1. Toward Applicable Retrieval Models of Oceanic Particulate Organic Nitrogen Concentrations for Multiple Ocean Color Satellite Missions
- Author
-
Zhang, Yu, Liu, Huizeng, Wang, Fei, Zhu, Ping, Zhang, Zhengxin, Wang, Yanru, Wang, Yongquan, Wu, Guofeng, and Li, Qingquan
- Abstract
Accurate satellite retrieval of oceanic particulate organic nitrogen (PON) concentrations could contribute to a better and more comprehensive understanding of global marine biogeochemical processes. However, no satisfactory satellite PON retrieval model could be found in the literature. In an attempt to develop applicable PON models, large diverse matchups of synchronous global oceanic in situ PON measurements and ocean color satellite data were used to develop PON retrieval models using the Gaussian process regression (GPR) method for SeaWiFS, Terra-Moderate Resolution Imaging Spectroradiometer (MODIS), MERIS, Aqua-MODIS, and SNPP-Visible Infrared Imaging Radiometer Suite (VIIRS), respectively. The GPR PON models were compared with polynomial PON models based on single bio-optical properties or band index, and further used to retrieve spatiotemporal variations of global oceanic PON concentrations. Combined with the satellite-derived particulate organic carbon (POC) products, the possibility of deriving the POC to nitrogen ratio (POC:PON) was further explored. Results showed that GPR PON models, with
$R^{2}$ - Published
- 2024
- Full Text
- View/download PDF