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Separation of variables

Separation of variables is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Separation of variables rather than just read about it. In short: In mathematics, separation of variables (also known as the Fourier method) is any of several methods for solving ordinary and partial differential equations, in which algebra allows one to rewrite an equation so that each of two variables occurs on a different side of the equation. Ordinary differential equations (ODE) A differential equation for the unknown f ( x ) {\displaystyle f(x)} is separable if it can be wri…

Key takeaways

  • Separation of variables belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Separation of variables to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Separation of variables from memory before moving on to harder problems.

Reference excerpt

In mathematics, separation of variables (also known as the Fourier method) is any of several methods for solving ordinary and partial differential equations, in which algebra allows one to rewrite an equation so that each of two variables occurs on a different side of the equation.

Ordinary differential equations (ODE) A differential equation for the unknown f ( x ) {\displaystyle f(x)} is separable if it can be written in the form

d d x f ( x ) = g ( x ) h ( f ( x ) ) {\displaystyle {\frac {d}{dx}}f(x)=g(x)h(f(x))}

where g {\displaystyle g} and h {\displaystyle h} are given functions. This is perhaps more transparent when written using y = f ( x ) {\displaystyle y=f(x)} as:

d y d x = g ( x ) h ( y ) . {\displaystyle {\frac {dy}{dx}}=g(x)h(y).}

So now as long as h(y) ≠ 0, we can rearrange terms to obtain:

d y h ( y ) = g ( x ) d x , {\displaystyle {dy \over h(y)}=g(x)\,dx,}

where the two variables x and y have been separated. Note dx (and dy) can be viewed, at a simple level, as just a convenient notation, which provides a handy mnemonic aid for assisting with manipulations. A formal definition of dx as a differential (infinitesimal) is somewhat advanced.

Alternative notation Those who dislike differentials as separate entities may prefer to write this as

1 h ( y ) d y d x = g ( x ) , {\displaystyle {\frac {1}{h(y)}}{\frac {dy}{dx}}=g(x),}

but that fails to make it quite as obvious why this is called "separation of variables". Integrating both sides of the equation with respect to x {\displaystyle x} , we have

or equivalently,

∫ 1 h ( y ) d y = ∫ g ( x ) d x {\displaystyle \int {\frac {1}{h(y)}}\,dy=\int g(x)\,dx}

because of the substitution rule for integrals. If one can evaluate the two integrals, one can find a solution to the differential equation. Observe that this process effectively allows us to treat the derivative d y d x {\displaystyle {\frac {dy}{dx}}} as a fraction which can be separated. This allows us to solve separable differential equations more conveniently, as demonstrated in the example below. (Note that we do not need to use two constants of integration, in equation (A1) as in

∫ 1 h ( y ) d y + C 1 = ∫ g ( x ) d x + C 2 , {\displaystyle \int {\frac {1}{h(y)}}\,dy+C_{1}=\int g(x)\,dx+C_{2},}

because a single constant C = C 2 − C 1 {\displaystyle C=C_{2}-C_{1}} is equivalent.)

Example Population growth is often modeled by the "logistic" differential equation

d P d t = k P ( 1 − P K ) {\displaystyle {\frac {dP}{dt}}=kP\left(1-{\frac {P}{K}}\right)}

where P {\displaystyle P} is the population with respect to time t {\displaystyle t} , k {\displaystyle k} is the rate of growth, and K {\displaystyle K} is the carrying capacity of the environment. Separation of variables now leads to

… excerpt ends here. Continue reading the full article.

Worked examples

Example 1 — a first encounter with Separation of variables

Start with the simplest possible case. Write down what Separation of variables claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Separation of variables before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Separation of variables ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Separation of variables

In research
Separation of variables appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Separation of variables in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Separation of variables is common in secondary-school and first-year university syllabi. It links to neighbouring topics Ordinary differential equations, Partial differential equations, so understanding it makes those chapters shorter.
In everyday life
Look for Separation of variables outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Separation of variables in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Separation of variables means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Separation of variables out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Separation of variables in simple terms?

In mathematics, separation of variables (also known as the Fourier method) is any of several methods for solving ordinary and partial differential equations, in which algebra allows one to rewrite an equation so that each of two variables occurs on a different side of the equation. Ordinary differe…

Why does Separation of variables matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Separation of variables?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Separation of variables.

Tags

  • Ordinary differential equations
  • Partial differential equations

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