The monograph addresses a number of fundamental issues related to nonlinear dynamics and chaos. In particular, new definitions of the invariant chaotic set of the dynamical system and the chaotic attractor are given. The definitions proposed here allow us to detect a new type of chaotic behavior that is realized in a non-compact and infinite-dimensional case - the so-called turbulent chaos. The content of this phenomenon is illustrated by a specific example that allows strict mathematical analysis.