DISCOVERING OPTIMUM METHOD TO EXTRACT DEPTH INFORMATION FOR NEARSHORE COASTAL WATERS FROM SENTINEL-2A IMAGERY- CASE STUDY: NAYBAND BAY, IRAN

The capabilities of Sentinel-2A imagery to determine bathymetric information in shallow coastal waters were examined. In this regard, two Sentinel-2A images (acquired on February and March 2016 in calm weather and relatively low turbidity) were selected from Nayband Bay, located in the northern Pers...

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Main Author: K. Kabiri
Format: Article
Language:English
Published: Copernicus Publications 2017-09-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4-W4/105/2017/isprs-archives-XLII-4-W4-105-2017.pdf
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spelling doaj-479ce65753ad4c4f979957a4810a34362020-11-24T22:01:13ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342017-09-01XLII-4-W410511010.5194/isprs-archives-XLII-4-W4-105-2017DISCOVERING OPTIMUM METHOD TO EXTRACT DEPTH INFORMATION FOR NEARSHORE COASTAL WATERS FROM SENTINEL-2A IMAGERY- CASE STUDY: NAYBAND BAY, IRANK. Kabiri0Department of Marine Remote Sensing, Iranian National Institute for Oceanography and Atmospheric Science, Tehran, IranThe capabilities of Sentinel-2A imagery to determine bathymetric information in shallow coastal waters were examined. In this regard, two Sentinel-2A images (acquired on February and March 2016 in calm weather and relatively low turbidity) were selected from Nayband Bay, located in the northern Persian Gulf. In addition, a precise and accurate bathymetric map for the study area were obtained and used for both calibrating the models and validating the results. Traditional linear and ratio transform techniques, as well as a novel integrated method, were employed to determine depth values. All possible combinations of the three bands (Band 2: blue (458-523 nm), Band 3: green (543-578 nm), and Band 4: red (650-680 nm), spatial resolution: 10 m) have been considered (11 options) using the traditional linear and ratio transform techniques, together with 10 model options for the integrated method. The accuracy of each model was assessed by comparing the determined bathymetric information with field measured values. The correlation coefficients (<i>R<sup>2</sup></i>), and root mean square errors (RMSE) for validation points were calculated for all models and for two satellite images. When compared with the linear transform method, the method employing ratio transformation with a combination of all three bands yielded more accurate results (<i>R<sup>2</sup><sub>Mac</sub></i> = 0.795, <i>R<sup>2</sup><sub>Feb</sub></i> = 0.777, RMSE<i><sub>Mac</sub></i> = 1.889 m, and RMSE<i><sub>Feb</sub></i> =2.039 m). Although most of the integrated transform methods (specifically the method including all bands and band ratios) have yielded the highest accuracy, these increments were not significant, hence the ratio transformation has selected as optimum method.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4-W4/105/2017/isprs-archives-XLII-4-W4-105-2017.pdf
collection DOAJ
language English
format Article
sources DOAJ
author K. Kabiri
spellingShingle K. Kabiri
DISCOVERING OPTIMUM METHOD TO EXTRACT DEPTH INFORMATION FOR NEARSHORE COASTAL WATERS FROM SENTINEL-2A IMAGERY- CASE STUDY: NAYBAND BAY, IRAN
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet K. Kabiri
author_sort K. Kabiri
title DISCOVERING OPTIMUM METHOD TO EXTRACT DEPTH INFORMATION FOR NEARSHORE COASTAL WATERS FROM SENTINEL-2A IMAGERY- CASE STUDY: NAYBAND BAY, IRAN
title_short DISCOVERING OPTIMUM METHOD TO EXTRACT DEPTH INFORMATION FOR NEARSHORE COASTAL WATERS FROM SENTINEL-2A IMAGERY- CASE STUDY: NAYBAND BAY, IRAN
title_full DISCOVERING OPTIMUM METHOD TO EXTRACT DEPTH INFORMATION FOR NEARSHORE COASTAL WATERS FROM SENTINEL-2A IMAGERY- CASE STUDY: NAYBAND BAY, IRAN
title_fullStr DISCOVERING OPTIMUM METHOD TO EXTRACT DEPTH INFORMATION FOR NEARSHORE COASTAL WATERS FROM SENTINEL-2A IMAGERY- CASE STUDY: NAYBAND BAY, IRAN
title_full_unstemmed DISCOVERING OPTIMUM METHOD TO EXTRACT DEPTH INFORMATION FOR NEARSHORE COASTAL WATERS FROM SENTINEL-2A IMAGERY- CASE STUDY: NAYBAND BAY, IRAN
title_sort discovering optimum method to extract depth information for nearshore coastal waters from sentinel-2a imagery- case study: nayband bay, iran
publisher Copernicus Publications
series The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 1682-1750
2194-9034
publishDate 2017-09-01
description The capabilities of Sentinel-2A imagery to determine bathymetric information in shallow coastal waters were examined. In this regard, two Sentinel-2A images (acquired on February and March 2016 in calm weather and relatively low turbidity) were selected from Nayband Bay, located in the northern Persian Gulf. In addition, a precise and accurate bathymetric map for the study area were obtained and used for both calibrating the models and validating the results. Traditional linear and ratio transform techniques, as well as a novel integrated method, were employed to determine depth values. All possible combinations of the three bands (Band 2: blue (458-523 nm), Band 3: green (543-578 nm), and Band 4: red (650-680 nm), spatial resolution: 10 m) have been considered (11 options) using the traditional linear and ratio transform techniques, together with 10 model options for the integrated method. The accuracy of each model was assessed by comparing the determined bathymetric information with field measured values. The correlation coefficients (<i>R<sup>2</sup></i>), and root mean square errors (RMSE) for validation points were calculated for all models and for two satellite images. When compared with the linear transform method, the method employing ratio transformation with a combination of all three bands yielded more accurate results (<i>R<sup>2</sup><sub>Mac</sub></i> = 0.795, <i>R<sup>2</sup><sub>Feb</sub></i> = 0.777, RMSE<i><sub>Mac</sub></i> = 1.889 m, and RMSE<i><sub>Feb</sub></i> =2.039 m). Although most of the integrated transform methods (specifically the method including all bands and band ratios) have yielded the highest accuracy, these increments were not significant, hence the ratio transformation has selected as optimum method.
url https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4-W4/105/2017/isprs-archives-XLII-4-W4-105-2017.pdf
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