A general stochastic model for nucleation and linear growth
Open Access
- 1 August 1996
- journal article
- Published by Institute of Mathematical Statistics in The Annals of Applied Probability
- Vol. 6 (3) , 903-921
- https://doi.org/10.1214/aoap/1034968233
Abstract
The model considered here has arisen in a number of completely separate contexts: release of neurotransmitter at neuromuscular synapses, unravelling of strands of DNA, differentiation of cells into heterocysts in algae and growth of crystals. After a shear transformation the model becomes a Markov process, based on a Poisson process on the upper half plane, homogeneous in the horizontal (time) direction, which increases at unit rate except for occasional "drops." By considering the process separately when it is above or below a given "level," for any interval on the time axis, we obtain in particular exact moment results and prove asymptotic normality for long time intervals for the number of downcrossings in the interval, the total time in the interval when the process is below the specified level and the number of drops in the interval. Limit distributions as the length of interval tends to infinity are obtained for the level at which the interval is "covered." It is shown that several problems considered in the literature have analytic solutions as special cases of the general model. The numerical results from one special case are compared to statistics obtained from experimental data from neurobiology.Keywords
This publication has 10 references indexed in Scilit:
- Probabilistic secretion of quanta at somatic motor-nerve terminals : the fusion-pore model, quantal detection and autoinhibitionPhilosophical Transactions Of The Royal Society B-Biological Sciences, 1995
- A limit theorem for the replication time of a DNA moleculeJournal of Applied Probability, 1995
- On the Markov renewal theoremStochastic Processes and their Applications, 1994
- Estimation for a linear growth modelStatistics & Probability Letters, 1992
- A linear random growth modelJournal of Applied Probability, 1990
- Probabilistic secretion of quanta from nerve terminals at synaptic sites on muscle cells: non-uniformity, autoinhibition and the binomial hypothesisProceedings of the Royal Society of London. B. Biological Sciences, 1990
- A probabilistic model for the time to unravel a strand of dnaCommunications in Statistics. Stochastic Models, 1988
- Stopped Random WalksPublished by Springer Nature ,1988
- Formation of one-dimensional patterns by stochastic processes and by filamentous blue-green algaeDevelopmental Biology, 1975
- Station re zuf llige Ma e auf lokalkompakten Abelschen GruppenProbability Theory and Related Fields, 1967