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浙江北部沿岸春夏季长蛸时空分布及其与海洋环境的关系
引用本文:陈峰,李楠,方舟,申丰源,张洪亮,周永东. 浙江北部沿岸春夏季长蛸时空分布及其与海洋环境的关系[J]. 上海海洋大学学报, 2019, 28(3): 438-447
作者姓名:陈峰  李楠  方舟  申丰源  张洪亮  周永东
作者单位:上海海洋大学 海洋科学学院, 上海 201306;浙江省海洋水产研究所, 浙江 舟山 316021,上海海洋大学 海洋科学学院, 上海 201306,上海海洋大学 海洋科学学院, 上海 201306;大洋渔业资源可持续开发教育部重点实验室, 上海 201306;国家远洋渔业工程技术研究中心, 上海 201306;农业农村部大洋渔业开发重点实验室, 上海 201306;农业农村部大洋渔业资源环境科学观测实验站, 上海 201306,上海海洋大学 海洋科学学院, 上海 201306,浙江省海洋水产研究所, 浙江 舟山 316021,浙江省海洋水产研究所, 浙江 舟山 316021
基金项目:国家自然科学基金面上项目(41476129);浙江省科研院所专项(2016F30018,2017C32031);农业农村部外海渔业开发重点实验室开放课题(LOF 2018-02)
摘    要:根据2014—2016年春夏季浙江北部沿岸拖网调查数据,选取时空因子(年、月、经纬度)和环境因子(底层温度SBT、底层盐度SBS、深度Depth和溶解氧DO),分析长蛸(Octopus minor)资源的时空分布情况,并利用提升回归树(boosted regression tree, BRT)模型研究各因子对长蛸资源丰度(以渔获量g/h表示)的影响程度。结果表明:2014年的平均渔获量明显高于2015和2016年,同一年中4月份的渔获量均高于其他月份;主要渔获量分布在122.75°E~123.25°E,30°N~30.5°N之间;2015年的渔场重心较其他年份略向北移动,4月至6月间渔场重心向东北方向移动,但变化不明显;选择以学习率(learning rate,lr)为0.001和复杂度(tree complexity,tc)为4的模型来建立时空环境因子与渔获量的关系,发现溶解氧对渔获量的影响最大,占所有影响因子的45.5%;其次为年和盐度,随后依次为深度(10.7%)、底层温度(7.3%)、纬度(4.7%)、月(4.7%)以及经度(2.3%)。相比较时空因子而言,环境因子对长蛸的渔获量影响更大。溶解氧是直接影响长蛸活动的重要因素,后续研究应该对此因子提高关注。

关 键 词:浙江北部  长蛸  时空分布  环境因子  提升回归树
收稿时间:2018-12-25
修稿时间:2019-01-24

Relationship between spatial-temporal distribution of long-arm octopus Octopus minor and oceanographic environmental factors along north coast of Zhejiang province during spring and summer
CHEN Feng,LI Nan,FANG Zhou,SHEN Fengyuan,ZHANG Hongliang and ZHOU Yongdong. Relationship between spatial-temporal distribution of long-arm octopus Octopus minor and oceanographic environmental factors along north coast of Zhejiang province during spring and summer[J]. Journal of Shanghai Ocean University, 2019, 28(3): 438-447
Authors:CHEN Feng  LI Nan  FANG Zhou  SHEN Fengyuan  ZHANG Hongliang  ZHOU Yongdong
Affiliation:College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China;Marine Fisheries Research Institute of Zhejiang Province, Zhoushan 316021, Zhejiang, China,College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China,College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China;The Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, Ministry of Education, Shanghai 201306, China;National Engineering Research Center for Oceanic Fisheries, Shanghai 201306, China;Key Laboratory of Oceanic Fisheries Exploration, Ministry of Agriculture and Rural Affairs, Shanghai 201306, China;Scientific Observing and Experimental Station of Oceanic Fishery Resources, Ministry of Agriculture and Rural Affairs, Shanghai 201306, China,College of Marine Sciences, Shanghai Ocean University, Shanghai 201306, China,Marine Fisheries Research Institute of Zhejiang Province, Zhoushan 316021, Zhejiang, China and Marine Fisheries Research Institute of Zhejiang Province, Zhoushan 316021, Zhejiang, China
Abstract:According to the trawl survey data along north coast of Zhejiang Province during spring and summer of 2014 to 2016, the spatial-temporal factors (year, month, latitude and longitude) and environmental factors (sea bottom temperature, SBT; sea bottom salinity, SBS; depth; dissolved oxygen, DO) were selected to analyze the spatial-temporal distribution of Octopus minor, as well as its relative importance using boosted regression tree (BRT). The results showed that the average catch in 2014 is higher than that of 2015 and 2016, and the catch in April is also higher than other months in the same year; the main catch distributed ranged from 122.75°E to 123.25°E,30°N to 30.5°N;the gravity of fishing ground in 2015 moved a little northward compared with the other two years, the gravity of fishing ground also moved a little northward during April to June; the learning rate (lr) 0.001 and tree complexity (tc) 4 were selected to establish the model between environmental factors and catch, and dissolved oxygen (DO) was the most important factor, accounting for 45.5%, then year and salinity, accounting for higher than 10%, then successively, depth (10.7%), SBT (7.3%), latitude (4.7%), month (4.7%) and longitude (2.3%). Environmental factor is more important than spatial-temporal factor to the catch of Octopus minor. Future studies should pay more attention to the dissolved oxygen as it is a critical factor that directly influences the marine organism.
Keywords:North of Zhejiang province  Octopus minor  spatial-temporal distribution  environmental factor  boosted regression tree
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