Viscosity Solutions

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pde viscosity-solution nonlinear hamilton-jacobi comparison-principle

Core Idea

Viscosity solutions are a notion of weak solution for fully nonlinear PDEs F(x, u, Du, D²u) = 0 that do not have a variational or divergence structure. Unlike weak solutions defined by integration against test functions, viscosity solutions are defined using a comparison principle with smooth test functions that touch the solution from above or below. A function u is a viscosity subsolution if, whenever a smooth function φ touches u from above at a point x₀, then F(x₀, u(x₀), Dφ(x₀), D²φ(x₀)) ≤ 0. This definition requires only continuity of u and yields a powerful uniqueness and stability theory.

Explainer

Viscosity solutions, introduced by Crandall and Lions in the early 1980s, revolutionized the theory of fully nonlinear PDEs. The classical weak solution theory based on Sobolev spaces and integration by parts requires the PDE to have a divergence structure—the operator must be expressible as div(something). But many important equations, including Hamilton-Jacobi equations |∇u| = f, the Monge-Ampere equation det(D²u) = f, and Bellman equations from optimal control, are fully nonlinear and lack this structure. Viscosity solutions provide a weak solution concept for these equations.

The definition is motivated by the maximum principle. If u is a smooth solution of F(x, u, Du, D²u) = 0 and φ is a smooth function with φ ≥ u near x₀ and φ(x₀) = u(x₀), then u - φ has a maximum at x₀, so Du = Dφ and D²u ≤ D²φ at x₀. If F is degenerate elliptic (non-decreasing in D²u), then F(x₀, u, Dφ, D²φ) ≤ F(x₀, u, Du, D²u) = 0. For a non-smooth u, we DEFINE u to be a viscosity subsolution if this inequality holds for every smooth function φ touching u from above. A viscosity supersolution reverses the inequality and the direction of touching. A viscosity solution is both a sub- and supersolution.

The power of viscosity solutions lies in three properties: stability (limits of viscosity solutions are viscosity solutions), comparison (subsolutions lie below supersolutions), and existence (Perron's method constructs solutions from barriers). Stability under uniform limits is immediate from the definition and is crucial for numerical analysis—it means that convergent numerical schemes automatically produce viscosity solutions. The comparison principle requires more work (the doubling-of-variables technique of Crandall-Ishii-Lions) but provides the uniqueness and continuous dependence that make the theory complete.

Viscosity solutions have become the standard framework for Hamilton-Jacobi equations in optimal control and differential games, for level-set methods in computational geometry (tracking moving interfaces), and for stochastic control problems (Hamilton-Jacobi-Bellman equations). They are also central to the modern theory of fully nonlinear elliptic equations, where Evans-Krylov theory provides C^{2,α} regularity for convex equations, and Caffarelli's theory establishes regularity for more general operators. The viscosity framework has been extended to equations on manifolds, to degenerate equations, and to stochastic PDEs, making it one of the most influential developments in PDE theory in the past fifty years.

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Counting to 10Counting to 20Understanding ZeroThe Number ZeroCounting to FiveOne-to-One CorrespondenceCombining Small Groups Within 5Addition Within 10Addition Within 20Two-Digit Addition Without RegroupingTwo-Digit Addition with RegroupingAddition Within 100Repeated Addition as MultiplicationMultiplication 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 100Two-Digit by One-Digit DivisionDivision with RemaindersRemainders and Quotients in DivisionDivision Word ProblemsIntroduction to Long DivisionFactors and MultiplesPrime and Composite NumbersEquivalent FractionsRelating Fractions and DecimalsDecimal Place ValueReading and Writing DecimalsComparing and Ordering DecimalsAdding and Subtracting DecimalsMultiplying DecimalsDividing DecimalsDividing FractionsMixed Number ArithmeticOrder of OperationsInteger Order of OperationsVariable ExpressionsCombining Like TermsOne-Step EquationsTwo-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 IntroductionTrigonometric Ratios ReviewRadian MeasureConverting Between Degrees and RadiansThe Unit CircleGraphing Sine and CosineGraphing Tangent and Reciprocal Trigonometric FunctionsDerivatives of Trigonometric FunctionsAntiderivativesIterated Integrals and Fubini's TheoremDouble Integrals in Cartesian CoordinatesDouble Integrals over Rectangular RegionsDouble Integrals in Polar CoordinatesDouble Integrals: Definition and SetupIterated Integrals and Fubini's TheoremDouble Integrals over Rectangular RegionsDouble Integrals over General RegionsApplications of Double Integrals: Area, Mass, and MomentsTriple Integrals in Cartesian CoordinatesTriple Integrals in Cylindrical and Spherical CoordinatesChange of Variables and the Jacobian DeterminantApplications of Triple Integrals: Volume and MassVector Fields and Their RepresentationsLine Integrals of Vector FieldsGreen's TheoremSurface Integrals and Flux of Vector FieldsSurface Integrals and Flux of Vector FieldsDivergence Theorem: Flux and OutflowDivergence TheoremGreen's Functions for PDEsFundamental SolutionsDistribution Theory and Generalized FunctionsSobolev Spaces for PDEsWeak Solutions (Rigorous Theory)Viscosity Solutions

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