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Ting TM, Ahmad NS, Goh P, Mohamad-Saleh J. Binaural Modelling and Spatial Auditory Cue Analysis of 3D-Printed Ears. SENSORS 2021; 21:s21010227. [PMID: 33401407 PMCID: PMC7795785 DOI: 10.3390/s21010227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Revised: 11/07/2020] [Accepted: 11/11/2020] [Indexed: 11/16/2022]
Abstract
In this work, a binaural model resembling the human auditory system was built using a pair of three-dimensional (3D)-printed ears to localize a sound source in both vertical and horizontal directions. An analysis on the proposed model was firstly conducted to study the correlations between the spatial auditory cues and the 3D polar coordinate of the source. Apart from the estimation techniques via interaural and spectral cues, the property from the combined direct and reverberant energy decay curve is also introduced as part of the localization strategy. The preliminary analysis reveals that the latter provides a much more accurate distance estimation when compared to approximations via sound pressure level approach, but is alone not sufficient to disambiguate the front-rear confusions. For vertical localization, it is also shown that the elevation angle can be robustly encoded through the spectral notches. By analysing the strengths and shortcomings of each estimation method, a new algorithm is formulated to localize the sound source which is also further improved by cross-correlating the interaural and spectral cues. The proposed technique has been validated via a series of experiments where the sound source was randomly placed at 30 different locations in an outdoor environment up to a distance of 19 m. Based on the experimental and numerical evaluations, the localization performance has been significantly improved with an average error of 0.5 m from the distance estimation and a considerable reduction of total ambiguous points to 3.3%.
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Affiliation(s)
- Te Meng Ting
- School of Electrical & Electronic Engineering, Universiti Sains Malaysia, Nibong Tebal 14300, Penang, Malaysia; (T.M.T.); (P.G.); (J.M.-S.)
- Flextronics Systems Sdn. Bhd., Batu Kawan Industrial Park PMT 719 Lingkaran Cassia Selatan, Simpang Ampat 14110, Penang, Malaysia
| | - Nur Syazreen Ahmad
- School of Electrical & Electronic Engineering, Universiti Sains Malaysia, Nibong Tebal 14300, Penang, Malaysia; (T.M.T.); (P.G.); (J.M.-S.)
- Correspondence: ; Tel.: +60-45996014
| | - Patrick Goh
- School of Electrical & Electronic Engineering, Universiti Sains Malaysia, Nibong Tebal 14300, Penang, Malaysia; (T.M.T.); (P.G.); (J.M.-S.)
| | - Junita Mohamad-Saleh
- School of Electrical & Electronic Engineering, Universiti Sains Malaysia, Nibong Tebal 14300, Penang, Malaysia; (T.M.T.); (P.G.); (J.M.-S.)
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Kettler L, Carr CE. Neural Maps of Interaural Time Difference in the American Alligator: A Stable Feature in Modern Archosaurs. J Neurosci 2019; 39:3882-3896. [PMID: 30886018 PMCID: PMC6520516 DOI: 10.1523/jneurosci.2989-18.2019] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2018] [Revised: 02/20/2019] [Accepted: 02/23/2019] [Indexed: 11/21/2022] Open
Abstract
Detection of interaural time differences (ITDs) is crucial for sound localization in most vertebrates. The current view is that optimal computational strategies of ITD detection depend mainly on head size and available frequencies, although evolutionary history should also be taken into consideration. In archosaurs, which include birds and crocodiles, the brainstem nucleus laminaris (NL) developed into the critical structure for ITD detection. In birds, ITDs are mapped in an orderly array or place code, whereas in the mammalian medial superior olive, the analog of NL, maps are not found. As yet, in crocodilians, topographical representations have not been identified. However, nontopographic representations of ITD cannot be excluded due to different anatomical and ethological features of birds and crocodiles. Therefore, we measured ITD-dependent responses in the NL of anesthetized American alligators of either sex and identified the location of the recording sites by lesions made after recording. The measured extracellular field potentials, or neurophonics, were strongly ITD tuned, and their preferred ITDs correlated with the position in NL. As in birds, delay lines, which compensate for external time differences, formed maps of ITD. The broad distributions of best ITDs within narrow frequency bands were not consistent with an optimal coding model. We conclude that the available acoustic cues and the architecture of the acoustic system in early archosaurs led to a stable and similar organization in today's birds and crocodiles, although physical features, such as internally coupled ears, head size, or shape, and audible frequency range, vary among the two groups.SIGNIFICANCE STATEMENT Interaural time difference (ITD) is an important cue for sound localization, and the optimal strategies for encoding ITD in neuronal populations are the subject of ongoing debate. We show that alligators form maps of ITD very similar to birds, suggesting that their common archosaur ancestor reached a stable coding solution different from mammals. Mammals and diapsids evolved tympanic hearing independently, and local optima can be reached in evolution that are not considered by global optimal coding models. Thus, the presence of ITD maps in the brainstem may reflect a local optimum in evolutionary development. Our results underline the importance of comparative animal studies and show that optimal models must be viewed in the light of evolutionary processes.
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Affiliation(s)
- Lutz Kettler
- Lehrstuhl für Zoologie, Technische Universität München, 85354 Freising, Germany, and
| | - Catherine E Carr
- Department of Biology, University of Maryland, College Park, Maryland 20742
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Hong H, Sanchez JT. Need for Speed and Precision: Structural and Functional Specialization in the Cochlear Nucleus of the Avian Auditory System. J Exp Neurosci 2018; 12:1179069518815628. [PMID: 30559595 PMCID: PMC6291874 DOI: 10.1177/1179069518815628] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2018] [Accepted: 11/06/2018] [Indexed: 11/17/2022] Open
Abstract
Birds such as the barn owl and zebra finch are known for their remarkable hearing abilities that are critical for survival, communication, and vocal learning functions. A key to achieving these hearing abilities is the speed and precision required for the temporal coding of sound-a process heavily dependent on the structural, synaptic, and intrinsic specializations in the avian auditory brainstem. Here, we review recent work from us and others focusing on the specialization of neurons in the chicken cochlear nucleus magnocellularis (NM)-a first-order auditory brainstem structure analogous to bushy cells in the mammalian anteroventral cochlear nucleus. Similar to their mammalian counterpart, NM neurons are mostly adendritic and receive auditory nerve input through large axosomatic endbulb of Held synapses. Axonal projections from NM neurons to their downstream auditory targets are sophisticatedly programmed regarding their length, caliber, myelination, and conduction velocity. Specialized voltage-dependent potassium and sodium channel properties also play important and unique roles in shaping the functional phenotype of NM neurons. Working synergistically with potassium channels, an atypical current known as resurgent sodium current promotes rapid and precise action potential firing for NM neurons. Interestingly, these structural and functional specializations vary dramatically along the tonotopic axis and suggest a plethora of encoding strategies for sounds of different acoustic frequencies, mechanisms likely shared across species.
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Affiliation(s)
- Hui Hong
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, USA
| | - Jason Tait Sanchez
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, USA.,Department of Neurobiology, Northwestern University, Evanston, IL, USA.,The Hugh Knowles Hearing Research Center, Northwestern University, Evanston, IL, USA
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Seidl AH, Rubel EW. Systematic and differential myelination of axon collaterals in the mammalian auditory brainstem. Glia 2016; 64:487-94. [PMID: 26556176 PMCID: PMC4752408 DOI: 10.1002/glia.22941] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2015] [Accepted: 10/20/2015] [Indexed: 12/19/2022]
Abstract
A brainstem circuit for encoding the spatial location of sounds involves neurons in the cochlear nucleus that project to medial superior olivary (MSO) neurons on both sides of the brain via a single bifurcating axon. Neurons in MSO act as coincidence detectors, responding optimally when signals from the two ears arrive within a few microseconds. To achieve this, transmission of signals along the contralateral collateral must be faster than transmission of the same signals along the ipsilateral collateral. We demonstrate that this is achieved by differential regulation of myelination and axon caliber along the ipsilateral and contralateral branches of single axons; ipsilateral axon branches have shorter internode lengths and smaller caliber than contralateral branches. The myelination difference is established prior to the onset of hearing. We conclude that this differential myelination and axon caliber requires local interactions between axon collaterals and surrounding oligodendrocytes on the two sides of the brainstem.
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Affiliation(s)
- Armin H. Seidl
- Virginia Merrill Bloedel Hearing Research Center, University of Washington, Seattle, WA
- Department of Neurology, University of Washington, Seattle, WA
| | - Edwin W Rubel
- Virginia Merrill Bloedel Hearing Research Center, University of Washington, Seattle, WA
- Department of Otolaryngology – Head & Neck Surgery, University of Washington, Seattle, WA
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Palanca-Castan N, Köppl C. Change in the coding of interaural time difference along the tonotopic axis of the chicken nucleus laminaris. Front Neural Circuits 2015; 9:43. [PMID: 26347616 PMCID: PMC4542463 DOI: 10.3389/fncir.2015.00043] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2015] [Accepted: 08/05/2015] [Indexed: 11/23/2022] Open
Abstract
Interaural time differences (ITDs) are an important cue for the localization of sounds in azimuthal space. Both birds and mammals have specialized, tonotopically organized nuclei in the brain stem for the processing of ITD: medial superior olive in mammals and nucleus laminaris (NL) in birds. The specific way in which ITDs are derived was long assumed to conform to a delay-line model in which arrays of systematically arranged cells create a representation of auditory space with different cells responding maximally to specific ITDs. This model was supported by data from barn owl NL taken from regions above 3 kHz and from chicken above 1 kHz. However, data from mammals often do not show defining features of the Jeffress model such as a systematic topographic representation of best ITDs or the presence of axonal delay lines, and an alternative has been proposed in which neurons are not topographically arranged with respect to ITD and coding occurs through the assessment of the overall response of two large neuron populations, one in each hemisphere. Modeling studies have suggested that the presence of different coding systems could be related to the animal’s head size and frequency range rather than their phylogenetic group. Testing this hypothesis requires data from across the tonotopic range of both birds and mammals. The aim of this study was to obtain in vivo recordings from neurons in the low-frequency range (<1000 Hz) of chicken NL. Our data argues for the presence of a modified Jeffress system that uses the slopes of ITD-selective response functions instead of their peaks to topographically represent ITD at mid- to high frequencies. At low frequencies, below several 100 Hz, the data did not support any current model of ITD coding. This is different to what was previously shown in the barn owl and suggests that constraints in optimal ITD processing may be associated with the particular demands on sound localization determined by the animal’s ecological niche in the same way as other perceptual systems such as field of best vision.
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Affiliation(s)
- Nicolas Palanca-Castan
- Cluster of Excellence "Hearing4all" and Research Center Neurosensory Science and Department of Neuroscience, School of Medicine and Health Sciences, Carl von Ossietzky University of Oldenburg Oldenburg, Germany
| | - Christine Köppl
- Cluster of Excellence "Hearing4all" and Research Center Neurosensory Science and Department of Neuroscience, School of Medicine and Health Sciences, Carl von Ossietzky University of Oldenburg Oldenburg, Germany
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Carr CE, Shah S, McColgan T, Ashida G, Kuokkanen PT, Brill S, Kempter R, Wagner H. Maps of interaural delay in the owl's nucleus laminaris. J Neurophysiol 2015. [PMID: 26224776 DOI: 10.1152/jn.00644.2015] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Axons from the nucleus magnocellularis form a presynaptic map of interaural time differences (ITDs) in the nucleus laminaris (NL). These inputs generate a field potential that varies systematically with recording position and can be used to measure the map of ITDs. In the barn owl, the representation of best ITD shifts with mediolateral position in NL, so as to form continuous, smoothly overlapping maps of ITD with iso-ITD contours that are not parallel to the NL border. Frontal space (0°) is, however, represented throughout and thus overrepresented with respect to the periphery. Measurements of presynaptic conduction delay, combined with a model of delay line conduction velocity, reveal that conduction delays can account for the mediolateral shifts in the map of ITD.
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Affiliation(s)
- Catherine E Carr
- Department of Biology, University of Maryland, College Park, Maryland;
| | - Sahil Shah
- Department of Biology, University of Maryland, College Park, Maryland
| | - Thomas McColgan
- Institute for Biology II, RWTH Aachen, Aachen, Germany; and Institute for Theoretical Biology, Department of Biology, Humboldt-Universität zu Berlin, and Bernstein Center for Computational Neuroscience, Berlin, Germany
| | - Go Ashida
- Department of Biology, University of Maryland, College Park, Maryland
| | - Paula T Kuokkanen
- Institute for Theoretical Biology, Department of Biology, Humboldt-Universität zu Berlin, and Bernstein Center for Computational Neuroscience, Berlin, Germany
| | - Sandra Brill
- Institute for Biology II, RWTH Aachen, Aachen, Germany; and
| | - Richard Kempter
- Institute for Theoretical Biology, Department of Biology, Humboldt-Universität zu Berlin, and Bernstein Center for Computational Neuroscience, Berlin, Germany
| | - Hermann Wagner
- Institute for Biology II, RWTH Aachen, Aachen, Germany; and
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Palanca-Castan N, Köppl C. In vivo Recordings from Low-Frequency Nucleus Laminaris in the Barn Owl. BRAIN, BEHAVIOR AND EVOLUTION 2015; 85:271-86. [PMID: 26182962 DOI: 10.1159/000433513] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2014] [Accepted: 01/20/2015] [Indexed: 11/19/2022]
Abstract
Localization of sound sources relies on 2 main binaural cues: interaural time differences (ITD) and interaural level differences. ITD computing is first carried out in tonotopically organized areas of the brainstem nucleus laminaris (NL) in birds and the medial superior olive (MSO) in mammals. The specific way in which ITD are derived was long assumed to conform to a delay line model in which arrays of systematically arranged cells create a representation of auditory space, with different cells responding maximally to specific ITD. This model conforms in many details to the particular case of the high-frequency regions (above 3 kHz) in the barn owl NL. However, data from recent studies in mammals are not consistent with a delay line model. A new model has been suggested in which neurons are not topographically arranged with respect to ITD and coding occurs through assessment of the overall response of 2 large neuron populations – 1 in each brainstem hemisphere. Currently available data comprise mainly low-frequency (<1,500 Hz) recordings in the case of mammals and higher-frequency recordings in the case of birds. This makes it impossible to distinguish between group-related adaptations and frequency-related adaptations. Here we report the first comprehensive data set from low-frequency NL in the barn owl and compare it to data from other avian and mammalian studies. Our data are consistent with a delay line model, so differences between ITD processing systems are more likely to have originated through divergent evolution of different vertebrate groups.
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Affiliation(s)
- Nicolas Palanca-Castan
- Cluster of Excellence Hearing4all, Research Center Neurosensory Science and Department of Neuroscience, School of Medicine and Health Sciences, Carl von Ossietzky University, Oldenburg, Germany
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