ArticleslgStudy

mathematics

Local time (mathematics)

Local time (mathematics) 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 Local time (mathematics) rather than just read about it. In short: In the mathematical theory of stochastic processes, local time is a stochastic process associated with semimartingale processes such as Brownian motion, that characterizes the amount of time a particle has spent at a given level. Local time appears in various stochastic integration formulas, such as Tanaka's formula, if the integrand is not sufficiently smooth.

Local time (mathematics) — main illustration
Local time (mathematics) — illustration

Key takeaways

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

Reference excerpt

In the mathematical theory of stochastic processes, local time is a stochastic process associated with semimartingale processes such as Brownian motion, that characterizes the amount of time a particle has spent at a given level. Local time appears in various stochastic integration formulas, such as Tanaka's formula, if the integrand is not sufficiently smooth. It is also studied in statistical mechanics in the context of random fields.

Formal definition For a continuous real-valued semimartingale ( B s ) s ≥ 0 {\displaystyle (B_{s})_{s\geq 0}} , the local time of B {\displaystyle B} at the point x {\displaystyle x} is the stochastic process which is informally defined by

L x ( t ) = ∫ 0 t δ ( x − B s ) d [ B ] s , {\displaystyle L^{x}(t)=\int _{0}^{t}\delta (x-B_{s})\,d[B]_{s},}

where δ {\displaystyle \delta } is the Dirac delta function and [ B ] {\displaystyle [B]} is the quadratic variation. It was introduced by Paul Lévy. The basic idea is that L x ( t ) {\displaystyle L^{x}(t)} is an (appropriately rescaled and time-parametrized) measure of how much time B s {\displaystyle B_{s}} has spent at x {\displaystyle x} up to time t {\displaystyle t} . More rigorously, it may be written as the almost sure limit

L x ( t ) = lim ε ↓ 0 1 2 ε ∫ 0 t 1 { x − ε < B s < x + ε } d [ B ] s , {\displaystyle L^{x}(t)=\lim _{\varepsilon \downarrow 0}{\frac {1}{2\varepsilon }}\int _{0}^{t}1_{\{x-\varepsilon <B_{s}<x+\varepsilon \}}\,d[B]_{s},}

which may be shown to always exist. Note that in the special case of Brownian motion (or more generally a real-valued diffusion of the form d B = b ( t , B ) d t + d W {\displaystyle dB=b(t,B)\,dt+dW} where W {\displaystyle W} is a Brownian motion), the term d [ B ] s {\displaystyle d[B]_{s}} simply reduces to d s {\displaystyle ds} , which explains why it is called the local time of B {\displaystyle B} at x {\displaystyle x} . For a discrete state-space process ( X s ) s ≥ 0 {\displaystyle (X_{s})_{s\geq 0}} , the local time can be expressed more simply as

L x ( t ) = ∫ 0 t 1 { x } ( X s ) d s . {\displaystyle L^{x}(t)=\int _{0}^{t}1_{\{x\}}(X_{s})\,ds.}

Tanaka's formula Tanaka's formula also provides a definition of local time for an arbitrary continuous semimartingale ( X s ) s ≥ 0 {\displaystyle (X_{s})_{s\geq 0}} on R : {\displaystyle \mathbb {R} :}

… excerpt ends here. Continue reading the full article.

Illustrations

Local time (mathematics): A sample path of an Itō process together with its surface of local times.
A sample path of an Itō process together with its surface of local times.

Worked examples

Example 1 — a first encounter with Local time (mathematics)

Start with the simplest possible case. Write down what Local time (mathematics) 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 Local time (mathematics) 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 Local time (mathematics) 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 Local time (mathematics)

In research
Local time (mathematics) 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 Local time (mathematics) 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
Local time (mathematics) is common in secondary-school and first-year university syllabi. It links to neighbouring topics Statistical mechanics, Stochastic processes, so understanding it makes those chapters shorter.
In everyday life
Look for Local time (mathematics) 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.
Ask Teacher Smith questions about this articleOpens your AI tutor with a question about “Local time (mathematics)” →

Affiliate

Preply — study more efficiently by working with a personal tutor. 50% off.

How to study Local time (mathematics) in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Local time (mathematics) 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 Local time (mathematics) out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Local time (mathematics) in simple terms?

In the mathematical theory of stochastic processes, local time is a stochastic process associated with semimartingale processes such as Brownian motion, that characterizes the amount of time a particle has spent at a given level. Local time appears in various stochastic integration formulas, such a…

Why does Local time (mathematics) 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 Local time (mathematics)?

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 Local time (mathematics).

Tags

  • Statistical mechanics
  • Stochastic processes

Keep exploring