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The Continuum

Differential Equations
— and why it matters.

Every physical law, every epidemic curve, every circuit — all differential equations.

Mathematics Branch4 real-world applications · 5 connected topics
§01 · WHAT IT IS

A precise definition

A differential equation relates a function to its derivatives — it describes how a quantity changes in terms of its current value and the values of related quantities. Ordinary differential equations (ODEs) involve one independent variable; partial differential equations (PDEs) involve multiple. Newton's laws, Maxwell's equations, Schrödinger's equation, Fourier's heat equation, the Black-Scholes model — all differential equations.

§02 · WHY IT EXISTS

The problem it was invented to solve

Newton needed differential equations to model planetary orbits: the gravitational force at each instant depends on position, and the change in position depends on velocity, which depends on force. This circular dependency — the hallmark of a differential equation — required a new mathematical framework. Leibniz, Euler, Bernoulli, Laplace, and Fourier developed the theory over the following 150 years, producing tools that became the language of all quantitative science.

§03 · REAL APPLICATIONS

Where you find it in the world — including South Africa

These are not contrived textbook examples. Each application below is currently in use, driven by real institutions, and producing real outcomes.

Application 01

SA epidemic modelling: UKZN and CSIR COVID-19 work

The SIR and SEIR models used to forecast COVID-19 in South Africa are systems of ODEs. UKZN's public health team and the CSIR's COVID-19 modelling group solved these equations numerically to forecast hospital demand, inform lockdown decisions, and allocate vaccines. These equations saved lives.

Application 02

SA weather prediction: SAWS atmospheric models

The South African Weather Service (SAWS) runs atmospheric simulation models based on the primitive equations — a system of PDEs describing fluid dynamics in the atmosphere. Every 24-hour forecast for Johannesburg, Cape Town, or Durban is the numerical solution of a PDE system.

Application 03

Electrical engineering: Eskom circuit analysis

Kirchhoff's voltage and current laws lead to systems of ODEs when applied to circuits with capacitors and inductors. Every AC system in South Africa — from household wiring to Eskom's transmission infrastructure — is analysed using these equations.

Application 04

Financial derivatives: Black-Scholes PDE

The Black-Scholes model for option pricing is a PDE of heat-diffusion type. Every option traded on the JSE is priced by (numerically) solving this equation. South Africa's quantitative finance industry — at Rand Merchant Bank, Investec, and others — depends on this.

§04 · THE PRACTICAL REALITY

You've already encountered this

A pendulum, a predator-prey ecosystem, a national economy responding to monetary policy — all governed by differential equations. The equations don't always have neat analytical solutions; numerical methods (Euler's method, Runge-Kutta) find approximate solutions computationally. This is why computational mathematics exists.

§05 · CONNECTIONS

Where it connects in the map of mathematics

§06 · EXPLORE FURTHER

Related topics and institutions

Differential equations begin where Grade 12 calculus ends.

The Continuum builds the calculus foundation at school level that makes first-year differential equations a natural next step — not a sudden cliff.

No card required. South African curriculum. Grade 8–12.