TY - JOUR
T1 - Bound-constrained polynomial optimization using only elementary calculations
AU - De Klerk, Etienne
AU - Lasserre, Jean B.
AU - Laurent, Monique
AU - Sun, Zhao
PY - 2017/3/15
Y1 - 2017/3/15
N2 - We provide a monotone nonincreasing sequence of upper bounds f H k (k≥1) fkH(k≥1) converging to the global minimum of a polynomial f on simple sets like the unit hypercube in ℝn. The novelty with respect to the converging sequence of upper bounds in Lasserre [Lasserre JB (2010) A new look at nonnegativity on closed sets and polynomial optimization, SIAM J. Optim. 21:864–885] is that only elementary computations are required. For optimization over the hypercube [0, 1]n, we show that the new bounds f H k fkH have a rate of convergence in O(1/k − − √ ) O(1/k). Moreover, we show a stronger convergence rate in O(1/k) for quadratic polynomials and more generally for polynomials having a rational minimizer in the hypercube. In comparison, evaluation of all rational grid points with denominator k produces bounds with a rate of convergence in O(1/k2), but at the cost of O(kn) function evaluations, while the new bound f H k fkH needs only O(nk) elementary calculations.
AB - We provide a monotone nonincreasing sequence of upper bounds f H k (k≥1) fkH(k≥1) converging to the global minimum of a polynomial f on simple sets like the unit hypercube in ℝn. The novelty with respect to the converging sequence of upper bounds in Lasserre [Lasserre JB (2010) A new look at nonnegativity on closed sets and polynomial optimization, SIAM J. Optim. 21:864–885] is that only elementary computations are required. For optimization over the hypercube [0, 1]n, we show that the new bounds f H k fkH have a rate of convergence in O(1/k − − √ ) O(1/k). Moreover, we show a stronger convergence rate in O(1/k) for quadratic polynomials and more generally for polynomials having a rational minimizer in the hypercube. In comparison, evaluation of all rational grid points with denominator k produces bounds with a rate of convergence in O(1/k2), but at the cost of O(kn) function evaluations, while the new bound f H k fkH needs only O(nk) elementary calculations.
KW - Bound-constrained optimization
KW - Lasserre hierarchy
KW - Polynomial optimization
UR - http://www.scopus.com/inward/record.url?scp=85026864518&partnerID=8YFLogxK
UR - http://resolver.tudelft.nl/uuid:71c944e9-6f27-4dbc-b7d7-328365b1578d
U2 - 10.1287/moor.2016.0829
DO - 10.1287/moor.2016.0829
M3 - Article
AN - SCOPUS:85026864518
SN - 0364-765X
VL - 42
SP - 834
EP - 853
JO - Mathematics of Operations Research
JF - Mathematics of Operations Research
IS - 3
ER -