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The MARINA model (Model to Assess River Inputs of Nutrients to seAs): model description and

5.2.1 The study area

We studied six large Chinese rivers draining into the Bohai Gulf, Yellow Sea and South China Sea (Figure 5.1). The Yellow (Huanghe in Chinese), Liao and Hai rivers are located in northern China and drain into the Bohai Gulf. The Yangtze (Changjiang in Chinese) and Huai rivers are located in the middle of China and drain into the Yellow Sea. And the Pearl River (Zhujiang in Chinese) discharges to the South China Sea. The total drainage area of these river basins covers around 4 million km2 (approximately 40% of China).

The Yangtze, Yellow and Pearl are the largest rivers in China with drainage areas of 1.79, 0.89 and 0.44 million km2, respectively. The Liao, Hai and Huai basins cover 0.27, 0.25

and 0.24 million km2, respectively.

We divided the drainage basins of the Yellow, Yangtze and Pearl rivers in sub-basins (Figure 5.2). These sub-basins were classified as upstream, middlestream and downstream. This was done to better understand the spatial variations in human activities within the largest basins in China, and the impact of human activities on coastal pollution by nutrients. The Yellow River basin was divided into six sub-basins (Huang et al. 2009a; Wang et al. 2010). These sub-basins were named after monitoring (or hydrological) stations or after rivers located at their outlets. Lanzhou and Toudaogual are upstream sub-basins covering half of the Yellow basin. Longmen, Wehe and Huayuankou are middlestream and cover around 40% of the Yellow basin. The Delta sub-basin is located downstream and occupies less than 10% of the basin.

103 The Yangtze basin was divided into 10 sub-basins that were named following Yang and Lu (2014b) and Zhou et al. (2013) (Figure 5.2). Jinsha, Min, Wu and Jialing are sub- basins with tributaries draining into the Upper stem sub-basin. These upstream sub- basins cover around half of the Yangtze basin. Han, Dongting and Poyang are middlestream sub-basins with tributaries that drain into the Middle stem sub-basin. These cover around 40% of the basin area. The remainder (<10%) is covered by the Delta sub-basin located in downstream areas of the Yangtze.

The Pearl basin has six sub-basins (Cui et al. 2007; Niu & Chen 2010) that were divided into up-, middle- and downstream according to Strokal et al. (2015) (Figure 5.2). Liujiang and Yujiang are upstream tributaries and their drainage areas cover 30% of the Pearl basin. Xijiang and Beijiang are middlestream sub-basins covering half of the basin. Delta and Dongjiang are downstream sub-basins and their size equals 20% of the total basin area.

Figure 5.1. Map of Chinese rivers that drain into the Bohai Gulf, Yellow Sea and South

China Sea. Drainage areas of the rivers are from the Simulated Topological Network (STN- 30, v6.01) (Mayorga et al. 2010; Vörösmarty et al. 2000b). The boundary of China is from GADM (2012).

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quantifies river export of dissolved N and P by source at the sub-basin scale for the past and future. We used modeling approaches of Global NEWS-2 as the basis because this model quantifies nutrient export from land to sea in China. We used our previous study (Strokal et al. 2016b) as a basis for our modeling of direct manure discharges to Chinese rivers, but extended them with other missing sources (e.g., human waste from unconnected populations) by integrating approaches and information from Ma et al. (2012) and Morée et al. (2013). To account for locations of nutrient sources within the largest basins, we improved and implemented our previously developed sub-basin modeling approach, which was tested for the Pearl River basin (Strokal et al. 2015). Our model provides quantitative information on the main sources contributing to pollution of the Chinese seas and the locations of these sources over time. This has not been done before for large basins in China. We also evaluate the coastal eutrophication associated with the river export of nutrients for past and future. Below we introduce the study area, following by model description and evaluation (Section 5.2). Next, we present and discuss the model results (Section 5.3) and conclude main findings (Section 5.4).

5.2 Methodology

5.2.1 The study area

We studied six large Chinese rivers draining into the Bohai Gulf, Yellow Sea and South China Sea (Figure 5.1). The Yellow (Huanghe in Chinese), Liao and Hai rivers are located in northern China and drain into the Bohai Gulf. The Yangtze (Changjiang in Chinese) and Huai rivers are located in the middle of China and drain into the Yellow Sea. And the Pearl River (Zhujiang in Chinese) discharges to the South China Sea. The total drainage area of these river basins covers around 4 million km2 (approximately 40% of China).

The Yangtze, Yellow and Pearl are the largest rivers in China with drainage areas of 1.79, 0.89 and 0.44 million km2, respectively. The Liao, Hai and Huai basins cover 0.27, 0.25

and 0.24 million km2, respectively.

We divided the drainage basins of the Yellow, Yangtze and Pearl rivers in sub-basins (Figure 5.2). These sub-basins were classified as upstream, middlestream and downstream. This was done to better understand the spatial variations in human activities within the largest basins in China, and the impact of human activities on coastal pollution by nutrients. The Yellow River basin was divided into six sub-basins (Huang et al. 2009a; Wang et al. 2010). These sub-basins were named after monitoring (or hydrological) stations or after rivers located at their outlets. Lanzhou and Toudaogual are upstream sub-basins covering half of the Yellow basin. Longmen, Wehe and Huayuankou are middlestream and cover around 40% of the Yellow basin. The Delta sub-basin is located downstream and occupies less than 10% of the basin.

103 The Yangtze basin was divided into 10 sub-basins that were named following Yang and Lu (2014b) and Zhou et al. (2013) (Figure 5.2). Jinsha, Min, Wu and Jialing are sub- basins with tributaries draining into the Upper stem sub-basin. These upstream sub- basins cover around half of the Yangtze basin. Han, Dongting and Poyang are middlestream sub-basins with tributaries that drain into the Middle stem sub-basin. These cover around 40% of the basin area. The remainder (<10%) is covered by the Delta sub-basin located in downstream areas of the Yangtze.

The Pearl basin has six sub-basins (Cui et al. 2007; Niu & Chen 2010) that were divided into up-, middle- and downstream according to Strokal et al. (2015) (Figure 5.2). Liujiang and Yujiang are upstream tributaries and their drainage areas cover 30% of the Pearl basin. Xijiang and Beijiang are middlestream sub-basins covering half of the basin. Delta and Dongjiang are downstream sub-basins and their size equals 20% of the total basin area.

Figure 5.1. Map of Chinese rivers that drain into the Bohai Gulf, Yellow Sea and South

China Sea. Drainage areas of the rivers are from the Simulated Topological Network (STN- 30, v6.01) (Mayorga et al. 2010; Vörösmarty et al. 2000b). The boundary of China is from GADM (2012).

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Figure 5.2. Sub-basins of the Yellow, Yangtze and Pearl rivers, and the share of the sub-

basins in the total basin area. See Figure 5.1 for locations of the rivers in China. Names of the sub-basins refer to existing names of outlets or to monitoring (hydrological) stations (indicated as stn. on the maps; see Section 5.1). Downstream sub-basins are named after their deltas. Outlets of the downstream sub-basins are the river mouths: the point where nutrients are discharged into the sea. Drainage areas of the sub-basins are from the Simulated Topological Network (STN-30, v6.01) (Mayorga et al. 2010; Vörösmarty et al. 2000b).

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