Ensemble projections of fish distribution in response to climate changes in the Yellow and Bohai Seas, China
文献类型： 外文期刊
作者： Chen, Yunlong 1 ; Shan, Xiujuan 1 ; Gorfine, Harry 3 ; Dai, Fangqun 1 ; Wu, Qiang 1 ; Yang, Tao 1 ; Shi, Yongqiang 1 ; Jin, Xianshi 1 ;
作者机构： 1.Chinese Acad Fishery Sci, Yellow Sea Fisheries Res Inst, Key Lab Sustainable Dev Marine Fisheries, Shandong Prov Key Lab Fishery Resources & Ecol Env, Qingdao 266071, Peoples R China
2.Shandong Changdao Fishery Resources Natl Field Obs, Yantai 265800, Peoples R China
3.Univ Melbourne, Sch Biosci, Parkville, Vic 3010, Australia
关键词： Climate change; Fish distributions; Range shifts; Ensemble models
期刊名称：ECOLOGICAL INDICATORS （ 影响因子：6.9； 五年影响因子：6.6 ）
ISSN： 1470-160X
年卷期： 2023 年 146 卷
页码：
收录情况： SCI
摘要： Climate change is an important driving force affecting species distribution, so quantifying the influences of climate change on species distributions is necessary for effective fishery management. To identify the geographical distribution pattern and future potential suitable habitat area of fishes in the Yellow and Bohai Seas (YBS), we built ensemble models of spatial distribution for 22 important fish species using 3185 valid distributional records and 9 environmental variables extracted from multiple databases. The constructed ensemble models showed high accuracy with mean AUC, Kappa and TSS values of 0.97, 0.82 and 0.84. Salinity and temperature proximal to the seabed were the main environmental factors affecting the distribution of fishes. Presently, the number of important fish species (NIFS) tends to be low in the Bohai Sea and high in the Yellow Sea. Future projections indicated that there would be obvious interspecific differences in the geographical distribution of fishes, and the number of species with range contractions is predicted to be greater than that of range expansions. Coastal fishes and cold temperate fishes are predicted to narrow their occupied areas. In the future, the NIFS in the YBS is expected to increase overall. Spatially, sporadic areas in the central and southern Yellow Sea will have a reduced NIFS, while the Bohai Sea, coastal waters near the southern Shandong Peninsula and the northern East China Sea may experience increased NIFS. Our results provide a theoretical basis for predicting the climate-driven range shifts of fishes in one of the world's most heavily impacted marine ecosystems, that can be extended to develop climate-adaptive management strategies.
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