0$$
Wave equation with potential barrier in quantum mechanics.
What is in the formula
\psivariablewave function — wave function
xvariableposition coordinate — position metre
kvariablewave number — wave number per metre
V(x)variablepotential function — potential energy joule
\frac{d^2}{dx^2}operatorsecond derivative with respect to position — second derivative
$$-\frac{d^2 \psi}{dx^2} + V(x) \psi = E \psi$$
A wave function's evolution in a potential is governed by the Schrödinger equation.
What is in the formula
ψvariablewave function — wave function
xvariableposition coordinate — position metre
V(x)variablepotential energy function — potential energy joule
Evariableenergy eigenvalue — energy joule
d²/dx²operatorsecond derivative with respect to position — second derivative
$$V = \frac{1}{\sqrt{f}} \frac{d^2 \sqrt{f}}{dx^2}$$
An effective potential is defined from a function's second derivative.
What is in the formula
Vvariableeffective potential — potential energy joule
fvariablefunction whose curvature defines the potential
xvariableindependent variable — position metre
d²/dx²operatorsecond derivative with respect to x — second derivative
$$ rac{z''}{z} rac{ u^2 - 1/4}{ au^2}$$
Approximates background evolution using Hankel index in cosmology.
What is in the formula
zvariablescale factor or redshift depending on context — scale factor
νvariableHankel index — hankel index
τvariableconformal time — conformal time second
''operatorsecond derivative with respect to the independent variable (here, conformal time) — second derivative

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