Complementarity.jl
This package provides modeling language for (1) mixed complementarity problems (MCP) and (2) mathematical programs with equilibrium problems (MPEC).
NOTE @complmentarity for MCP and @complements for MPEC.
Mixed Complementarity Problems (MCP)
NOTE: The PATHSolver.jl has been completely rewritten between v0.6.2 and v1.1.0. Now PATHSolver.jl provides both an interface to the PATH solver and an integration to JuMP, but only limited to linear problems at this moment. For nonlinear problems, you still need to use Complementarity.jl, which now also uses the new PATHSolver.jl as its solver. Most parts of Complementarity.jl remain the same, except how the solver options are passed.
- This package provides a modeling and computational interface for solving Mixed Complementarity Problems (MCP): modeling by JuMP.jl and computing by PATHSolver.jl and NLsolve.jl. See the documentation.
F(x) ⟂ lb ≤ x ≤ ub
A very simple example:
(x+2) x = 0, x ≥ 0, x+2 ≥ 0
using Complementarity, JuMP
m = MCPModel()
@variable(m, x >= 0)
@mapping(m, F, x+2)
@complementarity(m, F, x)
status = solveMCP(m)
@show result_value(x)Mathematical Programs with Equilibrium Constraints (MPEC)
NOTE: For solving MPEC, JuMP.jl v0.21 has started supporting complementarity constraints. At this moment, GAMS.jl and KNITRO support complementarity constraints.
- For solving mathematical programs with equilibrium constraints (MPEC), this package provides an extension to JuMP.jl by providing a macro that accepts complementarity conditions as constraints. Then it reformulates the complementarity conditions as a set of equality and inequality constraints so that a nonlinear optimization solver such as Ipopt.jl can solve the problem. See the documentation.
min f(x)
s.t. g(x) ≤ 0
F(x) ⟂ lb ≤ x ≤ ub
A very simple example:
min x^3
s.t. (x+2) x = 0, x ≥ 0, x+2 ≥ 0
using JuMP, Ipopt, Complementarity
m = Model(solver=IpoptSolver())
@variable(m, x>=0)
@NLobjective(m, Min, x^3)
@complements(m, 0 <= x+2, x >= 0)
solve(m)
@show getvalue(x)Installation
Pkg.add("Complementarity")This will also install a few other packages.