Validation of a Primary Production Algorithm of Vertically Generalized Production Model Derived from Multi-Satellite Data around the Waters of Taiwan

被引:18
作者
Lan, Kuo-Wei [1 ,2 ]
Lian, Li-Jhih [3 ]
Li, Chun-Huei [4 ]
Hsiao, Po-Yuan [1 ]
Cheng, Sha-Yan [1 ]
机构
[1] Natl Taiwan Ocean Univ, Dept Environm Biol Fisheries Sci, 2 Pei Ning Rd, Keelung 20224, Taiwan
[2] Natl Taiwan Ocean Univ, Ctr Excellence Oceans, 2 Pei Ning Rd, Keelung 20224, Taiwan
[3] Taiwan Cross Strait Fisheries Cooperat & Dev Fdn, 100 Heping W Rd, Taipei 10070, Taiwan
[4] Council Agr, Fisheries Res Inst, Marine Fisheries Div, 199 Hou Ih Rd, Keelung 20246, Taiwan
关键词
primary productivity; vertically generalized production model; waters around Taiwan; MODIS Aqua and Terra; MARINE PRIMARY PRODUCTION; CHLOROPHYLL-A; ENVIRONMENTAL-CONDITIONS; FISH PRODUCTION; ORGANIC-MATTER; CLIMATE-CHANGE; MODIS-AQUA; PHOTOSYNTHESIS; VARIABILITY; COASTAL;
D O I
10.3390/rs12101627
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Basin-scale sampling for high frequency oceanic primary production (PP) is available from satellites and must achieve a strong match-up with in situ observations. This study evaluated a regionally high-resolution satellite-derived PP using a vertically generalized production model (VGPM) with in situ PP. The aim was to compare the root mean square difference (RMSD) and relative percent bias (Bias) in different water masses around Taiwan. Determined using light-dark bottle methods, the spatial distribution of VGPM derived from different Chl-a data of MODIS Aqua (PPA), MODIS Terra (PPT), and averaged MODIS Aqua and Terra (PPA&T) exhibited similar seasonal patterns with in situ PP. The three types of satellite-derived PPs were linearly correlated with in situ PPs, the coefficients of which were higher throughout the year in PPA&T (r(2) = 0.61) than in PPA (r(2) = 0.42) and PPT (r(2) = 0.38), respectively. The seasonal RMSR and bias for the satellite-derived PPs were in the range of 0.03 to 0.09 and -0.14 to -0.39, respectively, which suggests the PPA&T produces slightly more accurate PP measurements than PPA and PPT. On the basis of environmental conditions, the subareas were further divided into China Coast water, Taiwan Strait water, Northeastern upwelling water, and Kuroshio water. The VPGM PP in the four subareas displayed similar features to Chl-a variations, with the highest PP in the China Coast water and lowest PP in the Kuroshio water. The RMSD was higher in the Kuroshio water with an almost negative bias. The PPA exhibited significant correlations with in situ PP in the subareas; however, the sampling locations were insufficient to yield significant results in the China Coast water.
引用
收藏
页数:15
相关论文
共 54 条
[1]  
[Anonymous], 1989, OCEANOGRAPHY, DOI DOI 10.5670/oceanog.1989.24
[2]   A consumer's guide to phytoplankton primary productivity models [J].
Behrenfeld, MJ ;
Falkowski, PG .
LIMNOLOGY AND OCEANOGRAPHY, 1997, 42 (07) :1479-1491
[3]   Global fish production and climate change [J].
Brander, K. M. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (50) :19709-19714
[4]   Comparison of algorithms for estimating ocean primary production from surface chlorophyll, temperature, and irradiance [J].
Campbell, J ;
Antoine, D ;
Armstrong, R ;
Arrigo, K ;
Balch, W ;
Barber, R ;
Behrenfeld, M ;
Bidigare, R ;
Bishop, J ;
Carr, ME ;
Esaias, W ;
Falkowski, P ;
Hoepffner, N ;
Iverson, R ;
Kiefer, D ;
Lohrenz, S ;
Marra, J ;
Morel, A ;
Ryan, J ;
Vedernikov, V ;
Waters, K ;
Yentsch, C ;
Yoder, J .
GLOBAL BIOGEOCHEMICAL CYCLES, 2002, 16 (03)
[5]   A comparison of global estimates of marine primary production from ocean color [J].
Carr, Mary-Elena ;
Friedrichs, Marjorie A. M. ;
Schmeltz, Marjorie ;
Aita, Maki Noguchi ;
Antoine, David ;
Arrigo, Kevin R. ;
Asanuma, Ichio ;
Aumont, Olivier ;
Barber, Richard ;
Behrenfeld, Michael ;
Bidigare, Robert ;
Buitenhuis, Erik T. ;
Campbell, Janet ;
Ciotti, Aurea ;
Dierssen, Heidi ;
Dowell, Mark ;
Dunne, John ;
Esaias, Wayne ;
Gentili, Bernard ;
Gregg, Watson ;
Groom, Steve ;
Hoepffner, Nicolas ;
Ishizaka, Joji ;
Kameda, Takahiko ;
Le Quere, Corinne ;
Lohrenz, Steven ;
Marra, John ;
Melin, Frederic ;
Moore, Keith ;
Morel, Andre ;
Reddy, Tasha E. ;
Ryan, John ;
Scardi, Michele ;
Smyth, Tim ;
Turpie, Kevin ;
Tilstone, Gavin ;
Waters, Kirk ;
Yamanaka, Yasuhiro .
DEEP-SEA RESEARCH PART II-TOPICAL STUDIES IN OCEANOGRAPHY, 2006, 53 (5-7) :741-770
[6]   Global marine primary production constrains fisheries catches [J].
Chassot, Emmanuel ;
Bonhommeau, Sylvain ;
Dulvy, Nicholas K. ;
Melin, Frederic ;
Watson, Reg ;
Gascuel, Didier ;
Le Pape, Olivier .
ECOLOGY LETTERS, 2010, 13 (04) :495-505
[7]  
Chen H.Y., 1992, TERR ATMOS OCEAN SCI, V3, P321, DOI [10.3319/TAO.1992.3.3.321(KEEP), DOI 10.3319/TAO.1992.3.3.321(KEEP)]
[8]  
Cullen J.J., 2001, Encyclopedia of the Ocean Sciences, P2277, DOI DOI 10.1006/RWOS.2001.0203
[9]   Estimation of primary production in the southern Argentine continental shelf and shelf-break regions using field and remote sensing data [J].
Dogliotti, A. I. ;
Lutz, V. A. ;
Segura, V. .
REMOTE SENSING OF ENVIRONMENT, 2014, 140 :497-508
[10]   ESTIMATING OCEAN PRIMARY PRODUCTION FROM SATELLITE CHLOROPHYLL - INTRODUCTION TO REGIONAL DIFFERENCES AND STATISTICS FOR THE SOUTHERN-CALIFORNIA BIGHT [J].
EPPLEY, RW ;
STEWART, E ;
ABBOTT, MR ;
HEYMAN, U .
JOURNAL OF PLANKTON RESEARCH, 1985, 7 (01) :57-70