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quadratic coefficient of polynomial #260

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YangBo17 opened this issue Oct 5, 2022 · 1 comment
Open

quadratic coefficient of polynomial #260

YangBo17 opened this issue Oct 5, 2022 · 1 comment

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@YangBo17
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YangBo17 commented Oct 5, 2022

The coefficient of polynomial can be quadratic,what is the theoretical basis?

@blegat
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blegat commented Oct 5, 2022

What do you mean exactly by theoretical basis ? It happens often in control that you get quadratic expressions (or bilinear if you have no square). When you are looking for a quadratic polynomial, it gives a Bilinear Matrix Inequality (BMI). When you look for a polynomial of higher degree, you can reformulate it into a BMI using SumOfSquares.jl. The only solver in Julia that can solve BMI is https://jump.dev/JuMP.jl/stable/installation/#Supported-solvers at the moment.
If you use DSOS you would get a QCQP though so it can be solved with Gurobi to global optimality or Ipopt to local optimality.

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