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...
Main Authors: | , , , , |
---|---|
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 |
id |
doaj-11e399055f5c4cf2ad9fae1bcc29baaf |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT yutingfeng environmentaleffectsonthespatiotemporalvariabilityoffishlarvaeinthewesternguangdongwaterschina AT lijunyao environmentaleffectsonthespatiotemporalvariabilityoffishlarvaeinthewesternguangdongwaterschina AT huizhao environmentaleffectsonthespatiotemporalvariabilityoffishlarvaeinthewesternguangdongwaterschina AT jingyu environmentaleffectsonthespatiotemporalvariabilityoffishlarvaeinthewesternguangdongwaterschina AT zhaojinlin environmentaleffectsonthespatiotemporalvariabilityoffishlarvaeinthewesternguangdongwaterschina |
_version_ |
1724221762880667648 |