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Invex Optimization Revisited

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arxiv 1707.01554 v1 pith:DHXCDISP submitted 2017-07-05 math.OC

classification math.OC
keywords conditionsglobalkt-invexitynecessaryoptimizationoptimizerpointproblem
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Given a non-convex optimization problem, we study conditions under which every Karush-Kuhn-Tucker (KKT) point is a global optimizer. This property is known as KT-invexity and allows to identify the subset of problems where an interior point method always converges to a global optimizer. In this work, we provide necessary conditions for KT-invexity in n-dimensions and show that these conditions become sufficient in the two-dimensional case. As an application of our results, we study the Optimal Power Flow problem, showing that under mild assumptions on the variable's bounds, our new necessary and sufficient conditions are met for problems with two degrees of freedom.

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  1. Joint Power Control and User Association for NOMA-Based Full-Duplex Systems

    eess.SP 2019-08 conditional novelty 6.0 of 10

    Low-complexity successive-convexification algorithms for joint power control and user association in NOMA full-duplex systems reach within 1-2% of brute-force optimal spectral efficiency in simulation.

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