Abstract

Spawning grounds occupy an important position in the supplementary population of fishery resources, especially in Western Guangdong waters (WGWs) in the northern South China Sea (SCS), where fishery resources are being depleted. This study investigated the environmental effects on the spatiotemporal variability of spawning grounds in WGWs, on the basis of generalized additive models (GAMs) and central spawning-ground gravity (CoSGG) by using satellite and in situ observations. Results showed that 57.2% of the total variation in fish-egg density in WGWs was explained. On the basis of stepwise GAMs, the most important factor was sea surface salinity (SSS), with a contribution of 32.1%, followed by sea surface temperature (SST), water depth, month, and chlorophyll a concentration (Chl-a), with contributions of 10.7%, 8.8%, 2.6%, and 2.6%, respectively. Offshore distance had slight influence on the model, explaining approximately 0.4% of the variation in fish-egg density. In summary, fish eggs in WGWs were mainly distributed in the area with SSS of 32.0–34.0 Practical Salinity Unit (PSU), SST of 24–27 °C, and depth of 0–18 m. CoSGG shifted eastwards by 0.38° N and northwards by 0.26° E from April to June. The distribution of spawning grounds in the WGW was affected by the Western Guangdong coastal current (WGCC), cyclonic circulation, the SCS warm current (SCSWC), and changes in the habitat environment (such as SST). Fish in WGWs tend to spawn in areas with a high seabed slope and steep terrain (near the Qiongzhou Strait).

Highlights

  • Western Guangdong waters (WGWs) are located in the northern South China Sea (SCS)

  • The spatiotemporal and environmental factors selected on the basis of Akaike information criterion (AIC) and Generalized cross-validation (GCV) values were month (Month), sea surface temperature (SST), chlorophyll a concentration (Chl-a), sea surface salinity (SSS), distance from shore (Distance), and waters depth (Depth)

  • The results of this study highlighted the importance of examining multiple environmental drivers when assessing fish-egg responses to environmental conditions [34,35]

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Summary

Introduction

Western Guangdong waters (WGWs) are located in the northern South China Sea (SCS) This is an important place for fish spawning, feeding, breeding, and migration [1]. Spawning grounds are water areas for the mating, spawning, hatching, and breeding of fish, shrimp, and shellfish It is an important place for the survival and reproduction of aquatic organisms, and it plays an important role in the supplementation of fishery resources [2]. Exploring the quantitative relationship between the density and distribution of fish eggs and marine environment factors helps to understand the formation mechanism of spawning grounds but, reflects variations in local fishery resources. Satellite remote-sensing data were applied in the analysis of the environmental effects of the spatiotemporal distribution of spawning grounds in WGWs. The early.

Environmental Data
GAMs Fitting Procedures
Center of Gravity of Spawning Grounds
GAMs Analysis
Relationship between Fish-egg Distribution and Environmental Factors
Relationship between Fish-egg Distribution and Spatial Factors
CoSGG Variations of Spawning Grounds in WGWs
Effects of Environmental Factors on Fish-Egg Density
Effects of Spatial Factors on Fish-Egg Density
Spatiotemporal Distribution of Fish-Egg Density in WGWs
Conclusions
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