IEEE/ACM DS-RT 2019
Tutorials
The 23rd IEEE/ACM DS-RT Symposium includes the following two tutorials: Title: Reliability and Availability Assessment in Practice Abstract: High reliability and availability is a requirement for most technical systems. Reliability and availability assurance methods based on probabilistic models is the topic addressed in this talk. Non-state-space solution methods are often used to solve models based on reliability block diagrams, fault trees and reliability graphs. Relatively efficient algorithms are known to handle systems with hundreds of components and have been implemented in many software packages. Nevertheless, many practical problems cannot be handled by such algorithms. Bounding algorithms are then used in such cases as was done for a major subsystem of Boeing 787. Non-state-space methods derive their efficiency from the independence assumption that is often violated in practice. State space methods based on Markov chains, stochastic Petri nets, semi-Markov and Markov regenerative processes can be used to model various kinds of dependencies among system components. However, the resulting state space explosion severely restricts the size of the problem that can be solved. Hierarchical and fixed-point iterative methods provide a scalable alternative that combines the strengths of state space and non-state-space methods and have been extensively used to solve real-life problems. We will take a journey through these model types via interesting real-world examples chosen from IBM, Cisco, Sun Microsystems, and Boeing. These methods and applications are fully described in a recently completed book: Reliability and Availability Engineering: Modeling, Analysis and Applications, Cambridge University Press, 2017. Speaker: Prof. Kishor S. Trivedi, Duke University, North Carolina, USA
Title: Model-driven development of cyber-physical systems using Theatre Abstract: Theatre is a control-based, light-weight, reflective actor system designed to address the development of general distributed, timed (possibly probabilistic) systems and cyber-physical systems in particular. Theatre is characterized by its formal operational semantics. An abstract Theatre model, including the services of a possible deterministic network and associated protocol, can be analyzed by exhaustive model-checking or by statistical model checking or through ad-hoc simulators. Theatre is currently implemented in Java. Other languages are possible. A key point of Theatre is its volition to favoring a seamless transformation of an analyzed model into the terms of design and implementation phases. The tutorial will illustrate the modelling aspects of Theatre, its supporting analysis tools, its capability of combining discrete-time with continuous time, its maturity as a software engineering methodology, and some developed applications. Speaker: Prof. Libero Nigro, DIMES, University of Calabria, Italy
Title: The Infinity Computer for Optimization and Not Only Abstract:
In this lecture, a recent computational methodology is described. It has been introduced with the intention to allow one to work with infinities and infinitesimals numerically in a unique computational framework. It is based on the principle ‘The part is less than the whole’ applied to all quantities (finite, infinite, and infinitesimal) and to all sets and processes (finite and infinite). The methodology uses as a computational device the Infinity Computer (patented in USA and EU) working numerically with infinite and infinitesimal numbers that can be written in a positional system with an infinite radix. On a number of examples (numerical differentiation, divergent series, ordinary differential equations, fractals, set theory, etc.) it is shown that the new approach can be useful from both theoretical and computational points of view. The main attention is dedicated to applications in optimization (local, global, and multi-objective). The accuracy of the obtained results is continuously compared with results obtained by traditional tools used to work with mathematical objects involving infinity. The Infinity Calculator working with infinities and infinitesimals numerically is shown during the lecture. For more information see http://www.theinfinitycomputer.com and this survey: Sergeyev Ya.D. Numerical infinities and infinitesimals: Methodology, applications, and repercussions on two Hilbert problems, EMS Surveys in Mathematical Sciences, 2017, 4(2), 219–320. Speaker: Prof. Yaroslav D. Sergeyev, University of Calabria, Italy / Lobachevsky State University, Russia
|