Advantages of interior point algorithm for non-linear optimization
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It can be simple and fast for solving some contrained optimization problems but it can easily stuck in a local minimum. It is greatly affcted by the starting imposed values of the variables where changing the starting points might change the local minimum obtained especially if your problem contain lots of local minima. I advice you to see global optimization problems as the GAs and the PSOs.
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