Environmental Effects on the Spatiotemporal Variability of Fish Larvae in the Western Guangdong Waters, China

Spawning grounds occupy an important position in the survival and reproduction of aquatic life, which plays an important role in the replenishment of fishery resources, especially in the China coasts where fishery resources are depleting. This study investigated environmental effects on the spatiote...

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Main Authors: Yuting Feng, Lijun Yao, Hui Zhao, Jing Yu, Zhaojin Lin
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Journal of Marine Science and Engineering
Subjects:
Online Access:https://www.mdpi.com/2077-1312/9/3/316
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spelling doaj-11e399055f5c4cf2ad9fae1bcc29baaf2021-03-14T00:00:22ZengMDPI AGJournal of Marine Science and Engineering2077-13122021-03-01931631610.3390/jmse9030316Environmental Effects on the Spatiotemporal Variability of Fish Larvae in the Western Guangdong Waters, ChinaYuting Feng0Lijun Yao1Hui Zhao2Jing Yu3Zhaojin Lin4South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, ChinaDepartment of Optoelectronic Engineering, Jinan University, Guangzhou 510632, ChinaCollege of Chemistry and Environment, Guangdong Ocean University, Zhanjiang 524088, ChinaSouth China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, ChinaSouth China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou 510300, ChinaSpawning grounds occupy an important position in the survival and reproduction of aquatic life, which plays an important role in the replenishment of fishery resources, especially in the China coasts where fishery resources are depleting. This study investigated environmental effects on the spatiotemporal variability of fish larvae in the western Guangdong waters (WGWs), on the basis of generalized additive models (GAMs) and center of gravity (CoG). Satellite data including sea surface salinity (SSS), sea surface temperature (SST), and in situ observations for fish larvae from April to June in 2014–2015 were used. Results showed that 40.3% of the total variation in fish larvae density was explained. SST, SSS, and depth showed positive effects in 23–24 °C and 27–30 °C, 24–32 PSU, and 0–60 m, and showed negative effects in 24–27 °C, 32–34.2 PSU, 60–80 m. Based on the stepwise GAMs, the most important factor was month, with a contribution of 10.6%, followed by longitude, offshore distance, depth, and latitude, with contributions of 7.0%, 7.0%, 6.3%, 4.2%, 3.9%, and 1.3%, respectively. Fish larvae CoG shifted northward by 0.6° N and eastwards by 0.13° E from April to June. The distribution of fish larvae in the WGWs was affected by complex submarine topography in the Qiongzhou Strait, coastal upwelling in the WGWs, and runoff from the Pearl River.https://www.mdpi.com/2077-1312/9/3/316fish larvaeenvironmental effectsspatiotemporal variabilitygeneralized additive modelwestern Guangdong waters
collection DOAJ
language English
format Article
sources DOAJ
author Yuting Feng
Lijun Yao
Hui Zhao
Jing Yu
Zhaojin Lin
spellingShingle Yuting Feng
Lijun Yao
Hui Zhao
Jing Yu
Zhaojin Lin
Environmental Effects on the Spatiotemporal Variability of Fish Larvae in the Western Guangdong Waters, China
Journal of Marine Science and Engineering
fish larvae
environmental effects
spatiotemporal variability
generalized additive model
western Guangdong waters
author_facet Yuting Feng
Lijun Yao
Hui Zhao
Jing Yu
Zhaojin Lin
author_sort Yuting Feng
title Environmental Effects on the Spatiotemporal Variability of Fish Larvae in the Western Guangdong Waters, China
title_short Environmental Effects on the Spatiotemporal Variability of Fish Larvae in the Western Guangdong Waters, China
title_full Environmental Effects on the Spatiotemporal Variability of Fish Larvae in the Western Guangdong Waters, China
title_fullStr Environmental Effects on the Spatiotemporal Variability of Fish Larvae in the Western Guangdong Waters, China
title_full_unstemmed Environmental Effects on the Spatiotemporal Variability of Fish Larvae in the Western Guangdong Waters, China
title_sort environmental effects on the spatiotemporal variability of fish larvae in the western guangdong waters, china
publisher MDPI AG
series Journal of Marine Science and Engineering
issn 2077-1312
publishDate 2021-03-01
description Spawning grounds occupy an important position in the survival and reproduction of aquatic life, which plays an important role in the replenishment of fishery resources, especially in the China coasts where fishery resources are depleting. This study investigated environmental effects on the spatiotemporal variability of fish larvae in the western Guangdong waters (WGWs), on the basis of generalized additive models (GAMs) and center of gravity (CoG). Satellite data including sea surface salinity (SSS), sea surface temperature (SST), and in situ observations for fish larvae from April to June in 2014–2015 were used. Results showed that 40.3% of the total variation in fish larvae density was explained. SST, SSS, and depth showed positive effects in 23–24 °C and 27–30 °C, 24–32 PSU, and 0–60 m, and showed negative effects in 24–27 °C, 32–34.2 PSU, 60–80 m. Based on the stepwise GAMs, the most important factor was month, with a contribution of 10.6%, followed by longitude, offshore distance, depth, and latitude, with contributions of 7.0%, 7.0%, 6.3%, 4.2%, 3.9%, and 1.3%, respectively. Fish larvae CoG shifted northward by 0.6° N and eastwards by 0.13° E from April to June. The distribution of fish larvae in the WGWs was affected by complex submarine topography in the Qiongzhou Strait, coastal upwelling in the WGWs, and runoff from the Pearl River.
topic fish larvae
environmental effects
spatiotemporal variability
generalized additive model
western Guangdong waters
url https://www.mdpi.com/2077-1312/9/3/316
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