4.4 Article

Distribution and invasion of Spartina alterniflora within the Jiaozhou Bay monitored by remote sensing image

Journal

ACTA OCEANOLOGICA SINICA
Volume 41, Issue 6, Pages 31-40

Publisher

SPRINGER
DOI: 10.1007/s13131-021-1907-y

Keywords

Spartina alterniflora; remote sensing; coastal wetland; deep residual network

Categories

Funding

  1. National Natural Science Foundation of China [42076189, 41206172, 61601133]
  2. Natural Science Foundation of Beijing [JQ20021]

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In this study, remote sensing monitoring of the invasive Spartina alterniflora in Jiaozhou Bay was conducted using a deep convolutional neural network method. The distribution characteristics and invasion mechanism of S. alterniflora were analyzed. The study found that S. alterniflora mainly distributed in specific locations in Jiaozhou Bay, gradually spreading over time.
Spartina alterniflora as an alien invasive plant, poses a serious threat to the ecological functions of the coastal wetland of the Jiaozhou Bay. As of 2019, the distribution area of S. alterniflora in the Jiaozhou Bay has reached more than 500 hm(2). For this reason, combined with field surveys, remote sensing monitoring of the invasion S. alterniflora in the Jiaozhou Bay has been carried out. To accurately identify S. alterniflora within the Jiaozhou Bay coastal wetland, we used a new method which is an implement of deep convolutional neural network, and by which we got a higher accuracy than the traditional method. Based on distribution of S. alterniflora extracted by the proposed method, the temporal and spatial distribution characteristics of S. alterniflora were analyzed. And then combined with environmental factors, the invasion mechanism of S. alterniflora in the Jiaozhou Bay was analyzed in detail. From the monitoring results, it can be seen that S. alterniflora in Jiaozhou Bay is mainly distributed in the beaches near the Yanghe River Estuary and its southern side, the Dagu River Estuary and the Nugukou. Spartina alterniflora first broke out near the Yanghe River Estuary and gradually spread to the tidal flats near the Nugukou. The Dagu River Estuary is dominated by S. anglica, whose area has not changed much over the years, and a small amount of S. alterniflora has invaded later.

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