Mathematical Colloquium

Balanced truncation is a classical approach to model reduction that has long been the ”gold standard” for high fidelity reduced order modeling for large scale linear dynamical systems. I will discuss a novel data-driven reformulation of this approach that does not require intrusive access to internal system dynamics, that is, knowledge of an original system realization is unnecessary. Instead, observations are accumulated of the system response - either sampling the transfer function evaluated at complex driving frequencies, or sampling (in time) the system’s impulse response. Notably, we do not require access to state-space trajectory snapshots as would be found in POD-type methods, nor do we approximate any system Grammians. A variety of numerical experiments are provided that verify the effectiveness of this approach.

Heterogeneous robot cooperation, robot manipulation of various objects, networked control systems in smart cities, path planning for heterogeneous robots in dynamic environments are examples of systems where adaptive optimal control can be successfully employed. In this talk, problems and results of these algorithms will be presented which enabled these systems to adapt to changing environments while maintaining the sub-optimal performance. Current research activities related to these topics will be presented.

In this talk we will present a survey of the main topics and results from the recently published research monograph "Fractal Zeta Functions and Fractal Drums: Higher-Dimensional Theory of Complex Dimensions" by the coauthors Michel L. Lapidus, Goran Radunović and Darko Žubrinić. In the monograph, a new theory of fractal zeta functions and complex dimensions valid for arbitrary subsets of Euclidean spaces has been developed. This theory provides a significant extension of the existing theory of zeta functions for fractal strings, i.e., "fractal" subsets of the real line. Two new classes of fractal zeta functions,
namely, the distance and the tube zeta function, are introduced and their properties are investigated. In fact, for a given subset, its complex dimensions are defined as poles or even more general singularities of the corresponding fractal zeta function. The complex dimensions themselves, although defined analytically, have a deep connection with the fractal geometry of the given set.

Computer criminal acts are criminal acts which is happening almost daily and therefore it is necessary to know how to treat them national criminal legislation. Of course, it treats them like other criminal acts and punishes them as prescribed by the Criminal Code. In order to computer criminal act (and other criminal acts prescribed by the Criminal Code) to have been realized, must be fulfilled certain assumptions, and when it be fulfilled, criminal proceedings may begin.