Gaussian Process Synthesis of Artificial Sounds

نویسندگان

چکیده

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Modeling Sounds with Gaussian Modulation Cascade Processes

The processing of sensory input is intimately linked to its statistical structure, and this relationship can been used to derive computational models of sensory processing. For instance, one approach is to devise a model for the sensory data that captures the observed statistical structure through latent variables, and then to view sensory processing as inference under this model. This approach...

متن کامل

Gaussian Process CCA for Image Synthesis and Robotic Imitation

We propose an algorithm for Gaussian process-based nonlinear canonical correlation analysis (CCA) for learning common hidden structure given corresponding sets of heterogenous observations. The observation spaces are linked via a single, reduced-dimensionality latent variable space. We present results from two datasets demonstrating the algorithms’s ability to synthesize novel data from learned...

متن کامل

Stochastic dynamic predictions using Gaussian process models for nanoparticle synthesis

Gaussian process modeling (also known as kriging) is an empirical modeling approach that has been widely applied in engineering for the approximation of deterministic functions, due to its flexibility and ability to interpolate observed data. Despite its statistical properties, Gaussian process models (GPM) have not been employed to describe the dynamics of stochastic systems with multiple outp...

متن کامل

Modal Synthesis of Weapon Sounds

Sound synthesis can be used as an effective tool in sound design. This paper presents an interactive model that synthesizes high quality, impact-based combat weapons and gunfire sound effects. A procedural audio approach was taken to compute the model. The model was devised by extracting the frequency peaks of the sound source. Sound variations were then created in real-time using additive synt...

متن کامل

Spatialized Synthesis of Noisy Environmental Sounds

In this paper, an overview of the stochastic modeling for analysis/synthesis of noisy sounds is presented. In particular, we focused on the time-frequency domain synthesis based on the inverse fast Fourier transform (IFFT) algorithm from which we proposed the design of a spatialized synthesizer. The originality of this synthesizer remains in its one-stage architecture that efficiently combines ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Applied Sciences

سال: 2020

ISSN: 2076-3417

DOI: 10.3390/app10051781