TY - CHAP
T1 - Canonical duality-triality theory
T2 - bridge between nonconvex analysis/mechanics and global optimization in complex system
AU - Gao, David Yang
AU - Ruan, Ning
AU - Latorre, Vittorio
PY - 2017
Y1 - 2017
N2 - Canonical duality-triality is a breakthrough methodological theory, which can be used not only for modeling complex systems within a unified framework, but also for solving a wide class of challenging problems from real-world applications. This paper presents a brief review on this theory, its philosophical origin, physics foundation, and mathematical statements in both finite- and infinite-dimensional spaces. Particular emphasis is placed on its role for bridging the gap between nonconvex analysis/mechanics and global optimization . Special attentions are paid on unified understanding the fundamental difficulties in large deformation mechanics, bifurcation/chaos in nonlinear science, and the NP-hard problems in global optimization, as well as the theorems, methods, and algorithms for solving these challenging problems. Misunderstandings and confusion on some basic concepts, such as objectivity , nonlinearity, Lagrangian , and generalized convexities are discussed and classified. Breakthrough from recent challenges and conceptual mistakes by M. Voisei, C. Zălinescu and his coworker are addressed. The paper is ended with some open problems and future works in global optimization and nonconvex mechanics.
AB - Canonical duality-triality is a breakthrough methodological theory, which can be used not only for modeling complex systems within a unified framework, but also for solving a wide class of challenging problems from real-world applications. This paper presents a brief review on this theory, its philosophical origin, physics foundation, and mathematical statements in both finite- and infinite-dimensional spaces. Particular emphasis is placed on its role for bridging the gap between nonconvex analysis/mechanics and global optimization . Special attentions are paid on unified understanding the fundamental difficulties in large deformation mechanics, bifurcation/chaos in nonlinear science, and the NP-hard problems in global optimization, as well as the theorems, methods, and algorithms for solving these challenging problems. Misunderstandings and confusion on some basic concepts, such as objectivity , nonlinearity, Lagrangian , and generalized convexities are discussed and classified. Breakthrough from recent challenges and conceptual mistakes by M. Voisei, C. Zălinescu and his coworker are addressed. The paper is ended with some open problems and future works in global optimization and nonconvex mechanics.
U2 - 10.1007/978-3-319-58017-3_1
DO - 10.1007/978-3-319-58017-3_1
M3 - Chapter (Book)
SN - 9783319580166
T3 - Advances in Mechanics and Mathematics
SP - 1
EP - 47
BT - Canonical Duality Theory
A2 - Gao, David
A2 - Latorre, Vittorio
A2 - Ruan, Ning
PB - Springer
CY - Cham Switzerland
ER -