Mesh construction
domain <- cbind(rnorm(4, sd = 3), rnorm(4))
(mesh2 <- fm_mesh_2d(
boundary = fm_extensions(domain, c(2.5, 5)),
max.edge = c(0.5, 2)
))
#> fm_mesh_2d object:
#> Manifold: R2
#> V / E / T: 880 / 2598 / 1719
#> Euler char.: 1
#> Constraints: 39 boundary edges (1 group: 1), 111 interior edges (1 group: 1)
#> Bounding box: (-11.963110, 8.246925) x (-5.522181, 5.499657)
#> Basis d.o.f.: 880
![](data:image/png;base64,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)
(mesh1 <- fm_mesh_1d(
c(0, 2, 4, 7, 10),
boundary = "free", # c("neumann", "dirichlet"),
degree = 2
))
#> fm_mesh_1d object:
#> Manifold: R1
#> #{knots}: 5
#> Interval: ( 0, 10)
#> Boundary: (free, free)
#> B-spline degree: 2
#> Basis d.o.f.: 6
Point lookup and evaluation
pts <- cbind(rnorm(400, sd = 3), rnorm(400))
# Find what triangle each point is in, and it's triangular Barycentric coordinates
bary <- fm_bary(mesh2, loc = pts)
# How many points are outside the mesh?
sum(is.na(bary$t))
#> [1] 2
head(bary$bary)
#> [,1] [,2] [,3]
#> [1,] 0.04720217 0.5813611 0.3714367
#> [2,] 0.13930150 0.7219260 0.1387725
#> [3,] 0.43189448 0.1384910 0.4296145
#> [4,] 0.20127814 0.3716721 0.4270498
#> [5,] 0.21259133 0.3686084 0.4188003
#> [6,] 0.44390951 0.1739205 0.3821700
# Construct an evaluator object
evaluator <- fm_evaluator(mesh2, loc = pts)
sum(!evaluator$proj$ok)
#> [1] 2
# Values for the basis function weights; for ordinary 2d meshes this coincides
# with the resulting values at the vertices, but this is not true for e.g.
# 2nd order B-splines on 1d meshes.
field <- mesh2$loc[, 1]
value <- fm_evaluate(evaluator, field = field)
sum(abs(pts[, 1] - value), na.rm = TRUE)
#> [1] 5.438358e-14
pts1 <- seq(-2, 12, length.out = 1000)
# Find what segment, and its interval Barycentric coordinates
bary1 <- fm_bary(mesh1, loc = pts1)
# Points outside the interval are treated differently depending on the
# boundary conditions:
sum(is.na(bary1$t))
#> [1] 0
head(bary1$bary)
#> [,1] [,2]
#> [1,] 2.000000 -1.000000
#> [2,] 1.992993 -0.992993
#> [3,] 1.985986 -0.985986
#> [4,] 1.978979 -0.978979
#> [5,] 1.971972 -0.971972
#> [6,] 1.964965 -0.964965
# Construct an evaluator object.
evaluator1 <- fm_evaluator(mesh1, loc = pts1)
# mesh_1d basis functions are defined everywhere
sum(!evaluator1$proj$ok)
#> [1] 0
# Values for the basis function weights; for ordinary 2d meshes this coincides
# with the resulting values at the vertices, but this is not true for e.g.
# 2nd order B-splines on 1d meshes.
field1 <- rnorm(fm_dof(mesh1))
value1 <- fm_evaluate(evaluator1, field = field1)
plot(pts1, value1, type = "l")
![](data:image/png;base64,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)
Stochastic process simulation
samp <- fm_matern_sample(mesh2, alpha = 2, rho = 4, sigma = 1)[, 1]
evaluator <- fm_evaluator(mesh2, lattice = fm_evaluator_lattice(mesh2, dims = c(150, 50)))
image(evaluator$x, evaluator$y, fm_evaluate(evaluator, field = samp), asp = 1)
![](data:image/png;base64,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)