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https://github.com/JuliaFEM/JuliaFEM.jl.git
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feat(elements): add field interpolation at quadrature points
New 527-line field interpolation system: - interpolate_fields(): interpolate all fields and gradients at reference point - interpolate_field(): interpolate single field - interpolate_field_value(): interpolate field value only - Supports scalar and vector fields with gradients - Zero-allocation @generated function for type stability - Returns NamedTuple with field values and gradients - Already integrated in JuliaFEM.jl (line 354) Provides comprehensive field interpolation for material evaluation at integration points.
This commit is contained in:
@@ -0,0 +1,527 @@
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# This file is a part of JuliaFEM.
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# License is MIT: see https://github.com/JuliaFEM/JuliaFEM.jl/blob/master/LICENSE.md
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"""
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Field interpolation at quadrature points.
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Given element DOFs and a point in reference coordinates, interpolate field values
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and gradients. Returns a NamedTuple with interpolated quantities.
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See `src/elements/README.md` for usage examples.
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"""
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using Tensors
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"""
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interpolate_fields(elem::Element{K,P,S,N}, u_global::AbstractVector, ξ::Vec) → NamedTuple
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Interpolate all fields and their gradients at reference point ξ.
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Returns NamedTuple with field values and gradients:
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- Scalar fields: `field => value::Float64, ∇field => gradient::Vec`
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- Vector fields: `field => value::Vec, ∇field => gradient::Tensor{2}`
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# Arguments
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- `elem`: Element with field specification S
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- `u_global`: Global solution vector
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- `ξ`: Point in reference coordinates (e.g., `Vec((0.5, 0.5))` for 2D)
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# Example
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```julia
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S = @DOFSet{T::DOF{Temperature,Vertex}, u::DOF{Displacement{3},Vertex}}
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elem = Element{Tetrahedron{4}, Lagrange{1}, S}(UInt(1), (1,2,3,4,5,...,16))
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u_global = rand(100)
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# Interpolate at reference center
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ξ = Vec((0.25, 0.25, 0.25))
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vals = interpolate_fields(elem, u_global, ξ)
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# vals = (T = 2.5, ∇T = Vec{3}(...), u = Vec{3}(...), ∇u = Tensor{2,3}(...))
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```
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# Performance
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Zero-allocation @generated function. All field access and basis evaluation
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happens at compile time.
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"""
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@generated function interpolate_fields(
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elem::Element{K,P,S,N},
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u_global::AbstractVector,
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ξ::Vec
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) where {K,P,S<:DOFSet,N}
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field_names = fieldnames(S)
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topology = K()
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basis = P()
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n_nodes = nnodes(topology)
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# Build expressions for each field interpolation
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field_exprs = Expr[]
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offset = 0 # Track position in flat dof_indices tuple
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for fname in field_names
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field_spec = fieldtype(S, fname)
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field_type = field_spec.parameters[1] # Displacement{3}
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entity_type = field_spec.parameters[2]
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# Extract quantity type via trait
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Q = quantity_type(field_spec) # Vec{3} or Float64
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if entity_type === Vertex
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# Standard nodal basis
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if Q === Float64
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# Scalar field interpolation
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# value = ∑ Nᵢ(ξ) * uᵢ
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# gradient = ∑ ∇Nᵢ(ξ) * uᵢ
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value_terms = Expr[]
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grad_terms = Expr[]
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for i in 1:n_nodes
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push!(value_terms, :(Nvals[$i] * u_global[elem.dof_indices[$(offset+i)]]))
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push!(grad_terms, :(dN[$i] * u_global[elem.dof_indices[$(offset+i)]]))
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end
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value_expr = Expr(:call, :+, value_terms...)
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grad_expr = Expr(:call, :+, grad_terms...)
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# Add field value and gradient
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push!(field_exprs, Expr(:(=), fname, value_expr))
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push!(field_exprs, Expr(:(=), Symbol("∇", fname), grad_expr))
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offset += n_nodes
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elseif Q isa UnionAll && Q.body <: Tensor && Q.body.parameters[1] == 1
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# Vector field interpolation
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# value = ∑ Nᵢ(ξ) * uᵢ (each uᵢ is a Vec)
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# gradient = ∑ ∇Nᵢ(ξ) ⊗ uᵢ (tensor product)
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vec_dim = Q.body.parameters[2]
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value_terms = Expr[]
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grad_terms = Expr[]
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for node in 0:(n_nodes-1)
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# Extract vector components for this node from flat tuple
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vec_comps = [:(u_global[elem.dof_indices[$(offset+node*vec_dim+comp)]]) for comp in 1:vec_dim]
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u_node = :(Vec{$vec_dim}($(Expr(:tuple, vec_comps...))))
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node_idx = node + 1
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# value += N_i * u_i
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push!(value_terms, :(Nvals[$node_idx] * $u_node))
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# gradient += ∇N_i ⊗ u_i
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push!(grad_terms, :(dN[$node_idx] ⊗ $u_node))
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end
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value_expr = Expr(:call, :+, value_terms...)
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grad_expr = Expr(:call, :+, grad_terms...)
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# Add field value and gradient
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push!(field_exprs, Expr(:(=), fname, value_expr))
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push!(field_exprs, Expr(:(=), Symbol("∇", fname), grad_expr))
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offset += n_nodes * vec_dim
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else
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error("Unsupported quantity type: $Q")
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end
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else
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error("Unsupported entity type: $entity_type (only Vertex supported for now)")
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end
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end
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# Build complete function body
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# 1. Evaluate basis functions and derivatives
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# 2. Compute all interpolations
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# 3. Return NamedTuple
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nt_expr = Expr(:tuple, field_exprs...)
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return quote
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@inbounds begin
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# Evaluate basis functions once
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Nvals = get_basis_functions($topology, $basis, ξ)
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dN = get_basis_derivatives($topology, $basis, ξ)
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# Return interpolated values
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return $nt_expr
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end
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end
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end
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"""
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interpolate_field(elem::Element{K,P,S,N}, u_global::AbstractVector, field::Symbol, ξ::Vec) → Tuple{value, gradient}
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Interpolate a single field and its gradient at reference point ξ.
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More efficient than `interpolate_fields` when you only need one field.
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# Returns
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- For scalar fields: `(value::Float64, gradient::Vec)`
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- For vector fields: `(value::Vec, gradient::Tensor{2})`
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# Example
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```julia
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val, grad = interpolate_field(elem, u_global, :T, Vec((0.25, 0.25, 0.25)))
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# val::Float64, grad::Vec{3}
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```
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"""
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@generated function interpolate_field(
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elem::Element{K,P,S,N},
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u_global::AbstractVector,
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field::Symbol,
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ξ::Vec
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) where {K,P,S<:DOFSet,N}
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field_names = fieldnames(S)
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topology = K()
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basis = P()
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n_nodes = nnodes(topology)
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# Generate separate branches for each field
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branches = Expr[]
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offset = 0
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for fname in field_names
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field_spec = fieldtype(S, fname)
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field_type = field_spec.parameters[1] # Displacement{3}
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entity_type = field_spec.parameters[2]
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# Extract quantity type via trait
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Q = quantity_type(field_spec) # Vec{3} or Float64
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if entity_type === Vertex
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if Q === Float64
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# Scalar field
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value_terms = Expr[]
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grad_terms = Expr[]
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for i in 1:n_nodes
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push!(value_terms, :(Nvals[$i] * u_global[elem.dof_indices[$(offset+i)]]))
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push!(grad_terms, :(dN[$i] * u_global[elem.dof_indices[$(offset+i)]]))
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end
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value_expr = Expr(:call, :+, value_terms...)
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grad_expr = Expr(:call, :+, grad_terms...)
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push!(branches, quote
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if field === $(QuoteNode(fname))
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value = $value_expr
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grad = $grad_expr
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return (value, grad)
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end
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end)
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offset += n_nodes
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elseif Q isa UnionAll && Q.body <: Tensor && Q.body.parameters[1] == 1
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# Vector field
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vec_dim = Q.body.parameters[2]
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value_terms = Expr[]
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grad_terms = Expr[]
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for node in 0:(n_nodes-1)
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vec_comps = [:(u_global[elem.dof_indices[$(offset+node*vec_dim+comp)]]) for comp in 1:vec_dim]
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u_node = :(Vec{$vec_dim}($(Expr(:tuple, vec_comps...))))
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node_idx = node + 1
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push!(value_terms, :(Nvals[$node_idx] * $u_node))
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push!(grad_terms, :(dN[$node_idx] ⊗ $u_node))
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end
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value_expr = Expr(:call, :+, value_terms...)
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grad_expr = Expr(:call, :+, grad_terms...)
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push!(branches, quote
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if field === $(QuoteNode(fname))
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value = $value_expr
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grad = $grad_expr
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return (value, grad)
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end
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end)
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offset += n_nodes * vec_dim
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end
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end
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end
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# Add error case
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push!(branches, :(error("Field ", field, " not found in element type $S")))
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# Build complete function
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return quote
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@inbounds begin
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Nvals = get_basis_functions($topology, $basis, ξ)
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dN = get_basis_derivatives($topology, $basis, ξ)
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$(branches...)
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end
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end
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end
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"""
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interpolate_field_value(elem::Element{K,P,S,D}, u_global::AbstractVector, field::Symbol, ξ::Vec) → value
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Interpolate only field value (no gradient) at reference point ξ.
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Most efficient when gradient is not needed.
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# Example
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```julia
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T_val = interpolate_field_value(elem, u_global, :T, ξ)
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u_val = interpolate_field_value(elem, u_global, :u, ξ) # Returns Vec{3}
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```
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"""
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@generated function interpolate_field_value(
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elem::Element{K,P,S,N},
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u_global::AbstractVector,
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field::Symbol,
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ξ::Vec
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) where {K,P,S<:DOFSet,N}
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field_names = fieldnames(S)
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topology = K()
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basis = P()
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n_nodes = nnodes(topology)
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branches = Expr[]
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offset = 0
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for fname in field_names
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field_spec = fieldtype(S, fname)
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field_type = field_spec.parameters[1] # Displacement{3}
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entity_type = field_spec.parameters[2]
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# Extract quantity type via trait
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Q = quantity_type(field_spec) # Vec{3} or Float64
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if entity_type === Vertex
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if Q === Float64
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value_terms = Expr[]
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for i in 1:n_nodes
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push!(value_terms, :(Nvals[$i] * u_global[elem.dof_indices[$(offset+i)]]))
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end
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value_expr = Expr(:call, :+, value_terms...)
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push!(branches, quote
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if field === $(QuoteNode(fname))
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return $value_expr
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end
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end)
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offset += n_nodes
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elseif quantity_type isa UnionAll && quantity_type.body <: Tensor && quantity_type.body.parameters[1] == 1
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vec_dim = quantity_type.body.parameters[2]
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value_terms = Expr[]
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for node in 0:(n_nodes-1)
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vec_comps = [:(u_global[elem.dof_indices[$(offset+node*vec_dim+comp)]]) for comp in 1:vec_dim]
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u_node = :(Vec{$vec_dim}($(Expr(:tuple, vec_comps...))))
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node_idx = node + 1
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push!(value_terms, :(Nvals[$node_idx] * $u_node))
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end
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value_expr = Expr(:call, :+, value_terms...)
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push!(branches, quote
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if field === $(QuoteNode(fname))
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return $value_expr
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end
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end)
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offset += n_nodes * vec_dim
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end
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end
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end
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push!(branches, :(error("Field ", field, " not found in element type $S")))
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return quote
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@inbounds begin
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Nvals = get_basis_functions($topology, $basis, ξ)
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$(branches...)
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end
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end
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end
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"""
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interpolate_local_fields(
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elem::Element{K,P,S,N},
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u_global::AbstractVector,
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u_old::AbstractVector,
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u_rate::AbstractVector,
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Δt::Float64,
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ξ::Vec
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) → NamedTuple of LocalField
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Interpolate all fields as LocalField structures at reference point ξ.
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Returns a NamedTuple where each field is a LocalField containing:
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- `value`: Current field value
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- `gradient`: Current field gradient
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- `rate`: Time derivative (from u_rate for dynamic, zero for quasi-static)
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- `gradient_rate`: Time derivative of gradient (computed from increments)
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# Arguments
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- `elem`: Element with field specification S
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- `u_global`: Current solution vector
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- `u_old`: Previous time step solution vector
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- `u_rate`: Rate DOFs (velocity for dynamic, zeros for quasi-static)
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- `Δt`: Time step size
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- `ξ`: Point in reference coordinates
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# Unified Dynamic/Quasi-Static Treatment
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**Quasi-static:**
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```julia
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local_fields = interpolate_local_fields(elem, u_new, u_old, zero(u_new), Δt, ξ)
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# rate = 0, but gradient_rate computed from (∇u_new - ∇u_old)/Δt
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```
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**Dynamic:**
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```julia
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local_fields = interpolate_local_fields(elem, u_new, u_old, u_rate, Δt, ξ)
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# rate = u̇, gradient_rate from increments (more accurate than ∇(u̇))
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```
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# Example
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```julia
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S = @DOFSet{u::DOF{Displacement{3},Vertex}}
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elem = Element{Tetrahedron, Lagrange{Tetrahedron,1}, S}(...)
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# Quasi-static loading
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u_new = [...] # Current configuration
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u_old = [...] # Previous load step
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Δt = 1.0
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ξ = Vec((0.25, 0.25, 0.25))
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local_fields = interpolate_local_fields(elem, u_new, u_old, zero(u_new), Δt, ξ)
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# → (u = LocalField(u_val, ∇u, zero(Vec{3}), ∇u_rate), ...)
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# Extract strain for material evaluation
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ε = extract_strain(local_fields.u.gradient)
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ε̇ = extract_strain_rate(local_fields.u.gradient_rate)
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```
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# Performance
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Zero-allocation @generated function. All field access happens at compile time.
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"""
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@generated function interpolate_local_fields(
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elem::Element{K,P,S,N},
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u_global::AbstractVector,
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u_old::AbstractVector,
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u_rate::AbstractVector,
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Δt::Float64,
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ξ::Vec
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) where {K,P,S<:DOFSet,N}
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field_names = fieldnames(S)
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topology = K()
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basis = P()
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n_nodes = nnodes(topology)
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# Build expressions for LocalField creation for each field
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field_exprs = Expr[]
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offset = 0
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for fname in field_names
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field_spec = fieldtype(S, fname)
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field_type = field_spec.parameters[1] # Displacement{3}
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entity_type = field_spec.parameters[2]
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# Extract quantity type via trait
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Q = quantity_type(field_spec) # Vec{3} or Float64
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if entity_type === Vertex
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if Q === Float64
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# Scalar field interpolation
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value_terms = Expr[]
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grad_terms = Expr[]
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value_old_terms = Expr[]
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grad_old_terms = Expr[]
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rate_terms = Expr[]
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for i in 1:n_nodes
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idx = offset + i
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# Current value and gradient
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push!(value_terms, :(Nvals[$i] * u_global[elem.dof_indices[$idx]]))
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push!(grad_terms, :(dN[$i] * u_global[elem.dof_indices[$idx]]))
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# Old value and gradient (for gradient_rate)
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push!(value_old_terms, :(Nvals[$i] * u_old[elem.dof_indices[$idx]]))
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push!(grad_old_terms, :(dN[$i] * u_old[elem.dof_indices[$idx]]))
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# Rate
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push!(rate_terms, :(Nvals[$i] * u_rate[elem.dof_indices[$idx]]))
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end
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value_expr = Expr(:call, :+, value_terms...)
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grad_expr = Expr(:call, :+, grad_terms...)
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grad_old_expr = Expr(:call, :+, grad_old_terms...)
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rate_expr = Expr(:call, :+, rate_terms...)
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# Gradient rate from increment
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grad_rate_expr = :(($grad_expr - $grad_old_expr) / Δt)
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# Create LocalField
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local_field_expr = :(LocalField($value_expr, $grad_expr, $rate_expr, $grad_rate_expr))
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push!(field_exprs, Expr(:(=), fname, local_field_expr))
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offset += n_nodes
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elseif Q isa UnionAll && Q.body <: Tensor && Q.body.parameters[1] == 1
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# Vector field interpolation
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vec_dim = Q.body.parameters[2]
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value_terms = Expr[]
|
||||
grad_terms = Expr[]
|
||||
value_old_terms = Expr[]
|
||||
grad_old_terms = Expr[]
|
||||
rate_terms = Expr[]
|
||||
|
||||
for node in 0:(n_nodes-1)
|
||||
node_idx = node + 1
|
||||
|
||||
# Current values
|
||||
vec_comps = [:(u_global[elem.dof_indices[$(offset+node*vec_dim+comp)]]) for comp in 1:vec_dim]
|
||||
u_node = :(Vec{$vec_dim}($(Expr(:tuple, vec_comps...))))
|
||||
push!(value_terms, :(Nvals[$node_idx] * $u_node))
|
||||
push!(grad_terms, :(dN[$node_idx] ⊗ $u_node))
|
||||
|
||||
# Old values (for gradient_rate)
|
||||
vec_comps_old = [:(u_old[elem.dof_indices[$(offset+node*vec_dim+comp)]]) for comp in 1:vec_dim]
|
||||
u_node_old = :(Vec{$vec_dim}($(Expr(:tuple, vec_comps_old...))))
|
||||
push!(value_old_terms, :(Nvals[$node_idx] * $u_node_old))
|
||||
push!(grad_old_terms, :(dN[$node_idx] ⊗ $u_node_old))
|
||||
|
||||
# Rate values
|
||||
vec_comps_rate = [:(u_rate[elem.dof_indices[$(offset+node*vec_dim+comp)]]) for comp in 1:vec_dim]
|
||||
u_node_rate = :(Vec{$vec_dim}($(Expr(:tuple, vec_comps_rate...))))
|
||||
push!(rate_terms, :(Nvals[$node_idx] * $u_node_rate))
|
||||
end
|
||||
|
||||
value_expr = Expr(:call, :+, value_terms...)
|
||||
grad_expr = Expr(:call, :+, grad_terms...)
|
||||
grad_old_expr = Expr(:call, :+, grad_old_terms...)
|
||||
rate_expr = Expr(:call, :+, rate_terms...)
|
||||
|
||||
# Gradient rate from increment
|
||||
grad_rate_expr = :(($grad_expr - $grad_old_expr) / Δt)
|
||||
|
||||
# Create LocalField
|
||||
local_field_expr = :(LocalField($value_expr, $grad_expr, $rate_expr, $grad_rate_expr))
|
||||
push!(field_exprs, Expr(:(=), fname, local_field_expr))
|
||||
|
||||
offset += n_nodes * vec_dim
|
||||
else
|
||||
error("Unsupported quantity type: $Q")
|
||||
end
|
||||
else
|
||||
error("Unsupported entity type: $entity_type (only Vertex supported for now)")
|
||||
end
|
||||
end
|
||||
|
||||
nt_expr = Expr(:tuple, field_exprs...)
|
||||
|
||||
return quote
|
||||
@inbounds begin
|
||||
# Evaluate basis functions once
|
||||
Nvals = get_basis_functions($topology, $basis, ξ)
|
||||
dN = get_basis_derivatives($topology, $basis, ξ)
|
||||
|
||||
# Return NamedTuple of LocalField
|
||||
return $nt_expr
|
||||
end
|
||||
end
|
||||
end
|
||||
Reference in New Issue
Block a user