Mapping Long-Term Spatiotemporal Dynamics of Pen Aquaculture in a Shallow Lake: Less Aquaculture Coming along Better Water Quality

Authors

Juhua Luo, University of South Florida
Ruiliang Pu, University of South FloridaFollow
Ronghua Ma, Chinese Academy of Sciences
Xiaolong Wang, Chinese Academy of Sciences
Xijun Lai, Chinese Academy of Sciences
Zhigang Mao, Chinese Academy of Sciences
Li Zhang, Chinese Academy of Sciences
Zhaoliang Peng, Chinese Academy of Sciences
Zhe Sun, Chinese Academy of Sciences

Document Type

Article

Publication Date

2020

Keywords

pen aquaculture, water quality, remote sensing, total nitrogen (TN), total phosphorus (TP)

Digital Object Identifier (DOI)

https://doi.org/10.3390/rs12111866

Abstract

Pen aquaculture is the main form of aquaculture in some shallow lakes in eastern China. It is valuable to map the spatiotemporal changes of pen aquaculture in eutrophic lakes to assess its effect on water quality, thereby helping the relevant decision-making agencies to manage the water quality (WQ) of lakes. In this study, an automatic approach for extracting the pen aquaculture area was developed based on Landsat data. The approach integrates five algorithms, including grey transformation, discrete wavelet transform, fast Fourier transform, singular value decomposition and k-nearest neighbor classification. It was successfully applied in the automatic mapping of the pen aquaculture areas in Lake Yangcheng from 1990 to 2016. The overall accuracies were greater than 92%. The result indicted that the practice of pen aquaculture experienced five stages, with the general area increasing in the beginning and decreasing by the end of the last stage. Meanwhile, the changes of nine WQ parameters observed from 2000 to 2016, such as ammonia (NH₃-N), pH, total nitrogen (TN), total phosphorus (TP), chlorophyll a, biochemical oxygen demand (BOD), chemiluminescence detection of permanganate index (CODMn), Secchi disk depth (SDD) and dissolved oxygen (DO), were analyzed in the lake sectors of Lake Yangcheng, and then their relationships were explored with the percentage of pen aquaculture area. The result suggested that the percentage of pen aquaculture area exhibits significantly positive correlations with NH₃-N, TN, TP, chlorophyll a, BOD and CODMn, but significantly negative correlations with SDD and DO. The experimental results may offer an important implication for managing similar shallow lakes with pen aquaculture expansion and water pollution problems.

Rights Information

This work is licensed under a Creative Commons Attribution 4.0 License.

Was this content written or created while at USF?

Yes

Citation / Publisher Attribution

Remote Sensing, v. 12, issue 11, art. 1866

Scholar Commons Citation

Luo, Juhua; Pu, Ruiliang; Ma, Ronghua; Wang, Xiaolong; Lai, Xijun; Mao, Zhigang; Zhang, Li; Peng, Zhaoliang; and Sun, Zhe, "Mapping Long-Term Spatiotemporal Dynamics of Pen Aquaculture in a Shallow Lake: Less Aquaculture Coming along Better Water Quality" (2020). School of Geosciences Faculty and Staff Publications. 2258.
https://digitalcommons.usf.edu/geo_facpub/2258