Itô diffusions that move on level sets of functions in Rn, which we have called level processes, are an overlooked variant of the classical Itô processes. These processes find themselves nestled between the study of regular Itô diffusions in Rn and diffusions which are bound to smooth manifolds. In this thesis we present how to construct these level processes, in both the plane and n-space, with their properties in the plane being examined. We also show how these processes connect to the Itô diffusions on smooth manifolds. In addition, we derive how to affix a given system of Itô diffusion to a level set, given certain constraints. Lastly, we give a brief overview of three numerical schemes for stochastic differential equations and investigate their applicability to the simulation of level processes. For both the probabilistic and numeric sections, reflections on the work done are given and possible extensions, such as the relaxation of the smoothness condition for the level set, are briefly outlined.
| Identifer | oai:union.ndltd.org:UPSALLA1/oai:DiVA.org:uu-507997 |
| Date | January 2023 |
| Creators | Olofsson, Coën |
| Publisher | Uppsala universitet, Analys och partiella differentialekvationer, Uppsala universitet, Statistik, AI och data science |
| Source Sets | DiVA Archive at Upsalla University |
| Language | English |
| Detected Language | English |
| Type | Student thesis, info:eu-repo/semantics/bachelorThesis, text |
| Format | application/pdf |
| Rights | info:eu-repo/semantics/openAccess |
| Relation | U.U.D.M. project report ; 29 |
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