TY - JOUR
T1 - Help on SOS
AU - Packard, Andy
AU - Topcu, Ufuk
AU - Seiler Jr, Peter J
AU - Balas, Gary
PY - 2010/8
Y1 - 2010/8
N2 - Andy Packard, an expert from University of California at Berkeley (UCB) Mechanical Engineering Department shares views on the use of sum-of-squares (SOS) methods to determine the region of attraction (ROA). SOS applies to polynomials in several real variables and a polynomial is a finite linear combination of monomials. The ROA can be visualized by simulating the system from many initial conditions and plotting the trajectories in a phase plane plot for systems with two or three states. SOS techniques can be used to perform nonlinear analyses, including computation of input/output gains, estimation of reachable sets, and computation of robustness margins. The approaches that apply to SOS methods includes the computational requirements that grow rapidly in the number of variables and polynomial degree, which roughly limits SOS-based analysis to systems with at most eight to ten states, one to two inputs, and polynomial vector fields of degree 3.
AB - Andy Packard, an expert from University of California at Berkeley (UCB) Mechanical Engineering Department shares views on the use of sum-of-squares (SOS) methods to determine the region of attraction (ROA). SOS applies to polynomials in several real variables and a polynomial is a finite linear combination of monomials. The ROA can be visualized by simulating the system from many initial conditions and plotting the trajectories in a phase plane plot for systems with two or three states. SOS techniques can be used to perform nonlinear analyses, including computation of input/output gains, estimation of reachable sets, and computation of robustness margins. The approaches that apply to SOS methods includes the computational requirements that grow rapidly in the number of variables and polynomial degree, which roughly limits SOS-based analysis to systems with at most eight to ten states, one to two inputs, and polynomial vector fields of degree 3.
UR - http://www.scopus.com/inward/record.url?scp=77954779894&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=77954779894&partnerID=8YFLogxK
U2 - 10.1109/MCS.2010.937045
DO - 10.1109/MCS.2010.937045
M3 - Review article
AN - SCOPUS:77954779894
SN - 0888-0611
VL - 30
SP - 18
EP - 23
JO - IEEE Control Systems Magazine
JF - IEEE Control Systems Magazine
IS - 4
M1 - 5510720
ER -