Math 2.0

Numerical analysis Definition

Total variation diminishing scheme

Builds on Total variationConservation lawUpwind schemeLax–Wendroff method

Definition

Consider a scalar conservation law ut+f(u)x=0u_t + f(u)_x = 0 in one space dimension, and a numerical scheme that maps a grid function un=(ujn)j∈ℤu^n = (u_j^n)_{j \in \Z} to un+1=(ujn+1)j∈ℤu^{n+1} = (u_j^{n+1})_{j \in \Z}. The discrete total variation of a grid function vv is TV(v)=∑j∈ℤ∣vj+1−vj∣.TV(v) = \sum_{j \in \Z} \abs{v_{j+1} - v_j}. The scheme is total variation diminishing (TVD) if TV(un+1)≤TV(un)TV(u^{n+1}) \le TV(u^n) for every grid function unu^n with TV(un)<∞TV(u^n) < \infty.

Remarks

Example: for ut+aux=0u_t + a u_x = 0 with a>0a > 0, the upwind scheme with 0≤ν≤10 \le \nu \le 1 gives uj+1n+1−ujn+1=(1−ν)(uj+1n−ujn)+ν(ujn−uj−1n)u_{j+1}^{n+1} - u_j^{n+1} = (1 - \nu)(u_{j+1}^n - u_j^n) + \nu (u_j^n - u_{j-1}^n). By the triangle inequality and a shift of the index, TV(un+1)≤(1−ν)TV(un)+ν TV(un)=TV(un)TV(u^{n+1}) \le (1 - \nu) TV(u^n) + \nu\, TV(u^n) = TV(u^n). Non-example: the Lax–Wendroff method with ν=1/2\nu = 1/2, applied to the step ujn=1u_j^n = 1 for j≤0j \le 0 and ujn=0u_j^n = 0 for j≥1j \ge 1, gives u0n+1=1.125u_0^{n+1} = 1.125, u1n+1=0.375u_1^{n+1} = 0.375 and ujn+1=ujnu_j^{n+1} = u_j^n for the other jj. So TV(un+1)=0.125+0.75+0.375=1.25>1=TV(un)TV(u^{n+1}) = 0.125 + 0.75 + 0.375 = 1.25 > 1 = TV(u^n). Harten's criterion: a scheme that can be written as ujn+1=ujn+Cj+1/2(uj+1n−ujn)−Dj−1/2(ujn−uj−1n)u_j^{n+1} = u_j^n + C_{j+1/2} (u_{j+1}^n - u_j^n) - D_{j-1/2} (u_j^n - u_{j-1}^n) with Cj+1/2≥0C_{j+1/2} \ge 0, Dj+1/2≥0D_{j+1/2} \ge 0 and Cj+1/2+Dj+1/2≤1C_{j+1/2} + D_{j+1/2} \le 1 for all jj is TVD. Every monotone conservative scheme is TVD, and every TVD scheme is monotonicity preserving.

Reading path

To understand this page from the ground up, read these 5 pages in order. The foundations come first.

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  1. Conservation law concept
  2. Lax–Wendroff method concept
  3. Total variation concept
  4. Upwind scheme concept
  5. Total variation diminishing scheme definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Total_variation_diminishing
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MSC65M08, 65M12, 35L65
DefinesTotal variation diminishing scheme
UsesTotal variation, Conservation law, Upwind scheme, Lax–Wendroff method

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