@InProceedings{Kröger2016_319,
author = {Bernd J. Kröger and Trevor Bekolay and Peter Blouw},
booktitle = {Studientexte zur Sprachkommunikation: Elektronische Sprachsignalverarbeitung 2016},
title = {Modeling Motor Planning in Speech Production Using the Neural Engineering Framework},
year = {2016},
editor = {Oliver Jokisch},
month = mar,
pages = {15--22},
publisher = {TUDpress, Dresden},
abstract = {Background: Currently, there exists no comprehensive and biologically
inspired model of speech production that utilizes spiking neuron. Goal: We introduce
a speech production model based on a spiking neuron approach called the Neural
Engineering Framework (NEF). Using the NEF to model temporal behavior at the
neural level ma biologically plausible way, we present a model of the temporal
coordination of vocal tract actions in speech production (1c. motor planning) with
neural oscillators. Method: Neural oscillators are postulated in our model at the
syllable and vocal tract action level. They define relative or intrinsic time scales for each vocal tract action as well as for each syllable and thus allow mtrinsic timimg or phasing of speech actions. Results: The model is capable of producing a sequence of
syllable-sed motor plans that generate muscle group activation patterns for
controlling model articulators. Simulations of syllable sequences Indicate that this
model is capable of modeling a wide range of speaking rates by altering mdividual
syllable oscillator frequencies. Conclusions: This approach can be used as a starting
point for developing biologically realistic neural models of speech processing.},
isbn = {978-3-959080-40-8},
issn = {0940-6832},
keywords = {Sprachproduktion, Sprachtherapie und Diagnostik},
url = {https://www.essv.de/pdf/pdf/2016_15_22.pdf},
}