| In this dissertation, we investigate some problems in fractional Brownian motion and stochastic partial differential partial differential equations driven by fractional Brownian motion and Hilbert space valued Wiener process.;This dissertation is organized as follows.;In Chapter 1, we introduce some preliminaries on fractional Brownian motion and Malliavin calculus, used in this research. Some main original results are also stated also in this chapter.;In Chapter 2, the notion of fractional martingale as the fractional derivative of order alpha of a continuous local martingale, where alpha ∈ (-1/2, 1/2), is introduced. Then we show that it has a nonzero finite variation of order 21+2a , under some integrability assumptions on the quadratic variation of the local martingale. As an application, we achieve our objective, an extension of Levy's characterization theorem to fractional Brownian motion.;Chapter 3 is concerned with the problem of exponential moments of the renormalized self-intersection local time of the d-dimensional fractional Brownian motion with Hurst parameter H ∈ (0, 1). We first apply Clark-Ocone formula to deduce an explicit integral representation for this random variable and then derive the existence of some exponential moments.;In Chapter 4, we establish a version of the Feynman-Kac formula for the multi-dimensional stochastic heat equation with a multiplicative fractional Brownian sheet. We use the techniques of Malliavin calculus to prove that the process defined by the Feynman-Kac formula is a weak solution of the stochastic heat equation. From the Feynman-Kac formula we establish the smoothness of the density of the solution, and the Holder regularity of the solution in the space and time variables. We also derive a Feynman-Kac formula for the stochastic heat equation in the Skorohod sense and we obtain Feynman-Kac formula to each Wiener chaos of the solution.;In Chapter 5, A version of the Feynman-Kac formula for the multidimensional stochastic heat equation with spacially correlated noise is established. For a class of stochastic heat equations, we study the Holder continuity of the solutions, and get an explicit expression for the Malliavin derivatives of the solutions by using the Feynman-Kac formula. Based on the above results and the result from the Malliavin calculus, we show that the law of the solution of the stochastic heat equation has smooth density. |