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Reflected Brownian Motion

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Brownian Motion and the Wiener ProcessProperties of Brownian Motion+2 more
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Core Idea

Reflected Brownian motion (RBM) is a process constrained to stay non-negative by an instantaneous reflection at the origin. It is constructed as |W(t)| (for a standard Brownian motion W) or equivalently as the solution to the Skorokhod reflection problem: X(t) = W(t) + L(t) ≥ 0, where L(t) is the local time at zero — a continuous, non-decreasing process that increases only when X(t) = 0. The local time measures the "time spent at the boundary" in a generalized sense and is central to the study of stochastic processes with reflecting barriers, queueing theory, and free-boundary problems.

Explainer

Reflected Brownian motion (RBM) is Brownian motion constrained to a domain — most commonly the half-line [0,∞) — by instantaneous elastic reflection at the boundary. The simplest construction takes a standard Brownian motion W(t) and defines X(t) = |W(t)|. By Lévy's theorem, this is equivalent to X(t) = W(t) + L_t^0(W), where L_t^0(W) is the local time of W at zero — a continuous, non-decreasing process that increases only on the (Lebesgue-null) set of times when W(t) = 0. The local time "pushes" the process away from zero just enough to maintain non-negativity.

The Skorokhod reflection problem provides the general framework. Given a continuous function w(t) with w(0) ≥ 0, find a pair (x, l) such that x(t) = w(t) + l(t) ≥ 0, where l is non-decreasing with l(0) = 0 and l increases only when x(t) = 0 (formally, ∫₀^∞ x(t) dl(t) = 0). The unique solution is x(t) = w(t) - min(0, inf_{s ≤ t} w(s)) and l(t) = -min(0, inf_{s ≤ t} w(s)) = max_{s ≤ t}(-w(s))⁺. When w is a Brownian path, x is reflected Brownian motion and l is the local time at zero. The Skorokhod map w ↦ x is continuous in the sup-norm topology, which makes it a powerful tool for proving weak convergence of reflected processes (if w_n → w, then the reflected processes converge too).

Local time is one of the most subtle objects in stochastic calculus. The local time L_t^a(W) at level a measures how much time Brownian motion spends near a up to time t — but "time spent at a point" has Lebesgue measure zero for a continuous process, so local time captures something finer. It is defined through the occupation times formula: ∫₀ᵗ g(W(s))ds = ∫_{-∞}^∞ g(a) L_ta da. The local time is the Radon-Nikodym derivative of the occupation measure (time spent in each region) with respect to Lebesgue measure. As a function of a, L_t^a(W) is a.s. continuous (jointly in t and a for Brownian motion). As a function of t, L_ta is non-decreasing and grows on the (topologically large but measure-zero) set of times when W visits a.

Tanaka's formula connects local time to stochastic calculus: |W(t)| = ∫₀ᵗ sgn(W(s)) dW(s) + L_t^0(W). This is the Itô formula applied to the non-smooth function f(x) = |x|. The local time term replaces the ½f''(x)dt correction that would appear for smooth f — since |x|'' = 2δ₀(x) in the distributional sense, the correction is ½ · 2 · "δ₀(W(t))dt" = dL_t0. Tanaka's formula generalizes to convex functions (the Itô-Tanaka formula) and to semimartingales, making local time a bridge between non-smooth analysis and stochastic calculus.

Reflected Brownian motion has deep applications in queueing theory and mathematical finance. In heavy-traffic queueing, the workload in a GI/GI/1 queue converges (after diffusion scaling) to RBM with drift — the non-negativity of the queue length forces the reflection, and the local time represents cumulative server idle time. Harrison's program extends this to queueing networks, where multidimensional RBM in the positive orthant models interacting queues with reflection directions determined by the routing structure. In finance, RBM appears in models with regulated prices (currency bands, interest rate floors) and in the study of barriers and knockouts in exotic option pricing, where the boundary behavior of diffusions at barriers determines payoff structures.

Practice Questions 5 questions

Prerequisite Chain

Understanding ZeroThe Number ZeroCounting to FiveCounting to 10Counting to 20Counting a Set of Objects Up to 20Cardinality: The Last Number CountedMatching Numerals to QuantitiesSubitizing Small QuantitiesAddition Within 10Number Bonds to 10Addition Within 20Doubles and Near DoublesDoubles Facts Within 10Near Doubles Facts Within 20Mental Math Strategies for AdditionMental Math: Adding and Subtracting TensAddition Within 100Repeated Addition as MultiplicationMultiplication as Equal GroupsMultiplication: ArraysBasic Multiplication Facts (0s, 1s, 2s, 5s, 10s)Multiplication Facts Within 100Division as Equal SharingDivision as Grouping (Measurement Division)Division: Grouping (Repeated Subtraction) ModelDivision: Fair Sharing ModelDivision as Equal SharingDivision as GroupingBasic Division FactsDivision Facts Within 100Multiplication and Division Fact FamiliesRelationship Between Multiplication and DivisionDivision Facts as Inverse of MultiplicationRemainders and Quotients in DivisionDivision Word ProblemsMulti-Step Word ProblemsSolving Multi-Step Word ProblemsMultiplication Word ProblemsDivision Word ProblemsIntroduction to Long DivisionFactors and MultiplesPrime and Composite NumbersEquivalent FractionsRelating Fractions and DecimalsDecimal Place ValueIntegers and the Number LineComparing and Ordering IntegersAbsolute ValueAdding IntegersSubtracting IntegersMultiplying IntegersDividing IntegersUnit RatesProportionsPercent ConceptConverting Between Fractions, Decimals, and PercentsOperations with Rational NumbersTwo-Step EquationsSolving Multi-Step EquationsEquations with Variables on Both SidesAngle Pairs: Complementary, Supplementary, and VerticalParallel Lines and TransversalsCorresponding AnglesAlternate Interior AnglesTriangle Angle Sum TheoremExterior Angle TheoremTriangle Inequality TheoremSimilar Triangles: AA SimilaritySimilar Triangles: SSS and SAS SimilarityProportions in Similar TrianglesRight Triangle Trigonometry IntroductionSine, Cosine, and 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