Citation: | Wei Guang’en,Chen Xinjun. Forecasting Northwest Pacific Ocean neon flying squid abundance based on suitability of spawning and feeding grounds[J]. Haiyang Xuebao,2020, 42(12):14–25 doi: 10.3969/j.issn.0253-4193.2020.12.002 |
[1] |
王尧耕, 陈新军. 世界大洋性经济柔鱼类资源及其渔业[M]. 北京: 海洋出版社, 2005: 152−153.
Wang Yaogeng, Chen Xinjun. The resource and biology of economic oceanic squid in the world[M]. Beijing: China Ocean Press, 2005: 152−153.
|
[2] |
陈新军, 田思泉, 许柳雄. 西北太平洋海域柔鱼产卵场和作业渔场的水温年间比较及与资源丰度的关系[J]. 上海水产大学学报, 2005, 14(2): 168−175.
Chen Xinjun, Tian Siquan, Xu Liuxiong. Analysis on changes of surface water temperature in the spawning and feeding ground of Ommastrephes bartrami and its relationship with abundance index in the Northwestern Pacific Ocean[J]. Journal of Shanghai Fisheries University, 2005, 14(2): 168−175.
|
[3] |
Chen Xinjun, Chen Yong, Tian Siquan, et al. An assessment of the west winter-spring cohort of neon flying squid (Ommastrephes bartramii) in the Northwest Pacific Ocean[J]. Fisheries Research, 2008, 92(2/3): 221−230.
|
[4] |
Rodhouse P G. Managing and forecasting squid fisheries in variable environments[J]. Fisheries Research, 2001, 54(1): 3−8. doi: 10.1016/S0165-7836(01)00370-8
|
[5] |
Anderson C I H, Rodhouse P G. Life cycles, oceanography and variability: Ommastrephid squid in variable oceanographic environments[J]. Fisheries Research, 2001, 54(1): 133−143. doi: 10.1016/S0165-7836(01)00378-2
|
[6] |
沈新强, 王云龙, 袁骐, 等. 北太平洋鱿鱼渔场叶绿素a分布特点及其与渔场的关系[J]. 海洋学报, 2004, 26(6): 118−123.
Shen Xinqiang, Wang Yunlong, Yuan Qi, et al. Distributional characteristics of chlorophyll a and relation to the fishing ground in the squid fishing ground of the northern Pacific Ocean[J]. Haiyang Xuebao, 2004, 26(6): 118−123.
|
[7] |
Boyle P R, Pierce G J, Hastie L C. Flexible reproductive strategies in the squid Loligo forbesi[J]. Marine Biology, 1995, 121(3): 501−508. doi: 10.1007/BF00349459
|
[8] |
曹杰, 陈新军, 刘必林, 等. 鱿鱼类资源量变化与海洋环境关系的研究进展[J]. 上海海洋大学学报, 2010, 19(2): 232−239.
Cao Jie, Chen Xinjun, Liu Bilin, et al. Review on the relationship between stock recruitment of squid and oceanographic environment[J]. Journal of Shanghai Oceans University, 2010, 19(2): 232−239.
|
[9] |
Payne A G, Agnew D J, Pierce G J. Trends and assessment of cephalopod fisheries[J]. Fisheries Research, 2006, 78(1): 1−3. doi: 10.1016/j.fishres.2005.12.010
|
[10] |
余为, 陈新军, 易倩, 等. 北太平洋柔鱼早期生活史研究进展[J]. 上海海洋大学学报, 2013, 22(5): 755−762.
Yu Wei, Chen Xinjun, Yi Qian, et al. Review on the early life history of neon flying squid Ommastrephes bartramii in the North Pacific[J]. Journal of Shanghai Ocean University, 2013, 22(5): 755−762.
|
[11] |
Murakami K, Watanabe Y, Nakara J. Growth, Distribution and Migration of Flying Squid (Ommastrephes bartramii) in the North Pacific[M]. Research Institute of North Pacific Fisheries, Hokkaido University, 1981: 161−179.
|
[12] |
Nakamura Y. Distribution and maturity of neon flying squid, Ommastrephes bartrami (Lesueur), in the surrounding waters of Izu-Ogasawara Islands in spring[J]. Bulletin of Hokkaido National Fisheries Research Institute, 1988, 52: 139−149.
|
[13] |
Okutain T. Systematics and distribution of larvae of Decapod Cephalopods collected from the sea surface on the Pacific Coast of Japan, 1960−1965[J]. Bulletin of the Tokai Regional Fisheries Research Laboratory, 1968, 55(2): 9−57.
|
[14] |
Hayase S. Distribution of Spawning Grounds of Flying Squid, Ommastrephes bartrami, in the North Pacific Ocean[J]. Japan International Research Center for Agricultural Science, 1995, 29(1): 65−72.
|
[15] |
Cao Jie, Chen Xinjun, Chen Yong. Influence of surface oceanographic variability on abundance of the western winter spring cohort of neon flying squid Ommastrephes bartramii in the NW Pacific Ocean[J]. Marine Ecology Progress Series, 2009, 381(5): 119−127.
|
[16] |
Bower J R. Estimated paralarval drift and inferred hatching sites for Ommastrephes bartramii (Cephalopoda: Ommastrephidae) near the Hawaiian Archipelago[J]. Fishery Bulletin, 1996, 94: 398−411.
|
[17] |
Bower J R, Ichii T. The red flying squid (Ommastrephes bartramii): A review of recent research and the fishery in Japan[J]. Fisheries Research, 2005, 76(1): 39−55. doi: 10.1016/j.fishres.2005.05.009
|
[18] |
Breiman L. Random forests[J]. Machine Learning, 2001, 45(1): 5−32. doi: 10.1023/A:1010933404324
|
[19] |
Gall J, Yao A, Razavi N, et al. Hough forests for object detection, tracking, and action Recognition[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011, 33(11): 2188−2202. doi: 10.1109/TPAMI.2011.70
|
[20] |
曹正凤. 随机森林算法优化研究[D]. 北京: 首都经济贸易大学, 2014.
Cao Zhengfeng. Study on optimization of random forests algorithm[D]. Beijing: Capital University of Economics and Business, 2014.
|
[21] |
方匡南, 吴见彬, 朱建平, 等. 随机森林方法研究综述[J]. 统计与信息论坛, 2011, 26(3): 32−38. doi: 10.3969/j.issn.1007-3116.2011.03.006
Fang Kuangnan, Wu Jianbin, Zhu Jianping, et al. A review of technologies on random forests[J]. Statistics & Information Forum, 2011, 26(3): 32−38. doi: 10.3969/j.issn.1007-3116.2011.03.006
|
[22] |
李磊. 随机森林及数据可视化在棉蚜等级预测中的应用研究[D]. 泰安: 山东农业大学, 2017.
Li Lei. Application of random forest and data visualization in prediction of cotton aphid grade[D]. Tai’an: Shandong Agricultural University, 2017.
|
[23] |
张万军. 基于大数据的个人信用风险评估模型研究[D]. 北京: 对外经济贸易大学, 2016.
Zhang Wanjun. Research on individual credit risk evaluation model based on big data[D]. Beijing: University of International Business and Economics, 2016.
|
[24] |
孟杰, 李春林. 基于随机森林模型的分类数据缺失值插补[J]. 统计与信息论坛, 2016, 29(9): 86−90.
Meng Jie, Li Chunlin. Missing data imputation for categorical data based on random forest model[J]. Statistics & Information Forum, 2016, 29(9): 86−90.
|
[25] |
李欣海. 随机森林模型在分类与回归分析中的应用[J]. 应用昆虫学报, 2013, 50(4): 1190−1197. doi: 10.7679/j.issn.2095-1353.2013.163
Li Xinhai. Using “random forest” for classification and regression[J]. Chinese Journal of Applied Entomology, 2013, 50(4): 1190−1197. doi: 10.7679/j.issn.2095-1353.2013.163
|
[26] |
Benediktsson J A, Swain P H, Ersoy O K. Neural network approaches versus statistical methods in classification of multisource remote sensing data[J]. IEEE Transactions on Geoscience and Remote Sensing, 1990, 28(4): 540−552. doi: 10.1109/TGRS.1990.572944
|
[27] |
Hush D R, Horne B G. Progress in supervised neural networks[J]. IEEE Signal Processing Magazine, 1993, 10(1): 8−39. doi: 10.1109/79.180705
|
[28] |
汪金涛, 高峰, 雷林, 等. 基于产卵场环境因子的阿根廷滑柔鱼资源补充量预报模型研究[J]. 海洋学报, 2014, 36(12): 119−124.
Wang Jintao, Gao Feng, Lei Lin, et al. Study on forecasting model of recruitment for Illex argentinus by using the environmental factors in the spawning ground[J]. Haiyang Xuebao, 2014, 36(12): 119−124.
|
[29] |
金龙, 况雪源, 黄海洪, 等. 人工神经网络预报模型的过拟合研究[J]. 气象学报, 2004, 62(1): 62−70.
Jin Long, Kuang Xueyuan, Huang Haihong, et al. Study on the overfitting of the artificial neural network forecasting model[J]. Acta Meteorologica Sinica, 2004, 62(1): 62−70.
|
[30] |
Young R E, Hirota J. Description of Ommastrephes bartramii (Cephalopoda: Ommastrephidae) paralarvae with evidence for spawning in Hawaiian waters[J]. Pacific Science, 1990, 44(1): 71−80.
|