Mapping total suspended matter along Moroccan coast using satellite data series

Azidane, Hind; Haddout, Soufiane; Alawad, Kamal A.; Boko, Michel; Bouhaddioui, Mohamed El; Magrane, Bouchaib

doi:10.1007/s40808-021-01179-4

Cited by 8 publications

(3 citation statements)

References 16 publications

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“…Current (1) Biotoxin risk -Yes --[296] Current (1) Coastline change -Yes -- [332] Current (1) Coastal vulnerability assessment -No - [333] -Current (1) Coastal vulnerability assessment -Yes [91] --Current (1) Effects of COVID-19 lockdown -Yes -[169] -Current (1) Green tide -Yes --[200] Current (1) Distribution of heavy metals -Yes [276] --Current (1) Harmful algal bloom -Yes --[296] Current (1) Marine aquaculture -Yes --[75] Current (1) Oil spill -Yes - [334,335] [92] Current (1) Phytoplankton -Yes -[311] -Current (1) Sea level anomaly OMNI buoys No -[290] -Current (1) Sea snots -Yes - [190] -Current (1) Suspended sediments -Yes - [336] [337] Current (1) Velocity products Sentinel-1 (~10 m) No [338] - (1) This parameter was mapped and monitored together with other parameters. Zeu (1) Phytoplankton crops and taxonomic composition…”

Section: Parameter Phenomena Remote Data or Dataset Available Product...mentioning

confidence: 99%

Remote Data for Mapping and Monitoring Coastal Phenomena and Parameters: A Systematic Review

Cavalli

2024

Remote Sensing

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Since 1971, remote sensing techniques have been used to map and monitor phenomena and parameters of the coastal zone. However, updated reviews have only considered one phenomenon, parameter, remote data source, platform, or geographic region. No review has offered an updated overview of coastal phenomena and parameters that can be accurately mapped and monitored with remote data. This systematic review was performed to achieve this purpose. A total of 15,141 papers published from January 2021 to June 2023 were identified. The 1475 most cited papers were screened, and 502 eligible papers were included. The Web of Science and Scopus databases were searched using all possible combinations between two groups of keywords: all geographical names in coastal areas and all remote data and platforms. The systematic review demonstrated that, to date, many coastal phenomena (103) and parameters (39) can be mapped and monitored using remote data (e.g., coastline and land use and land cover changes, climate change, and coastal urban sprawl). Moreover, the authors validated 91% of the retrieved parameters, retrieved from remote data 39 parameters that were mapped or monitored 1158 times (88% of the parameters were combined together with other parameters), monitored 75% of the parameters over time, and retrieved 69% of the parameters from several remote data and compared the results with each other and with available products. They obtained 48% of the parameters using different methods, and their results were compared with each other and with available products. They combined 17% of the parameters that were retrieved with GIS and model techniques. In conclusion, the authors addressed the requirements needed to more effectively analyze coastal phenomena and parameters employing integrated approaches: they retrieved the parameters from different remote data, merged different data and parameters, compared different methods, and combined different techniques.

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Section: Parameter Phenomena Remote Data or Dataset Available Product...mentioning

confidence: 99%

Remote Data for Mapping and Monitoring Coastal Phenomena and Parameters: A Systematic Review

Cavalli

2024

Remote Sensing

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“…Based on our analysis, a significant but smaller number of studies explore coarser resolution (>250 m) sensors such as MODIS (Moderate Resolution Imaging Spectroradiometer) (13%) [5,52,55,[63][64][65][66][67] and MERIS (MEdium Resolution Imaging Spectrometer) (8.6%) [4,52,53,[68][69][70]. For example, Zheng and DiGiacomo (2017) [52] collected match ups for four sensors including the SeaWiFS, the MODIS onboard Aqua, the MERIS, and VIIRS to develop a new Chl-a model based on the semi-analytical approach, in a coastal zone [61] analyzed if the consistency between the Landsat-8 and Sentinel-2 products were evaluated through an extensive evaluation of spectral consistency with case studies in estuary, coast, and lake for algae monitoring.…”

Section: The Spaceborne Domainmentioning

confidence: 99%

“…The analysis reveals that the difference in the algae area increases with the time difference between the same-day overpass. Cabarello et al (2022)[62] examined the evolution of the key indicators of water quality during the most recent ecological crisis in 2021, which resulted in a significant loss of benthic vegetation and strange death rate events affecting various aquatic species.Based on our analysis, a significant but smaller number of studies explore coarser resolution (>250 m) sensors such as MODIS (Moderate Resolution Imaging Spectroradiometer) (13%)[5,52,55,[63][64][65][66][67] and MERIS (MEdium Resolution Imaging Spectrometer) (8.6%)[4,52,53,[68][69][70]. For example, Zheng and DiGiacomo (2017)[52] collected match ups for four sensors including the SeaWiFS, the MODIS onboard Aqua, the MERIS, and VIIRS to develop a new Chl-a model based on the semi-analytical approach, in a coastal zone…”

mentioning

confidence: 99%

Synergistic Use of Earth Observation Driven Techniques to Support the Implementation of Water Framework Directive in Europe: A Review

et al. 2023

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The development of a sustainable water quality monitoring system at national scale remains a big challenge until today, acting as a hindrance for the efficient implementation of the Water Framework Directive (WFD). This work provides valuable insights into the current state-of-the-art Earth Observation (EO) tools and services, proposing a synergistic use of innovative remote sensing technologies, in situ sensors, and databases, with the ultimate goal to support the European Member States in effective WFD implementation. The proposed approach is based on a recent research and scientific analysis for a six-year period (2017–2022) after reviewing 71 peer-reviewed articles in international journals coupled with the scientific results of 11 European-founded research projects related to EO and WFD. Special focus is placed on the EO data sources (spaceborne, in situ, etc.), the sensors in use, the observed water Quality Elements as well as on the computer science techniques (machine/deep learning, artificial intelligence, etc.). The combination of the different technologies can offer, among other things, low-cost monitoring, an increase in the monitored Quality Elements per water body, and a minimization of the percentage of water bodies with unknown ecological status.

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Variability of total suspended matter with chlorophyll a and climatic conditions in the Jijel coastal waters, Algeria

Boudjelal,

Benaissa,

Bouderbala

2023

Model. Earth Syst. Environ.

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Mapping total suspended matter along Moroccan coast using satellite data series

Cited by 8 publications

References 16 publications

Remote Data for Mapping and Monitoring Coastal Phenomena and Parameters: A Systematic Review

Remote Data for Mapping and Monitoring Coastal Phenomena and Parameters: A Systematic Review

Synergistic Use of Earth Observation Driven Techniques to Support the Implementation of Water Framework Directive in Europe: A Review

Variability of total suspended matter with chlorophyll a and climatic conditions in the Jijel coastal waters, Algeria

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