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Relationship between abundance of Dosidicus gigas and environment factors in the offshore waters of Peru based on random forest model
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Weitu Peng1, 2, Feng Chen2, Jianxiong Li1, 2, Yixiang Zhao1, 2, Yijiang Dong1, 2, Qian Dai2, Hanxiang Xu1, 2, Wenbin Zhu2, *
Haiyang Xuebao | 2024, 46(7) : 41 - 50
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Haiyang Xuebao | 2024, 46(7): 41-50
Relationship between abundance of Dosidicus gigas and environment factors in the offshore waters of Peru based on random forest model
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Weitu Peng1, 2, Feng Chen2, Jianxiong Li1, 2, Yixiang Zhao1, 2, Yijiang Dong1, 2, Qian Dai2, Hanxiang Xu1, 2, Wenbin Zhu2, *
Affiliations
  • 1. Marine and Fishery Institute of Zhejiang Ocean University, Zhoushan 316021, China
  • 2. Zhejiang Marine Fisheries Research Institute/Scientific Observing and Experimental Station of Fishery Resources for Key Fishing Grounds, Ministry of Agriculture and Rural Affairs/Key Laboratory of Sustainable Utilization of Technology Research for Fishery Resources of Zhejiang Province, Zhoushan 316021, China
Published: 2024-07-31 doi: 10.12284/hyxb2024078
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Dosidicus gigas is an oceanic economic fish in the offshore waters of Peru, and its abundance is greatly affected by environmental factors. This study obtained the abundance of D. gigas through fishing logs from September to December in 2018−2021, combined with environmental factors, including surface temperature (SST), sea surface salinity (SSS), sea surface height (SSH) and chlorophyll a concentration (Chl a) acquired from satellite remote sensing. Random forest model and ArcGIS were applied to analyze the correlations between the abundance of D. gigas and environmental factors. Results showed that the distribution of the center of gravity of fishing ground was concentrated in the range of 13°−21°S, 76°−87°W during 2018−2021, and the center of gravity shifted from northwest to the southeast from September to December. The results of random forest model analysis showed that, the impact of environmental factors on the abundance and distribution of D. gigas in the offshore waters of Peru varied among different months. The optimal SST ranged from 16.3℃ to 18.5℃, The optimal SSS ranged from 35.1 to 35.4, the optimal SSH ranged from 0.55 m to 0.60 m, the optimal Chla concentration ranged from 0.18 mg/m3 to 0.46 mg/m3. The predicted CPUE values derived from the random forest model were generally consistent with the nominal CPUE distribution, indicating the suitability of the random forest model for analyzing the relationship between D. gigas and environmental factors in the offshore waters of Peru. This study is of great significance for understanding the resource dynamics of D. gigas and guiding its production.

Dosidicus gigas  /  random forest model  /  abundance  /  environmental factors
Weitu Peng, Feng Chen, Jianxiong Li, Yixiang Zhao, Yijiang Dong, Qian Dai, Hanxiang Xu, Wenbin Zhu. Relationship between abundance of Dosidicus gigas and environment factors in the offshore waters of Peru based on random forest model[J]. Haiyang Xuebao, 2024 , 46 (7) : 41 -50 . DOI: 10.12284/hyxb2024078
Year 2024 volume 46 Issue 7
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Article Info
doi: 10.12284/hyxb2024078
  • Receive Date:2023-12-05
  • Online Date:2025-11-26
  • Published:2024-07-31
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  • Received:2023-12-05
  • Revised:2024-04-01
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Affiliations
    1. Marine and Fishery Institute of Zhejiang Ocean University, Zhoushan 316021, China
    2. Zhejiang Marine Fisheries Research Institute/Scientific Observing and Experimental Station of Fishery Resources for Key Fishing Grounds, Ministry of Agriculture and Rural Affairs/Key Laboratory of Sustainable Utilization of Technology Research for Fishery Resources of Zhejiang Province, Zhoushan 316021, China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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