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49 changes: 49 additions & 0 deletions src/quadratization.jl
Original file line number Diff line number Diff line change
@@ -0,0 +1,49 @@
"""
Abstract type for quadratization algorithms.
"""
abstract type QuadratizationAlgorithm end

"""
QBee <: QuadratizationAlgorithm

QBee (Quadratization via monomial introduction) algorithm from Bychkov & Pogudin (2021).

This algorithm finds an optimal monomial quadratization by introducing new variables
that represent monomials in the original state variables. It minimizes the number of
new variables needed to transform the system to quadratic form.

# Reference
Bychkov, A., & Pogudin, G. (2021). Optimal monomial quadratization for ODE systems.
https://arxiv.org/abs/2103.08013
"""
struct QBee <: QuadratizationAlgorithm end

"""
quadratize(sys::System, alg::QuadratizationAlgorithm = QBee();
name = Symbol(nameof(sys), :_quadratized), kwargs...)

Transform a polynomial ODE system into quadratic form using the specified algorithm.

# Arguments
- `sys::System`: Input polynomial ODE system with first-order derivatives on LHS
- `alg::QuadratizationAlgorithm`: Algorithm to use for quadratization (default: `QBee()`)
- `name`: Name for the output system (default: name of input system)
- `kwargs...`: Algorithm-specific keyword arguments

# Returns
- `System`: Quadratic ODE system with introduced auxiliary variables
"""
function quadratize(
sys::System, alg::QuadratizationAlgorithm = QBee();
name = Symbol(nameof(sys), :_quadratized), kwargs...
)::System
return quadratize(sys, alg, name; kwargs...)
end
function quadratize(sys::System, alg::QBee, name; kwargs...)::System
return quadratize_qbee(sys, name; kwargs...)
end

function quadratize_qbee(sys::System, name; kwargs...)
# TODO
return sys
end
23 changes: 23 additions & 0 deletions src/utils.jl
Original file line number Diff line number Diff line change
Expand Up @@ -126,3 +126,26 @@ function separate_terms(exprs::AbstractVector, vars, iv)
linear = sparse(linear_I, linear_J, linear_V, length(exprs), length(vars))
return linear, other_terms, nonlinear_terms
end

"""
$(TYPEDSIGNATURES)

Convert a symbolic expression to an expanded polynomial representation of
`DynamicPolynomials.Polynomial` monomials.

This function transforms symbolic polynomial expressions into a monomial form that can be
more easily processed in certain applications.
"""
function to_expanded_polynomial(expr::Num)
val = Symbolics.unwrap(expr)
return to_expanded_polynomial(val)
end
function to_expanded_polynomial(expr::SymbolicUtils.BasicSymbolic{T})::
Union{SymbolicUtils.PolyVarT, SymbolicUtils.PolynomialT} where {T}
if !SymbolicUtils.iscall(expr)
return expr
end
poly_to_bs = Dict{SymbolicUtils.PolyVarT, SymbolicUtils.BasicSymbolic{T}}()
bs_to_poly = Dict{SymbolicUtils.BasicSymbolic{T}, SymbolicUtils.PolyVarT}()
return SymbolicUtils.to_poly!(poly_to_bs, bs_to_poly, expr)
end
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