Decision Optimization

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Time complexity of a non-linear optimization model

  • 1.  Time complexity of a non-linear optimization model

    Posted 03/23/12 04:44 PM

    Originally posted by: jamedadi


    Hello

    I have faced a non-linear problem in my modeling. My model is as follows:
    max sigma {x_i}
    s.t.
    x_i.y_i=z_i 1<i<n
    ....
    some linear constrains

    In this models, x_i, y_i, and z_i are continuous variables for {1<i<n}. As you can see we have a product term in constrains. My question is if this problem is P or NP? I strongly think it is NP. This is because the I found that the product term can be approximated by peicewise linear optimization techniques ("AIMMS Optimization Modeling" ebook, chapter 7, http://www.aimms.com/downloads/manuals/optimization-modeling ). This method convert the constrain to a MILP form, which is NP-hard. But this proof is not precise. So, I would like to ask if anyone can help me on this topic.

    Thanks
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