Abstract
Let X(t) be a time-homogeneous diffusion process with state-space \([0,+\infty )\), where 0 is a reflecting or entrance endpoint, and let Z denote a random variable that describes the process X(t) evaluated at an exponentially distributed random time. We propose a method to obtain closed-form expressions for the conditional density and the mean of a new diffusion process Y(t), with the same state-space and with the same infinitesimal variance, whose drift depends on the infinitesimal moments of X(t) and on the hazard rate function of Z. This method also allows us to obtain the Laplace transform of the first-passage-time density of Y(t) through a lower constant boundary. We then discuss the relation between Y(t) and the process X(t) subject to catastrophes, as well as the interpretation of Y(t) as a diffusion in a decreasing potential. We study in detail some special cases concerning diffusion processes obtained when X(t) is the Wiener, Ornstein–Uhlenbeck, Bessel and Rayleigh process.
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Abramowitz, M., Stegun, I.A.: Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables. Dover, New York (1992)
Abundo, M.: On some properties of one-dimensional diffusion processes on an interval. Probab. Math. Stat. 17, 277–310 (1997)
Araujo, M.T., Drigo Filho, E.: A general solution of the Fokker-Planck equation. J. Stat. Phys. 146, 610–619 (2012)
Bluman, G.W.: On the transformation of diffusion processes into the Wiener process. SIAM J. Appl. Math. 39, 238–247 (1980)
Bluman, G., Shtelen, V.: Nonlocal transformations of Kolmogorov equations into the backward heat equation. J. Math. Anal. Appl. 291, 419–437 (2004)
Borodin, A.N.: Transformation of diffusion with jumps. J. Math. Sci. 152, 840–852 (2008)
Buonocore, A., Caputo, L., Nobile, A.G., Pirozzi, E.: On some time-non-homogeneous linear diffusion processes and related bridges. Sci. Math. Jpn. 76, 55–77 (2013)
Buonocore, A., Caputo, L., Nobile, A.G., Pirozzi, E.: Restricted Ornstein-Uhlenbeck process and applications in neuronal models with periodic input signals. J. Comput. Appl. Math. 285, 59–71 (2015)
Capocelli, R.M., Ricciardi, L.M.: On the transformation of diffusion processes into the Feller process. Math. Biosci. 29, 219–234 (1976)
Cherkasov, I.D.: On the transformation of the diffusion process to a Wiener process. Theory Probab. Appl. 2, 373–377 (1957)
Cox, D.R., Miller, H.D.: The Theory of Stochastic Processes. Wiley, New York (1965)
Di Crescenzo, A., Giorno, V., Krishna Kumar, B., Nobile, A.G.: A double-ended queue with catastrophes and repairs, and a jump-diffusion approximation. Methodol. Comput. Appl. Probab. 14, 937–954 (2012)
Di Crescenzo, A., Giorno, V., Nobile, A.G., Ricciardi, L.M.: On the M/M/1 queue with catastrophes and its continuous approximation. Queueing Syst. 43, 329–347 (2003)
Di Crescenzo, A., Giorno, V., Nobile, A.G.: Constructing transient birth-death processes by means of suitable transformations. Appl. Math. Comput. 281, 152–171 (2016). doi:10.1016/j.amc.2016.01.058
Ditlevsen, S.: A result on the first-passage time of an Ornstein-Uhlenbeck process. Stat. Probab. Lett. 77, 1744–1749 (2007)
Erdélyi, A., Magnus, W., Oberhettinger, F., Tricomi, F.G.: Higher Transcendental Functions, vol. II. Based on Notes Left by Harry Bateman. McGraw-Hill, New York (1953)
Evans, M.R., Majumdar, S.N.: Diffusion with stochastic resetting. Phys. Rev. Lett. 106, 160601 (2011)
Evans, M.R., Majumdar, S.N.: Diffusion with optimal resetting. J. Phys. A Math. Theor. 44, 435001 (2011)
Feller, W.: The parabolic differential equations and the associated semi-groups of transformations. Ann. Math. 55, 468–519 (1952)
Feller, W.: Diffusion processes in one dimension. Trans. Am. Math. Soc. 77, 1–31 (1954)
Forman, J.L., Sørensen, M.: A transformation approach to modelling multi-modal diffusions. J. Stat. Plan. Inference 146, 56–69 (2014)
Frydman, H.: Gaussian diffusions and continuous state branching processes with killing. Commun. Stat. Stoch. Mod. 16, 189–207 (2000)
Gardiner, C.W.: Handbook of Stochastic Methods: For Physics, Chemistry and the Natural Sciences. Springer Series in Synergetics, 3rd edn. Springer, Berlin (2004)
Giorno, V., Nobile, A.G., di Cesare, R.: On the reflected Ornstein-Uhlenbeck process with catastrophes. Appl. Math. Comput. 218, 11570–11582 (2012)
Giorno, V., Nobile, A.G., Pirozzi, E., Ricciardi, L.M.: On the construction of first-passage-time densities for diffusion processes. Sci. Math. Jpn. 64, 277–298 (2006)
Giorno, V., Nobile, A.G., Ricciardi, L.M.: A new approach to the construction of first-passage-time densities. In: Trappl, R. (ed.) Cybernetics and Systems’ 88, pp. 375–381. Kluwer, Vienna (1988)
Giorno, V., Nobile, A.G., Ricciardi, L.M., Sacerdote, L.: Some remarks on the Rayleigh process. J. Appl. Probab. 23, 398–408 (1986)
Giraudo, M.T., Sacerdote, L., Zucca, C.: A Monte Carlo method for the simulation of first passage times of diffusion processes. Methodol. Comput. Appl. Probab. 3, 215–231 (2001)
Golding, I., Kozlovsky, Y., Cohen, I., Ben-Jacob, E.: Studies of bacterial branching growth using reaction-diffusion models for colonial development. Physica A 260, 510–554 (1998)
Gradshteyn, I.S., Ryzhik, I.M.: Table of Integrals Series and Products. Academic Press, Amsterdam (2007)
Harrison, M.: Brownian Motion and Stochastic Flow Systems. John Wiley, New York (1985)
Hongler, M.O., Zheng, W.M.: Exact solution for the diffusion in bistable potentials. J. Stat. Phys. 29, 317–327 (1982)
Hongler, M.O., Zheng, W.M.: Exact results for the diffusion in a class of asymmetric bistable potentials. J. Math. Phys. 24, 336–340 (1983)
Inoue, J., Sato, S., Ricciardi, L.M.: A note on the moments of the first-passage time of the Ornstein-Uhlenbeck process with a reflecting boundary. Ric. Mat. 46, 87–99 (1997)
Karlin, S., Taylor, H.M.: A Second Course in Stochastic Processes. Academic Press, New York (1981)
Kushner, H.J.: Heavy Traffic Analysis of Controlled Queueing and Communication Networks. Applications of Mathematics, Vol. 47. Stochastic Modelling and Applied Probability. Springer, New York (2001)
Kwok, S.F.: Langevin equation with multiplicative white noise: transformation of diffusion processes into the Wiener process in different prescriptions. Ann. Phys. 327, 1989–1997 (2012)
Linetski, V.: On the transition densities for reflected diffusions. Adv. Appl. Probab. 37, 435–460 (2005)
Molini, A., Talkner, P., Katul, G.G., Porporato, A.: First passage time statistics of Brownian motion with purely time dependent drift and diffusion. Physica A 390, 1841–1852 (2011)
Pal, A.: Diffusion in a potential landscape with stochastic resetting. Phys. Rev. E 91, 012113 (2015)
Ricciardi, L.M.: On the transformation of diffusion processes into the Wiener process. J. Math. Anal. Appl. 54, 185–199 (1976)
Ricciardi, L.M., Sacerdote, L.: On the probability densities of an Ornstein-Uhlenbeck process with a reflecting boundary. J. Appl. Probab. 24, 355–369 (1987)
Sacerdote, L., Ricciardi, L.M.: On the transformation of diffusion equations and boundaries into the Kolmogorov equation for the Wiener process. Ric. Mat. 41, 123–135 (1992)
Shaked, M., Shanthikumar, J.G.: Stochastic Orders. Springer Series in Statistics. Springer, New York (2007)
Taillefumier, T., Magnasco, M.: A fast algorithm for the first-passage times of Gauss-Markov processes with Hölder continuous boundaries. J. Stat. Phys. 140, 1130–1156 (2010)
Ward, A.R., Glynn, P.W.: Properties of the reflected Ornstein-Uhlenbeck process. Queueing Syst. 44, 109–123 (2003)
Ward, A.R., Glynn, P.W.: A diffusion approximation for a \(GI/GI/1\) queue with balking or reneging. Queueing Syst. 50, 371–400 (2005)
Wong, E.: The construction of a class of stationary Markoff processes. In: Bellman, R. (ed.) Stochastic Processes in Mathematical Physics and Engineering, pp. 264–276. American Mathematical Society, Providence (1964)
Wonho, H.: Applications of the reflected Ornstein-Uhlenbeck process (Doctoral dissertation), University of Pittsburgh (2009)
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The authors thank two anonymous referees for useful remarks and suggestions that improved the paper. Paper partially supported by GNCS-INdAM and Regione Campania (Legge 5).
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Di Crescenzo, A., Giorno, V. & Nobile, A.G. Analysis of Reflected Diffusions via an Exponential Time-Based Transformation. J Stat Phys 163, 1425–1453 (2016). https://doi.org/10.1007/s10955-016-1525-9
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DOI: https://doi.org/10.1007/s10955-016-1525-9
Keywords
- Conditional density
- First passage time
- Wiener process
- Ornstein–Uhlenbeck process
- Bessel process
- Rayleigh process