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Simulation of spatio-temporal distribution of swordfish habitat in the western Indian Ocean based on maximum entropy model
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Wei Tang1, Xuefang Wang1, 2, 3, 4, *, Feng Wu1, 2, 3, 4, Yuan Li5
Haiyang Xuebao | 2022, 44(10) : 100 - 108
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Haiyang Xuebao | 2022, 44(10): 100-108
Article
Simulation of spatio-temporal distribution of swordfish habitat in the western Indian Ocean based on maximum entropy model
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Wei Tang1, Xuefang Wang1, 2, 3, 4, *, Feng Wu1, 2, 3, 4, Yuan Li5
Affiliations
  • 1. College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China
  • 2. National Distant-water Fisheries Engineering Research Center, Shanghai 201306, China
  • 3. The Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, Ministry of Education, Shanghai 201306, China
  • 4. Scientific Observing and Experimental Station of Oceanic Fishery Resources, Ministry of Agriculture and Rural Affairs, Shanghai 201306, China
  • 5. Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
Published: 2022-10-01 doi: 10.12284/hyxb2022180
Outline
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Swordfish (Xiphias gladius) is a highly migratory fish whose habitat suitability is significantly influenced by the marine environment, and the prediction of its habitat using changes in the marine environment is of great scientific importance. In this study, we used the catch information of swordfish in the Chinese Indian Ocean Longline Fisheries Observer Data from 2017 to 2019 as species occurrence data, combined with the environmental data in the western Indian Ocean waters, including sea surface temperature (SST), sea surface height (SSH), chlorophyll a (Chl a) concentration, mixed layer depth (MLD), and sea surface salinity (SSS), the habitat suitability distribution of swordfish in the western Indian Ocean is simulated by using a maximum entropy model (MaxEnt). Model results show that: (1) the model has very high accuracy in simulating the habitat suitability distribution of swordfish in the western Indian Ocean, with AUC values greater than 0.9 in all seasons, and can be used to simulate the potential habitat suitability distribution of swordfish; (2) changes in the distribution of suitable habitat for swordfish in the study area are generally consistent with changes in the actual operational location, and the distribution of areas with high habitat suitability for swordfish is more concentrated in both the dry and rainy seasons, but the distribution range is greater in the wet season than in the dry season; (3) SST, SSS and MLD are important environmental factors affecting the habitat suitability distribution of swordfish in the western Indian Ocean. The optimum ranges of SST, SSS and MLD in the dry and rainy seasons are 25.8−31.6°C, 34.4−35.9 and 0.1−24.9 m, and 25.6−30.5°C, 34.8−36.4 and 13.1−54.1 m, respectively. The results of the study provide essential reference information for the sustainable use and scientific management of swordfish populations in the western Indian Ocean.

the western Indian Ocean  /  Xiphias gladius  /  habitat simulation  /  maximum entropy model (MaxEnt)  /  presence-only data
Wei Tang, Xuefang Wang, Feng Wu, Yuan Li. Simulation of spatio-temporal distribution of swordfish habitat in the western Indian Ocean based on maximum entropy model[J]. Haiyang Xuebao, 2022 , 44 (10) : 100 -108 . DOI: 10.12284/hyxb2022180
Year 2022 volume 44 Issue 10
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Article Info
doi: 10.12284/hyxb2022180
  • Receive Date:2022-04-14
  • Online Date:2026-02-01
  • Published:2022-10-01
Article Data
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History
  • Received:2022-04-14
  • Revised:2022-06-07
Funding
Affiliations
    1. College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China
    2. National Distant-water Fisheries Engineering Research Center, Shanghai 201306, China
    3. The Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, Ministry of Education, Shanghai 201306, China
    4. Scientific Observing and Experimental Station of Oceanic Fishery Resources, Ministry of Agriculture and Rural Affairs, Shanghai 201306, China
    5. Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, 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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