Sound and the City: Current Perspectives on Acoustic Geo-Sensing in Urban Environment
Acoustic geo-sensing deals with the derivation of spatial information from audio data. Motivated by the rising field of sensing information in (smart) cities, we present current perspectives and a methodological update on the acoustic-based solution of recognition problems in a complex urban real-wo...
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Veröffentlicht in: | Acta acustica united with Acustica 2019, Vol.105 (5), p.766-778 |
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creator | Pokorny, Florian B. Fišer, Moritz Graf, Franz Marschik, Peter B. Schuller, Björn W. |
description | Acoustic geo-sensing deals with the derivation of spatial information from audio data. Motivated by the rising field of sensing information in (smart) cities, we present current perspectives and a methodological update on the acoustic-based solution of recognition problems in a complex
urban real-world scenario. In particular, we examine a static and a sequential approach for the automatic recognition of a cyclist's route between fixed endpoints, the route direction, and the route progress, solely based on the audio data recorded with a cell-phone attached to the cyclist.
To this end, we introduce the freely available 'Graz Cell-phone Cycle Corpus extended' (
GC
3
+
) that consists of more than 25 h of GPS-annotated audio material recorded in the southern urban area of the city of Graz, Austria. Promising recognition results confirm
basic feasibility of acoustic geo-sensing in an urban environment. The approach's theoretical potential of being generalised to support the solution of position tracking problems on a multi-dimensional urban grid gives reason for the implementation of acoustic geo-sensing methodology in a
number of real-world applications. |
doi_str_mv | 10.3813/AAA.919357 |
format | Article |
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urban real-world scenario. In particular, we examine a static and a sequential approach for the automatic recognition of a cyclist's route between fixed endpoints, the route direction, and the route progress, solely based on the audio data recorded with a cell-phone attached to the cyclist.
To this end, we introduce the freely available 'Graz Cell-phone Cycle Corpus extended' (
GC
3
+
) that consists of more than 25 h of GPS-annotated audio material recorded in the southern urban area of the city of Graz, Austria. Promising recognition results confirm
basic feasibility of acoustic geo-sensing in an urban environment. The approach's theoretical potential of being generalised to support the solution of position tracking problems on a multi-dimensional urban grid gives reason for the implementation of acoustic geo-sensing methodology in a
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urban real-world scenario. In particular, we examine a static and a sequential approach for the automatic recognition of a cyclist's route between fixed endpoints, the route direction, and the route progress, solely based on the audio data recorded with a cell-phone attached to the cyclist.
To this end, we introduce the freely available 'Graz Cell-phone Cycle Corpus extended' (
GC
3
+
) that consists of more than 25 h of GPS-annotated audio material recorded in the southern urban area of the city of Graz, Austria. Promising recognition results confirm
basic feasibility of acoustic geo-sensing in an urban environment. The approach's theoretical potential of being generalised to support the solution of position tracking problems on a multi-dimensional urban grid gives reason for the implementation of acoustic geo-sensing methodology in a
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urban real-world scenario. In particular, we examine a static and a sequential approach for the automatic recognition of a cyclist's route between fixed endpoints, the route direction, and the route progress, solely based on the audio data recorded with a cell-phone attached to the cyclist.
To this end, we introduce the freely available 'Graz Cell-phone Cycle Corpus extended' (
GC
3
+
) that consists of more than 25 h of GPS-annotated audio material recorded in the southern urban area of the city of Graz, Austria. Promising recognition results confirm
basic feasibility of acoustic geo-sensing in an urban environment. The approach's theoretical potential of being generalised to support the solution of position tracking problems on a multi-dimensional urban grid gives reason for the implementation of acoustic geo-sensing methodology in a
number of real-world applications.</abstract><doi>10.3813/AAA.919357</doi><tpages>13</tpages></addata></record> |
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issn | 1610-1928 |
language | eng |
recordid | cdi_swepub_primary_oai_swepub_ki_se_606611 |
source | Alma/SFX Local Collection |
subjects | Medicin och hälsovetenskap |
title | Sound and the City: Current Perspectives on Acoustic Geo-Sensing in Urban Environment |
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