MODIS Derived Sea Surface Salinity, Temperature, and Chlorophyll-a Data for Potential Fish Zone Mapping: West Red Sea Coastal Areas, Saudi Arabia

被引:20
作者
Daqamseh, Saleh T. [1 ]
Al-Fugara, A'kif [2 ]
Pradhan, Biswajeet [3 ,4 ]
Al-Oraiqat, Anas [5 ]
Habib, Maan [6 ]
机构
[1] Taibah Univ, Art Fac, Geog, Dept Human Sci, POB 2898, Medina 41477, Saudi Arabia
[2] Al Al Bayt Univ, Dept Surveying Engn, Fac Engn, Mafraq 25113, Jordan
[3] Univ Technol Sydney, Sch Informat Syst & Modelling, Fac Engn & IT, Ctr Adv Modelling & Geospatial Informat Syst CAMG, Sydney, NSW 2007, Australia
[4] Sejong Univ, Dept Energy & Mineral Resources Engn, Seoul 05006, South Korea
[5] Taibah Univ, Community Coll, Dept Comp Sci & Informat, Medina 41477, Saudi Arabia
[6] Al Balqa Appl Univ, Dept Surveying & Geomat Engn, Al Salt 19117, Jordan
关键词
remote sensing; salinity; temperature; chlorophyll-a concentration; MODIS; potential fish zone; RETRIEVAL; FLUORESCENCE; VARIABILITY; CIRCULATION; ALGORITHMS; RESOURCES; AQABA; GULF;
D O I
10.3390/s19092069
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In this study, a multi-linear regression model for potential fishing zone (PFZ) mapping along the Saudi Arabian Red Sea coasts of Yanbu' al Bahr and Jeddah was developed, using Moderate Resolution Imaging Spectroradiometer (MODIS) satellite data derived parameters, such as sea surface salinity (SSS), sea surface temperature (SST), and chlorophyll-a (Chl-a). MODIS data was also used to validate the model. The model expanded on previous models by taking seasonal variances in PFZs into account, examining the impact of the summer, winter, monsoon, and inter-monsoon season on the selected oceanographic parameters in order to gain a deeper understanding of fish aggregation patterns. MODIS images were used to effectively extract SSS, SST, and Chl-a data for PFZ mapping. MODIS data were then used to perform multiple linear regression analysis in order to generate SSS, SST, and Chl-a estimates, with the estimates validated against in-situ data obtained from field visits completed at the time of the satellite passes. The proposed model demonstrates high potential for use in the Red Sea region, with a high level of congruence found between mapped PFZ areas and fish catch data (R-2 = 0.91). Based on the results of this research, it is suggested that the proposed PFZ model is used to support fisheries in determining high potential fishing zones, allowing large areas of the Red Sea to be utilized over a short period. The proposed PFZ model can contribute significantly to the understanding of seasonal fishing activity and support the efficient, effective, and responsible use of resources within the fishing industry.
引用
收藏
页数:25
相关论文
共 54 条
[1]   Impacts of Climate Modes on Air-Sea Heat Exchange in the Red Sea [J].
Abualnaja, Yasser ;
Papadopoulos, Vassilis P. ;
Josey, Simon A. ;
Hoteit, Ibrahim ;
Kontoyiannis, Harilaos ;
Raitsos, Dionysios E. .
JOURNAL OF CLIMATE, 2015, 28 (07) :2665-2681
[2]   Remotely-sensed chlorophyll a observations of the northern Red Sea indicate seasonal variability and influence of coastal reefs [J].
Acker, James ;
Leptoukh, Gregory ;
Shen, Suhung ;
Zhu, Tong ;
Kempler, Steven .
JOURNAL OF MARINE SYSTEMS, 2008, 69 (3-4) :191-204
[3]  
Anand A, 2005, PHOTONIRVACHAK-J IND, V33, P511
[4]  
Bene C., 2003, Naga, V26, P18
[5]   Regional ocean-colour chlorophyll algorithms for the Red Sea [J].
Brewin, Robert J. W. ;
Raitsos, Dionysios E. ;
Dall'Olmo, Giorgio ;
Zarokanellos, Nikolaos ;
Jackson, Thomas ;
Racault, Marie-Fanny ;
Boss, Emmanuel S. ;
Sathyendranath, Shubha ;
Jones, Burt H. ;
Hoteit, Ibrahim .
REMOTE SENSING OF ENVIRONMENT, 2015, 165 :64-85
[6]  
Brown O., 1999, J CLIM APPL METEOROL, V31, P893
[7]   Performance of the MODIS semi-analytical ocean color algorithm for chlorophyll-a [J].
Carder, KL ;
Chen, FR ;
Cannizzaro, JP ;
Campbell, JW ;
Mitchell, BG .
CLIMATE CHANGE PROCESSES IN THE STRATOSPHERE, EARTH-ATMOSPHERE-OCEAN SYSTEMS, AND OCEANOGRAPHIC PROCESSES FROM SATELLITE DATA, 2004, 33 (07) :1152-1159
[8]  
Chavula G., 2012, International Journal of Geosciences, V3, P650
[9]   A year of internal Poincare waves in southern Lake Michigan [J].
Choi, Jun ;
Troy, Cary D. ;
Hsieh, Tsung-Chan ;
Hawley, Nathan ;
McCormick, Michael J. .
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2012, 117
[10]   Validation of integrated potential fishing zone (IPFZ) forecast using satellite based chlorophyll and sea surface temperature along the east coast of India [J].
Choudhury, S. B. ;
Jena, B. ;
Rao, M. V. ;
Rao, K. H. ;
Somvanshi, V. S. ;
Gulati, D. K. ;
Sahu, S. K. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2007, 28 (12) :2683-2693