Vocal tract model speech synthesis pdf

Potential advantages include more natural sounding speech, the advancement of the study of speech production and low bitrate speech coding. A hybrid timefrequency domain articulatory speech synthesizer. The term speech synthesis has been used for diverse technical approaches. The control format consequently provides an efficient, parsimonious description of speech information. It is not an easy task to place different synthesis methods into unique classes. An impulse oscillator with frequency controlled by a trapezoidal waveform provided glottal pulses to the vocal tract model. Depending on the synthesizer, the vocal tract geometry is described in one, two or three dimensions. Synthesis of speech from a dynamic model of the vocal cords. In normal speech, the source sound is produced by the glottal folds, or voice box. Speech production system an overview sciencedirect topics. Speech and audio processing there is a long history of attempts to build mechanical talking heads.

Such mapping techniques are studied for their potential application in speech synthesis, cod ing, and recognition. Models of speech synthesis division of speech, music and hearing. My name is brown westrick, and im going to be talking to you about the speech synthesis project. Evidence from the analysis and synthesis of vocal tract shapes using an articulatory model. Background information about articulatory speech synthesis and the models and methods implemented in vocaltractlab. The source model that excites the vocal tract usually. Utilizing the continuity of the vocal tract shape for synthesizing natural continuous speech, the authors have developed a speech synthesis system using a transmission line model 1. Adapting maedas geometric vocal tract model to ema data 2. However, speech synthesis was not performed in these areabased speech inversion studies. However, speech production is a very complex process and not fully understood in every detail.

Development of speech synthesis simulation system and study. Speech synthesis is the artificial production of human speech. An analysisbysynthesis approach to vocal tract modeling. Estimation of vocaltract shape from speech spectrum and. An analysisbysynthesis approach to vocal tract modeling for robust speech recognition submitted in partial ful.

Focalization is a property that emerges from acoustic model nomograms and refers to points where constriction placement results in formants. The vocal tract wallsand the tongue are repre sentedbythreeindividualgrids. A vocal tract model can be controlled by spectral parameters such as. One of the few commercial articulatory speech synthesis systems is the next based system originally developed and marketed by trillium sound research, a spinoff company of the university of calgarywhere much of the original research was. Synthesis of speech from a dynamic model of the vocal.

Introduction a fundamental part of any articulatory speech synthesizer is a model of the humanvocal tract. A threedimensional model of the vocal tract is under development. Theres existing software called new speech that already does this. The model consists of vocal and nasal tract walls, lips, teeth and tongue, represented as visually distinct articulators by different colours resembling the ones in a natural human vocal tract. Speech synthesis and recognition the scientist and engineer. Vowels are the best examples of voiced sounds,and spectrogramshelp track their periodicstructure. The vocal tract is represented as a bilateral transmission line. The principles are thus very simple, which makes formant synthesis. Box 210071, tucson, az 85721, united states a r t i c l e i n f o article tohistory. In the system, a vocal tract is modelled as 20 acoustic tubes and the change in the areas of the acoustic tubes as a function. Pdf simulation of vocal tract growth for articulatory. It is not an easy task to place different synthesis methods into unique. This model is intended to be applied for the articulatory. A neurocomputational model of speech production and perception is introduced which is organized with respect to human neural processes of speech production and perception.

The excitation source model represents and generates the voiced. The investigated model is more precise compared to the linear prediction model, which models only the formants of the vocal tract. His studies led to the theory that the vocal tract, a cavity between the vocal cords and the lips, is the main site of acoustic articulation. Moving to the acoustic simulation temporal coordination scenario synthetic speech signal t 0 t 1 t 2 34 6 v1 v2 c 5 0 time areas. Using maedas geometric model of the vocal tract, we compute the areas and lengths of the tubes model forming the vocal tract. The kelleylochbaum is a fullblown physical model of the tract. The productionperception model comprises an articial computerimplemented vocal tract as a frontend module, which. Human speech is produced in the vocal tract which can be approximated as a variable diameter tube 1. Mapping from articulatory movements to vocal tract spectrum with gaussian mixture model for articulatory speech synthesis tomoki toda, alan w black, and keiichi tokuda language technologies institute, carnegie mellon uni versity 5000 forbes aenue, pittsburgh, p 152 usa graduate school ofengineering, nagoya institute technology gokisocho. Cepstral vocal tract modelling for textto speech synthesis dr. Articulatory control of a vocal tract model based on fractional delay waveguide filters.

We utilize a geometric model of the vocal tract, adapt it to our speakers, and derive realistic vocal tract shapes from electromagnetic articulograph ema measurements in the mocha database. This article describes theory and research methods employed for articulatory, acoustic, and aerodynamic analysis of speech. Development of speech synthesis simulation system and. Phraselevel speech simulation with an airway modulation. Jun 26, 2007 vowels are synthesized using vocal tract solid models, demonstrating functions of the vocal tract and vocal cords waves. In a synthesis byrule system the output is generated with the help of transformation rules that control the synthesis model such as a vocal tract model, a terminal analog, or some kind of coding. An acousticallydriven vocal tract model for stop consonant production brad h. Sourcefilterbased systems use an abstract model of the speech production system fant 1960. A computer that converts text to speech is one kind of speech synthesizer. Articulatory synthesis generate a sequence of vocal tract shapes by using articulatory and coarticulation models. This method is called articulatory speech synthesis and has the potential to simulate all aspects of speech production.

Lpc modeling of vocal tract 1 lpc linear predictor coding is a method to represent and analyze human speech. The naturalness of the vocal tract model can be used in speech training for hearing impaired children or in second language learning, where the visual feedback supplements the auditory feedback. The area function describes how the cross sectional area of the vocal tract tube. Our main goal for the speech synthesis project was to create simulated speech using a model of the vocal tract in which we would model the flow of air over time. Voiced sounds occur when air is forced from the lungs, through the vocal cords, and out of the mouth andor nose. Mullensimon shelley tract literature speech synthesis. As feature parameters, we focus on stiffness parameters of the vocal folds, vocal tract length, and crosssectional areas of the vocal tract. For synthesis, a source sound is needed that supplies the driver of the vocal tract filter. A model of voicedsound generation is derived in which the detailed acoustic behavior of the human vocal cords and the vocal tract is computed. This synthesizer, known as asy, was a computational model of speech production based on vocal tract models developed at bell laboratories in the 1960s and 1970s by. In a synthesisbyrule system the output is generated with the help of transformation rules which control the synthesis model such as a vocal tract model, a terminal analog or some kind of coding. We hope that this website and software will facilitate the understanding of the human vocal system and the principles of speech production.

The linear predictive coder attempts to approximate the vocal tract filter over a short period of time. The main objective of this report is to map the situation of todays speech synthesis technology and to focus. A threedimensional model of the vocal tract for speech. The excitation source represents either voiced or unvoiced speech, and the filter models the effect produced by the vocal tract on the signal. In mammals it consists of the laryngeal cavity, the pharynx, the oral cavity, and the nasal cavity the estimated average length of the vocal tract in adult male humans is. We then synthesize speech from the vocal tract con. Automatic contour extraction was followed by manual correction of ex. Using a heuristic mapping that is independent of the model, the ema measurements are converted to a maeda parameters. A vocal tract model can be controlled by spectral parameters such as frequency and bandwidth or shape parameters such as size and length. Vocal tract length normalization, expectation maximization optimization, hmm based statistical parametric speech synthesis, speaker adaptation i. Techniques and challenges in speech synthesis arxiv. The vocal tract model consists of 7 wireframe meshes that represent the three dimensional surfaces of the articulators and the vocal tract walls.

Lpc10 is a 8khz speech codec optimized for lowbandwith signals. The preferred approach to computer speech synthesis was for a long time the provision of some kind of filtering, either to match the timevarying spectral output of the vocal tract directly pixel by pixel, or to match the 4 a lowlevel articulatory model or tube model here means a model of the vocal tract that depends on. In these models, the vocal tract is regarded as a piecewise cylindrical acoustic tube. Articulatory synthesis, on the other hand, is the generation of speech from a model of speech production in the vocal tract with system parameters that are based on human physiology. Mar 24, 2020 speech synthesis is a process where verbal communication is replicated through an artificial device. In this paper, we present an effective method for determining the vocal tract area function from speech. Vtdemo is an interactive windows pc program for demonstrating how the quality of different speech sounds can be explained by changes in the shape of the vocal tract. And we want to deport it to cell and then improve the speech quality that it. There is one speech synthesis thread that clearly classifies under computational physical modeling, and that is the topic of vocal tract analog models.

It can also be employed in an articulatory speech synthesis framework to help approximate the vocal tract area function or it can be used to estimate the full tongue. The vocal tract is the cavity in human beings where sound is produced at the sound source and filtered. Examples of manipulations using vocal tract area functions. The sound generating part of the synthesis system can be divided into two subclasses depending upon in which dimensions the model is controlled. The notion analysis by synthesis has not been explored except by manual. It was noticed that whenever the spectral frequencies are expanded, the speech sounded more feminine as if from a shorter vocal tract. Mathematically, the estimation of the vocal tract shape from its output speech is a socalled inverse problem, where the direct problem is the synthesis of speech from a given. Models of speech synthesis voice communication between. Nearly all techniques for speech synthesis and recognition are based on the model of human speech production shown in fig. For plosive sounds he also employed a model of a vocal tract that included a hinged tongue and movable lips. Search for best fit of the tongue and lips profile contours to ema data synthesize speech from vocal tract shapes 3. The first mechanical analogue of an acoustictube model appears to be a handmanipulated leather tube built by wolfgang. Simulation of vocal tract growth for articulatory speech synthesis peter birkholz 1 and bernd j.

The quality of speech synthesis systems also depends on the quality of the production technique which may involve analogue or digital recording and on the facilities used to replay the speech. Vowels are synthesized using vocal tract solid models, demonstrating functions of the vocal tract and vocal cords waves. The models were shaped based on 3d mri and stereolithography rapid. Textto speech synthesis textto speech synthesis provides a complete, endtoend account of the process of generating speech by computer. An articulatory model of the complete vocal tract from. Articulatory synthesis refers to computational techniques for synthesizing speech based on models of the human vocal tract and the articulation processes occurring there. Speech is created by digitally simulating the flow of air through the representation of the vocal tract.

A onedimensional model represents the vocal tract directly by means of its area function. The 3d model also provides a platform for studies on articulatory synthesis, as the vocal tract geometry can be set with a small. Kroger 2 1 institute for computer science, universityof rostock, 180 51 rostock, germany 2 department of phoniatrics, pedaudiology, and communicati on disorders university hospital aachen uka and aachen universityrw th, 52074 aachen, germany. Compute realistic vocal tract shapes from ema data 1. The speech wave is the response of the vocal tract filter system to one or more sound sources. This technique uses algorthims that describe the speech production process during voice and unvoiced sounds.

Most human speech sounds can be classified as either voiced or fricative. A threedimensional model of the vocal tract is pre sented. Simulation model of the vocal tract filter for speech synthesis. Evidence from the analysis and synthesis of vocaltract shapes using an articulatory model. A computer system used for this purpose is called a speech computer or speech synthesizer, and can be implemented in software or hardware products. Vocal system, vocaltractgrowth,articulatory speech synthesis 1. The shape of the vocal tract can be controlled in a number of ways which usually involves modifying the. Cepstral vocal tract modelling for texttospeech synthesis. Timevarying modeling of glottal source and vocal tract. Speech synthesis voice rendering text speech figure 1. Vocal tract trace from haskins laboratories configurable. Also, whenever the spectral frequencies are compressed, the speech sounded more masculine as if from a longer vocal tract. Implementation of vtln for statistical speech synthesis.

The nasal cavity is composed of 5 equallength sections, and is connected to the vocal tract via another section the velum using a threeway scattering junction. One of the few commercial articulatory speech synthesis systems is the next based system originally developed and marketed by trillium sound research, a spinoff company of the university of calgarywhere much of the original research was conducted. An analysisbysynthesis approach to vocal tract modeling for. Timevarying modeling of glottal source and vocal tract and sequential bayesian estimation of model parameters for speech synthesis by adarsh akkshai venkataramani a thesis presented in partial ful llment of the requirements for the degree master of science approved november 2018 by the graduate supervisory committee. The shape of the vocal tract can be controlled in a number of ways which usually involves modifying the position of the speech articulators, such as the tongue, jaw, and lips. The idea of coding human speech is to change the representation of the speech. Towards a neurocomputational model of speech production. We describe a computer model of the human vocal cords and vocal tract that is amenable to dynamic control by parameters directly identified in the human physiology. Speech synthesis by mapping articulator movement patterns to a shape. Some of the common labels are often used to characterize a complete system rather than the model it stands for. The following table explains how to get from a vocal tract to a synthetic sound. Mullensimon shelley continuous variation of the vocal tract length in a kellylochbaum type speech production model. A threedimensional model of the vocal tract for speech synthesis peter birkholz and dietmar jackel institute for computer graphics, department for computer sciences, university of rostock 18055 rostock, germany. Mixed source model and its adapted vocal tract filter.

Our method usesthesensitivityfunction,andextendsthepreviousstudiesof. Hunnicutt, and klatt 1987 the foundations for speech synthesis based on acoustical or. In current methods for voice transformation and speech synthesis, the vocal tract. An acousticallydriven vocal tract model for stop consonant. The model, coupled with a specific excitation, can be used for speech synthesis. Techniques for estimating vocaltract shapes from the speech. Typically, such models are derived from radiographic or magnetic resonance images mri of the the vocal tract of an adult speaker. One of the theories, dispersionfocalization theory dft, combines two ideas that include focalization and contrast maximization. Giving an indepth explanation of all aspects of current speech synthesis technology, it assumes no specialised prior knowledge. Mapping from articulatory movements to vocal tract spectrum with gaussian mixture model for articulatory speech synthesis tomoki toda, alan w black, and keiichi tokuda language technologies institute, carnegie mellon uni. We present a threedimensional articulatory model of the vocal tract with the capability to simulate growth from infancy to adulthood. During the voiced portions of speech, however, the ex citation of the tract is provided by a nonlinear model of the vocal cord oscillator ishizaka and flanagan lo.

In birds it consists of the trachea, the syrinx, the oral cavity, the upper part of the esophagus, and the beak. Abstract a threedimensional model of the vocal tract is presented. Vocal tract modelling and speech synthesis 409 dynamic acoustical modeling of the vocal tract in the case of variation of the vocal tract configuration, the speed of variation of the vocal tract area function is generally considered small enough to allow pointbypoint calculations of the static behavior. Continuous variation of the vocal tract length in a kellylochbaum type speech production model. Classification of speech under stress based on modeling of. In theory, the most accurate method is articulatory synthesis which models the human speech production system directly, but it is also the most difficult approach. A textto speech tts system converts normal language text into speech. Speech production is modeled as an excitation source that is passed through a linear digital filter. A threedimensional model of the vocal tract for speech synthesis. Lpc linear predictor coding is a method to represent and analyze human speech. A multilinear tongue model derived from speech related mri. The application of the model to singing voice synthesis.

Synthesis of voiced sounds from a twomass model of the. We present a complete system for imagebased 3d vocal tract analysis ranging from mr image acquisition during phonation, semiautomatic image processing, quantitative modeling including model based speech synthesis, to quantitative model evaluation by comparison between recorded and synthesized phoneme sounds. Pdf speech synthesis by mapping articulator movement. The lf glottal pulse model used here is a pretty good excitation signal. Articulatory speech synthesis models the natural speech production process. An analysisbysynthesis approach to vocal tract modeling for robust speech recognition. Theshapeofthegrids is determined by a set of parameters specifying the form and position of the tongue, the lips, the velum, the larynx and the jaw. Lncs 5242 human vocal tract analysis by in vivo 3d mri. Evaluating speech synthesis systems has therefore often been compromised by differences between production techniques and replay facilities. Introduction the ability to transform voice identity in textto speech synthesis tts is an important area of research with applications in medical, security and entertainment industries. The development of an airway modulation model is described that simulates the timevarying changes of the glottis and vocal tract, as well as acoustic wave propagation, during speech production.