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Random Motions in Markov and Semi-Markov Random Environments 1. Anatoliy Swishchuk
Читать онлайн.Название Random Motions in Markov and Semi-Markov Random Environments 1
Год выпуска 0
isbn 9781119808206
Автор произведения Anatoliy Swishchuk
Жанр Математика
Издательство John Wiley & Sons Limited
In section 4.1, we derive the stationary distribution of transport processes with delaying in the boundaries in Markov media. These results are applicable to the study of multiphase systems with several reservoirs.
Section 4.2 deals with the transport process with semi-Markov switching. We find the stationary measure for this process and it is described by the differential equation with phase space on the corresponding interval and constant vector field values that depend on the switching semi-Markov process with a finite set of states.
In section 4.3, we give examples of applications of this method for the calculation of the stationary distributions for random switched processes with reflecting boundaries. In particular, we compute the efficiency coefficient of a single and two-phase inventory control system with feedback.
In section 4.4, we apply random evolutions with delaying barriers to modeling the control of supply systems with feedback, by considering the semi-Markov switching process.
In Chapter 5 of Volume 1 we study various models of stochastic evolutions that generalize the Goldstein–Kac telegraph process and investigate their distributions.
Section 5.1 is devoted to one-dimensional semi-Markov evolutions in an Erlang environment. In section 5.1.1, we derive a hyperbolic differential equation of the telegraph type for the pdf of the position of a particle moving at finite velocity. The interarrival times between two successive changes of velocity have an Erlang distribution.
In section 5.1.2, a method of solution of this partial differential equation is developed by using monogenic functions associated with a finite-dimensional commutative algebra. Section 5.1.3 extends the results of section 5.1.2 to infinite-dimensional commutative algebras. In section 5.1.4, by using the methods from sections 5.1.2 and 5.1.3, we obtain the distribution of a one-dimensional random evolution in Erlang media.
In section 5.2, we find the distribution of limiting positions of a particle moving according to a fading evolution. We assume that the interarrival times are Erlang or uniform distributed for the switching process.
In section 5.3, differential and integral equations for jump random motions are introduced and some examples have been developed to illustrate the method.
Section 5.4 is devoted to the estimation of the number of level crossings by the telegraph process in Kac’s condition.
In Chapter 1 of Volume 2 we study random motions in higher dimensions. In section 1.1, we study the random walk of a particle with constant absolute velocity, which changes its direction according to a uniform distribution on the unit sphere at the renewal epochs of a switching process.
Section 1.2 deals with random motion with uniformly distributed directions and random velocity for the motion of particles in one, two, three and four dimensions. Similar cases are considered in section 1.3 for the distribution of random motion at non-constant velocity in semi-Markov media, and in section 1.4 for Goldstein–Kac telegraph equations and random flights in higher dimensions, where the directions of the movement and the velocity change at the renewal epochs. The jump telegraph process in ℝn is considered in section 1.5.
In Chapter 2 of Volume 2 we study a system of interacting particles with Markov and semi-Markov switching. Section 2.1 is devoted to an ideal gas model with finite velocity of molecules. In this section, we find the distribution of the first meeting time of two telegraph particles on the line, which started simultaneously from different points.
In section 2.1.2, we estimate the number of particle collisions. In section 2.1.4, we obtain an asymptotic estimate of the number of collisions of the system of telegraph particles when time goes to infinity. Unlike the previous section, the system has no boundaries and particles can move arbitrarily far away in a straight line. Section 2.2 is devoted to the generalization of results of section 2.1 to the case of semi-Markov switching processes. In section 2.2.1, we obtain a set of renewal-type equations for the Laplace transform of the first collision of two particles. In section 2.2.2, we consider an example regarding a particular case of semi-Markov switching of particle velocity, and we study the limiting properties of the distribution of the particle position. Section 2.2.3 is devoted to studying the case where the first time of collision of two particles has finite expectation. We should note that in all previous examples, including the Markov case, expectation of the first time of collision of two particles is infinite.
In Chapter 3 of Volume 2 the application of the telegraph process for option prices, as an alternative to the diffusion process in the Black-Scholes formula, is further studied through asymptotic estimation of the corresponding operators. Some numerical results and plots are also presented.
Pricing variance, volatility derivatives, covariance and correlation swaps for financial markets with Markov-modulated volatilities are the main topics of Chapter 4 of Volume 2. These results are extended to the case of semi-Markov modulated volatilities in Chapter 5 of Volume 2. Numerical results and some plots to illustrate these results are also presented in these last two chapters.
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