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Modern measurement schemes for linear dynamical systems are typically designed so that different sensors can be scheduled to be used at each time step. To determine which sensors to use, various metrics have been suggested. One possible such metric is the observability of the system. Observability is a binary condition

Modern measurement schemes for linear dynamical systems are typically designed so that different sensors can be scheduled to be used at each time step. To determine which sensors to use, various metrics have been suggested. One possible such metric is the observability of the system. Observability is a binary condition determining whether a finite number of measurements suffice to recover the initial state. However to employ observability for sensor scheduling, the binary definition needs to be expanded so that one can measure how observable a system is with a particular measurement scheme, i.e. one needs a metric of observability. Most methods utilizing an observability metric are about sensor selection and not for sensor scheduling. In this dissertation we present a new approach to utilize the observability for sensor scheduling by employing the condition number of the observability matrix as the metric and using column subset selection to create an algorithm to choose which sensors to use at each time step. To this end we use a rank revealing QR factorization algorithm to select sensors. Several numerical experiments are used to demonstrate the performance of the proposed scheme.
ContributorsIlkturk, Utku (Author) / Gelb, Anne (Thesis advisor) / Platte, Rodrigo (Thesis advisor) / Cochran, Douglas (Committee member) / Renaut, Rosemary (Committee member) / Armbruster, Dieter (Committee member) / Arizona State University (Publisher)
Created2015
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Description
Research on /r/ production previously used formant analysis as the primary acoustic analysis, with particular focus on the low third formant in the speech signal. Prior imaging of speech used X-Ray, MRI, and electromagnetic midsagittal articulometer systems. More recently, the signal processing technique of Mel-log spectral plots has been used

Research on /r/ production previously used formant analysis as the primary acoustic analysis, with particular focus on the low third formant in the speech signal. Prior imaging of speech used X-Ray, MRI, and electromagnetic midsagittal articulometer systems. More recently, the signal processing technique of Mel-log spectral plots has been used to study /r/ production in children and female adults. Ultrasound imaging of the tongue also has been used to image the tongue during speech production in both clinical and research settings. The current study attempts to describe /r/ production in three different allophonic contexts; vocalic, prevocalic, and postvocalic positions. Ultrasound analysis, formant analysis, Mel-log spectral plots, and /r/ duration were measured for /r/ production in 29 adult speakers (10 male, 19 female). A possible relationship between these variables was also explored. Results showed that the amount of superior constriction in the postvocalic /r/ allophone was significantly lower than the other /r/ allophones. Formant two was significantly lower and the distance between formant two and three was significantly higher for the prevocalic /r/ allophone. Vocalic /r/ had the longest average duration, while prevocalic /r/ had the shortest duration. Signal processing results revealed candidate Mel-bin values for accurate /r/ production for each allophone of /r/. The results indicate that allophones of /r/ can be distinguished based the different analyses. However, relationships between these analyses are still unclear. Future research is needed in order to gather more data on /r/ acoustics and articulation in order to find possible relationships between the analyses for /r/ production.
ContributorsHirsch, Megan Elizabeth (Author) / Weinhold, Juliet (Thesis director) / Gardner, Joshua (Committee member) / Department of Speech and Hearing Science (Contributor) / Department of Psychology (Contributor) / Barrett, The Honors College (Contributor)
Created2017-05
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Description
The purpose of this study was to identify acoustic markers that correlate with accurate and inaccurate /r/ production in children ages 5-8 using signal processing. In addition, the researcher aimed to identify predictive acoustic markers that relate to changes in /r/ accuracy. A total of 35 children (23 accurate, 12

The purpose of this study was to identify acoustic markers that correlate with accurate and inaccurate /r/ production in children ages 5-8 using signal processing. In addition, the researcher aimed to identify predictive acoustic markers that relate to changes in /r/ accuracy. A total of 35 children (23 accurate, 12 inaccurate, 8 longitudinal) were recorded. Computerized stimuli were presented on a PC laptop computer and the children were asked to do five tasks to elicit spontaneous and imitated /r/ production in all positions. Files were edited and analyzed using a filter bank approach centered at 40 frequencies based on the Mel-scale. T-tests were used to compare spectral energy of tokens between accurate and inaccurate groups and additional t-tests were used to compare duration of accurate and inaccurate files. Results included significant differences between the accurate and inaccurate productions of /r/, notable differences in the 24-26 mel bin range, and longer duration of inaccurate /r/ than accurate. Signal processing successfully identified acoustic features of accurate and inaccurate production of /r/ and candidate predictive markers that may be associated with acquisition of /r/.
ContributorsBecvar, Brittany Patricia (Author) / Azuma, Tamiko (Thesis advisor) / Weinhold, Juliet (Committee member) / Berisha, Visar (Committee member) / Arizona State University (Publisher)
Created2017
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Description

The purpose of this longitudinal study was to predict /r/ acquisition using acoustic signal processing. 19 children, aged 5-7 with inaccurate /r/, were followed until they turned 8 or acquired /r/, whichever came first. Acoustic and descriptive data from 14 participants were analyzed. The remaining 5 children continued to be

The purpose of this longitudinal study was to predict /r/ acquisition using acoustic signal processing. 19 children, aged 5-7 with inaccurate /r/, were followed until they turned 8 or acquired /r/, whichever came first. Acoustic and descriptive data from 14 participants were analyzed. The remaining 5 children continued to be followed. The study analyzed differences in spectral energy at the baseline acoustic signals of participants who eventually acquired /r/ compared to that of those who did not acquire /r/. Results indicated significant differences between groups in the baseline signals for vocalic and postvocalic /r/, suggesting that the acquisition of certain allophones may be predictable. Participants’ articulatory changes made during the progression of acquisition were also analyzed spectrally. A retrospective analysis described the pattern in which /r/ allophones were acquired, proposing that vocalic /r/ and the postvocalic variant of consonantal /r/ may be acquired prior to prevocalic /r/, and /r/ followed by low vowels may be acquired before /r/ followed by high vowels, although individual variations exist.

ContributorsConger, Sarah Grace (Author) / Weinhold, Juliet (Thesis director) / Daliri, Ayoub (Committee member) / Bruce, Laurel (Committee member) / College of Health Solutions (Contributor, Contributor, Contributor) / Barrett, The Honors College (Contributor)
Created2021-05
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Description

The purpose of this study was to explore the relationship between orofacial myofunctional disorder (OMD) and speech production errors of /s/ and /z/. A randomized sample of 32 college-aged participants was analyzed to determine OMD prevalence. Further recruitment took place for those that had current speech errors or had a

The purpose of this study was to explore the relationship between orofacial myofunctional disorder (OMD) and speech production errors of /s/ and /z/. A randomized sample of 32 college-aged participants was analyzed to determine OMD prevalence. Further recruitment took place for those that had current speech errors or had a history of speech therapy, totaling 39 participants (ages 18-36). Subjects participated in an evaluation (ranging from 0:18:27 to 0:30:08) where OMD classification was determined through the validated 2010 Expanded Orofacial Myofunctional Evaluation with Scores protocol (OMES-E), and speech production errors were assessed through spontaneous speech and a reading sample. Through a descriptive analysis of the first 32 participants, greater prevalence of OMD was seen in participants who exhibited moderate to severe speech errors than those with mild/subclinical and no speech errors. Results from the 39 participants indicated a significant correlation between OMD classification and speech errors. Further analysis showed speech errors were significantly correlated with the OMES-E subtests of physical features/posture and mobility. Results suggest that OMD may be a contributing factor to persistent speech errors in college-aged students. Further research may indicate that OMD characteristics need to be treated alongside speech sound disorders to aid in successful remediation of speech errors in individuals who exhibit both OMD and speech errors.

ContributorsMatthews, Kaley (Author) / Weinhold, Juliet (Thesis director) / Bruce, Laurel (Committee member) / Leslie, Joy (Committee member) / Barrett, The Honors College (Contributor) / College of Health Solutions (Contributor) / Sanford School of Social and Family Dynamics (Contributor)
Created2022-05
Description
Orofacial Myofunctional Disorder (OMD) is defined as “abnormal movement patterns of the face and mouth” by ASHA (2023). OMD leads to anterior carriage of the tongue, open mouth posture, mouth breathing, and tongue thrust swallow. Dentalization speech errors of /s/ and /z/ are also known to be caused by low and forward position

Orofacial Myofunctional Disorder (OMD) is defined as “abnormal movement patterns of the face and mouth” by ASHA (2023). OMD leads to anterior carriage of the tongue, open mouth posture, mouth breathing, and tongue thrust swallow. Dentalization speech errors of /s/ and /z/ are also known to be caused by low and forward position of the tongue (Wadsworth, Maui, & Stevens, 1998). This study used the OMES-E protocol to identify 10 out of 40 participants with OMD. A cut-off below 80% accuracy for the production of /s/ and /z/ sounds classified 6 out of 40 participants with speech errors. Then, a correlation was run between speech score and OMD classification; it was not significant. This raises the question, why do some people with OMD have moderate to severe speech errors of /s/ and /z/, and some who have OMD do not? This study aims to explore this question beyond the motor modality. Using an auditory perception paradigm, the first and second formants of the vowel /ɛ/ were shifted to approximate /æ/. The participant’s responses and compensations to these shifts were recorded in real time. Results of this perceptual test could suggest that perceptual/compensatory differences may explain why some people in the OMD population have speech errors and some do not.
ContributorsDeOrio, Sophia (Author) / Weinhold, Juliet (Thesis director) / Bruce, Laurel (Committee member) / Barrett, The Honors College (Contributor) / School of Public Affairs (Contributor) / College of Health Solutions (Contributor) / Sanford School of Social and Family Dynamics (Contributor)
Created2023-12