Have a personal or library account? Click to login
Impact of cloud cover on local remote sensing – Piaśnica River case study Cover

Impact of cloud cover on local remote sensing – Piaśnica River case study

By: Marcin Paszkuta  
Open Access
|Nov 2022

Figures & Tables

Figure 1

The River Piaśnica mouth: (a) Satellite view (source: googlemaps - Copernicus). (b) At the beach level (http://www.debki.pl). (c) Situation map of the area presented (blue square). (d) Mouth length with Sentinel-2/MSI data. (e) Distribution of the mouth lengths analysed, for environmental comparisons.
The River Piaśnica mouth: (a) Satellite view (source: googlemaps - Copernicus). (b) At the beach level (http://www.debki.pl). (c) Situation map of the area presented (blue square). (d) Mouth length with Sentinel-2/MSI data. (e) Distribution of the mouth lengths analysed, for environmental comparisons.

Figure 2

An example of data supplied by the Sentinel-3/OLCI of 2020.01.05 9:24 UTC for the southern Baltic Sea: (a) RGB - Composites True Color (for Sentinel-3/OLCI channels: 4 blue, 6 green, 8 red – see Table 2). (b) a systemic cloud cover mask supplied with data (S3B_OL_2_LFR/OTCI/LQSF_CLOUD); (c) Situation map of the area presented.
An example of data supplied by the Sentinel-3/OLCI of 2020.01.05 9:24 UTC for the southern Baltic Sea: (a) RGB - Composites True Color (for Sentinel-3/OLCI channels: 4 blue, 6 green, 8 red – see Table 2). (b) a systemic cloud cover mask supplied with data (S3B_OL_2_LFR/OTCI/LQSF_CLOUD); (c) Situation map of the area presented.

Figure 3

A Sentinel-2/MSI image of the Gulf of Gdańsk of 2020.01.01 10:03 UTC: (a) RGB - Composites True Color (for Sentinel-2/MSI channels: 2 blue, 3 green, 4 red – see Table 1). (b) Opaque cloud cover mask. (c) Cirrus cloud cover mask; supplied with the systemic data. (d) Situation map of the area presented.
A Sentinel-2/MSI image of the Gulf of Gdańsk of 2020.01.01 10:03 UTC: (a) RGB - Composites True Color (for Sentinel-2/MSI channels: 2 blue, 3 green, 4 red – see Table 1). (b) Opaque cloud cover mask. (c) Cirrus cloud cover mask; supplied with the systemic data. (d) Situation map of the area presented.

Figure 4

A relationship between Copernicus data-based cloud cover over the Piaśnica site: (a) Cloud cover estimated in a supervised manner (by a trained observer) with Sentinel-2/MSI data. (b) Unsupervised estimation (Paszkuta 2019) with Sentinel-3/OLCI data.
A relationship between Copernicus data-based cloud cover over the Piaśnica site: (a) Cloud cover estimated in a supervised manner (by a trained observer) with Sentinel-2/MSI data. (b) Unsupervised estimation (Paszkuta 2019) with Sentinel-3/OLCI data.

Figure 5

Field research: (a) MFR-7 radiometer for measurements including atmospheric state. (b) Comparison of results with satellite estimates.
Field research: (a) MFR-7 radiometer for measurements including atmospheric state. (b) Comparison of results with satellite estimates.

Figure 6

Variability in the Piaśnica mouth length at the fixed beach section in 2017, resulting from supervised and systemic cloud cover estimation.
Variability in the Piaśnica mouth length at the fixed beach section in 2017, resulting from supervised and systemic cloud cover estimation.

Figure 7

Annual changes of the Piaśnica mouth length in relation to: (a) The sea level. (b) Dry beach parameter (data source: SatBaltic). (c) The relation of sea level to the dry beach width.
Annual changes of the Piaśnica mouth length in relation to: (a) The sea level. (b) Dry beach parameter (data source: SatBaltic). (c) The relation of sea level to the dry beach width.

Figure 8

Annual changes in the Piaśnica mouth length in relation to: (a) Wind direction. (b) Current speed (data source: SatBaltic).
Annual changes in the Piaśnica mouth length in relation to: (a) Wind direction. (b) Current speed (data source: SatBaltic).

Figure 9

Annual changes in cloud cover on selected maps of the study site in the Piaśnica mouth area in relation to water turbidity index.
Annual changes in cloud cover on selected maps of the study site in the Piaśnica mouth area in relation to water turbidity index.

The data base used for comparisons_ The cloud cover estimates for supervised (Sup) and systemic (Sys) observations in % of test site surface area_

No.DateSupSysNo.DateSupSys
12017-01-01T10:04:127785252017-07-23 T10:10:313956
22017-01-11T10:03:515.27.7262017-08-02 T10:10:311925
32017-01-24T10:13:113559272017-08-09 T10:00:312329
42017-01-31T10:02:313.15.7282017-08-17 T10:10:192.11.2
52017-02-10T10:01:311215292017-08-24 T10:00:190.14.6
62017-02-03T10:12:218090302017-09-01 T10:10:212346
72017-02-23T10:10:217279312017-09-08 T10:00:313656
82017-03-12T10:00:214049322017-09-16 T10:10:191717
92017-03-15T10:10:215.19.7332017-09-26 T10:10:093744
102017-03-22T10:00:2100342017-10-01 T10:10:2100
112017-04-01T10:00:214.86.6352017-10-08 T10:00:311816
122017-04-11T10:00:313244362017-10-16 T10:10:0911.7
132017-04-14T10:10:211222372017-10-18 T10:00:314942
142017-05-01T10:00:3100.5382017-10-23 T10:00:397492
152017-05-11T10:00:312947392017-10-31 T10:11:416787
162017-05-14T10:10:312335402017-11-05 T10:11:591.54.6
172017-05-21T10:00:313537412017-11-07 T10:02:212.53.4
182017-05-24T10:10:318.411422017-11-15 T10:12:491917
192017-06-03T10:10:311110432017-11-17 T10:03:016186
202017-06-13T10:10:315165442017-12-02 T10:03:491.52.7
212017-06-20T10:00:311535452017-12-10 T10:14:111012
222017-07-03T10:10:213948462017-12-17 T10:04:113134
232017-07-10T10:00:312026472017-12-22 T10:04:195860
242017-07-15T10:00:290.51.6482017-12-30 T10:14:2100

Spectral channels of Sentinel-3/OLCI

Channel No.S3 OLCI
Central wavelength (nm)Bandwidth (nm)
140015
2412.510
3442.510
449010
551010
656010
762010
866510
9673.727.5
10681.257.5
11708.7510
12753.757.2
13761.252.5
14764.3753.75
15767.52.5
16778.7515
1786520
1888510
1990010
2094020
21102040

Results of comparison cloud cover estimation, simplified to binary information, with data supplied by the Copernicus Sentinel-2/MSI and Sentinel-3/OLCI_

Agreement (%)Disagreement (%)
Copernicus Sentinel-2/MSI964
Copernicus Sentinel-3/OLCI928

Spectral channels of Sentinel-2/MSI (Multispectral Instrument)

Band No.S2A MSIS2B MSISpatial resolution (m)
Central wavelength (nm)Bandwidth (nm)Central wavelength (nm)Bandwidth (nm)
1442.721442.22160
2492.466492.16610
3559.836559.03610
4664.631664.93110
5704.115703.81620
6740.515739.11520
7782.820779.72020
8832.8106832.910610
8a864.721864.02220
9945.120943.22160
101373.5311376.93060
111613.7911610.49420
122202.41752185.718520
DOI: https://doi.org/10.26881/oahs-2022.3.04 | Journal eISSN: 1897-3191 | Journal ISSN: 1730-413X
Language: English
Page range: 283 - 297
Submitted on: May 6, 2022
Accepted on: Sep 13, 2022
Published on: Nov 7, 2022
Published by: University of Gdańsk
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2022 Marcin Paszkuta, published by University of Gdańsk
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.