基于多传感器卫星遥感的南爪哇海鲣鱼季节洄游带研究

Q2 Agricultural and Biological Sciences
B. Semedi, H. Hardoko, C. Dewi, Nova Dewi Safitri Syam’s, Novia Fara Diza, Gerardus David Ady Purnama Bayuaji
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引用次数: 0

摘要

鲣鱼(Katsuwonus pelamis)是在印度洋捕获的最主要的金枪鱼品种。然而,由于地理信息有限,印度洋的金枪鱼渔民仍然难以确定潜在的鲣鱼渔场。利用GIS对鲣鱼分布的SST、SSC、SSH和SSS海洋参数进行建模,以提高潜在鲣鱼渔场的信息。利用鲣鱼捕捞数据和卫星影像的海洋学参数,采用广义加性模型(GAM)进行统计分析,发现了鲣鱼栖息地的特征。GIS和GAM相结合的方法可以改善对鲣鱼生境的研究。因此,本研究旨在分析2016-2021年南爪哇海海温条件及海温、海温、海温、海温变化;利用GAM预测2016-2021年南爪哇海SST、SSC、SSH和SSS与鲣鱼捕捞量的相关性;并绘制了一幅鲣鱼季节性迁徙区域的地图。数据包括PPS Cilacap和PPP Pondokdadap在2016-2021年的鲣鱼捕捞量、旅行次数和鲣鱼捕捞坐标。2016-2021年海洋学参数数据来源于Aqua MODIS 3级(SST和SSC)和CMEMS (SSH和SSS)卫星图像。结果表明:2016-2021年,南爪哇海鲣鱼渔场座标的海洋学参数平均值分别为海温(26.050 ~ 30.816°C)、SSC (0.094 ~ 0.564 mg/m3)、SSH (0.268 ~ 0.639 m)和SSS (33.075 ~ 34.514 psu)。4个海洋参数变量组合的GAM模拟效果最好,AIC值为45357.92。南爪哇海鲣鱼在西季风季至第一个过渡季期间向东南迁移,在东季风季至第二个过渡季期间向西北迁移。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Seasonal Migration Zone of Skipjack Tuna (Katsuwonus pelamis) in the South Java Sea Using Multisensor Satellite Remote Sensing
Skipjack tuna (Katsuwonus pelamis) is the most dominating tuna species caught in the Indian Ocean. However, tuna fishermen in the Indian Ocean still face difficulties determining potential skipjack tuna fishing grounds due to limited geographic information. An attempt to improve information regarding potential skipjack tuna fishing grounds is through modeling the SST, SSC, SSH, and SSS oceanographic parameters with skipjack tuna distribution using GIS. The characteristics of the skipjack tuna habitat can be found through the generalized additive model (GAM) statistical analysis using data of skipjack tuna catch and oceanographic parameters from satellite imagery. The integrated GIS and GAM methods can improve the study of the habitat of skipjack tuna species. Therefore, this research is aimed at analyzing the condition and SST, SSC, SSH, and SSS variations in 2016-2021 in the South Java Sea; at predicting the correlation of SST, SSC, SSH, and SSS towards skipjack tuna catch in 2016-2021 in the South Java Sea using GAM; and at creating a map of skipjack tuna seasonal migration zones. The data included skipjack tuna catches, number of trips, and skipjack tuna fishing coordinates in 2016-2021 from PPS Cilacap and PPP Pondokdadap. The oceanographic parameter data in 2016-2021 was derived from Aqua MODIS level 3 (SST and SSC) and CMEMS (SSH and SSS) satellite imagery. The results showed that the average values of oceanographic parameters at skipjack tuna fishing ground coordinates in the South Java Sea (2016-2021) were SST (26.050-30.816°C), SSC (0.094-0.564 mg/m3), SSH (0.268-0.639 m), and SSS (33.075-34.514 psu). The best GAM modeling was the combination of four oceanographic parameter variables with an AIC value of 45357.92. Skipjack tuna in the South Java Sea migrates southeast during the west monsoon season to the first transitional season and tends to migrate northwest during the east monsoon season to the second transitional season.
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来源期刊
Journal of Marine Sciences
Journal of Marine Sciences Agricultural and Biological Sciences-Animal Science and Zoology
CiteScore
1.70
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