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Home/ Questions/Q 6053871
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Editorial Team
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Editorial Team
Asked: May 23, 20262026-05-23T08:05:21+00:00 2026-05-23T08:05:21+00:00

I’m looking for a library in C that will do optimization of an objective

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I’m looking for a library in C that will do optimization of an objective function (preferrably Levenberg-Marquardt algorithm) and will support box constraints, linear inequality constraints and non-linear inequality constraints.

I’ve tried several libraries already, but none of them do employ the necessary constraint types for my application:

  • GNU GSL (does not support constraints at all)
  • cMPFIT (only supports box constraints)
  • levmar (does not support non-linear constraints at all)

I am currently exploring NLopt, but I’m not sure if I can achieve a least-squares approach with any of the supplied algorithms.

I find it hard to believe that there’s not a single library supporting the full range of constraints in this problem, so I guess I did a mistake somewhere while googling.

I recently discovered I can call Matlab functions from C. While that would solve the problem quite easily, I don’t want to have to call Matlab functions from C. It’s not fast in my experience.

Any help will be greatly appreciated.

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  1. Editorial Team
    Editorial Team
    2026-05-23T08:05:21+00:00Added an answer on May 23, 2026 at 8:05 am

    The approach I finally followed is the following:

    • I used NLopt for the optimization and the objective function was constructed to compute the squared error of the problem.

    • The algorithm that showed the most promising results was COBYLA (Local derivative-free optimization). It supports box constraints and non-linear constraints. The linear inequity constraints were introduced as non-linear constraints, which should be generally feasible.

    Simple benchmarking shows that it does converge a little slower than a Lev-Mar approach, but speed is sacrificed due to the need for constraints.

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