2016/07/20 by Dressler, Mareike, Iliman, Sadik, de Wolff, Timo · 5 citations
#52B20 #90C25 #Algebraic Geometry (math.AG) #FOS: Mathematics #Optimization and Control (math.OC) #Primary: 14P10 #Secondary: 12D05
paper · doi:10.48550/arxiv.1607.06010
Recently, the second and the third author developed sums of nonnegative circuit polynomials (SONC) as a new certificate of nonnegativity for real polynomials, which is independent of sums of squares. In this article we show that the SONC cone is full-dimensional in the cone of nonnegative polynomials. We establish a Positivstellensatz which guarantees that every polynomial which is positive on a given compact, semi-algebraic set can be represented by the constraints of the set and SONC polynomials. Based on this Positivstellensatz we provide a hierarchy of lower bounds converging against the minimum of a polynomial on a given compact set K. Moreover, we show that these new bounds can be computed efficiently via interior point methods using results about relative entropy functions.