Different Responses of Loliginidae and Sepiolidae to Climate Change in Zhejiang Coastal Waters Driven by Life‐History Traits: A Machine Learning Approach
This study uses six machine learning models to analyze how cephalopod distributions in Zhejiang coastal waters respond to climate change, revealing that Loliginidae favor warmer, nutrient-rich waters and expand their range under high-emission scenarios, while Sepiolidae exhibit more constrained, variable patterns, informing future fisheries management.
ABSTRACT Cephalopods are commercially valuable invertebrates with short lifespans and rapid responsiveness to climate change, making them sensitive indicators of ecosystem dynamics. In recent decades, they have become the primary target species in the East China Sea (ECS) fishery following declines in demersal fish catches. Investigating the relationship between cephalopod populations and environmental factors enables researchers to characterize the ecological conditions conducive to their proliferation. The study employed six machine learning models to predict cephalopod distributions in the coastal waters of Zhejiang. Sea water temperature (SST) and chlorophyll‐a concentration (Chl‐a) were identified as key seasonal distribution drivers. Family‐level patterns largely reflected the dominant species, yet inter‐family differences revealed distinct environmental niches: Loliginidae favored warmer, nutrient‐rich waters, whereas Sepiolidae exhibited different seasonal patterns in their preferences for SST and Chl‐a. Notwithstanding these general consistencies, both cephalopods exhibited distinct spatiotemporal distribution patterns under different climate change scenarios. Under RCP2.6, Loliginidae were concentrated in the coastal waters of southern Zhejiang in spring and displayed a broader distribution in autumn. In contrast, under RCP8.5, their distribution range expanded notably with a northward migration in autumn. Sepiolidae showed a more constrained spatial distribution pattern, with shifts in their concentration areas across different climate scenarios and seasonal periods. Our findings systematically establish links between cephalopod spatiotemporal distribution patterns and dynamic environmental conditions, and highlight taxon‐specific responses to climate change, thereby providing a scientific reference for the formulation of future fisheries management strategies under variable climate scenarios.
- Research Article
- 10.22067/jead.2021.17813.0
- Jan 20, 2021
- SHILAP Revista de lepidopterología
حوضه آجیچای یکی از بزرگترین مناطق کشاورزی و مصرف آب در حوضه دریاچه ارومیه است که در سالهای اخیر به دلیل اثرات تغییر اقلیم و عوامل انسانی، کارکرد خود در تأمین حقآبه دریاچه ارومیه را از دست داده است. از اینرو هدف مطالعه حاضر، بررسی اثرات سناریوهای اقلیمی و سناریوهای مدیریت منابع آب بر مقدار آب در دسترس، نیاز آبی گیاهان، الگوی کشت، عملکرد و سود کشاورزان در شهرستان سراب به عنوان یکی از سرشاخههای اصلی آجی چای میباشد. بدین منظور از مدل هیدرو- اقتصادی مبتنی بر ریسک بهره گرفته شد که در بخش اقتصادی از مدل برنامهریزی ریاضی درجه دوم توأم با ریسک و در بخش هیدرولوژیکی از مدل WEAP-MABIA استفاده گردید. دادههای مورد نیاز از تکمیل 210 پرسشنامه از کشاورزان در سال 1397 جمعآوری گردید. برای تولید دادههای روزانه اقلیمی از مدل HadCM3 و ریزمقیاسسازی LARS-WG تحت سناریویها انتشار A2، B1 و A1B استفاده شد. نتایج نشان داد که تغییر اقلیم باعث کاهش سود و اشتغال بخش کشاورزی شده و الگوی کشت به سمت محصولات با نیاز آبی پایین تغییر خواهد یافت. اعمال سناریوی افزایش راندمان آبیاری علاوه بر استفاده مفید و موثرتر از آب تخصیصی، سود کشاورزان را نیز افزایش خواهد داد که نسبت به سناریو کاهش سهم آب کشاورزی وضعیت مطلوبتری را ارائه میدهد. در مجموع نتایج این مطالعه بیانگر آن است که در صورت ثابت ماندن روشهای مدیریتی در آیندهی نزدیک، عملکرد محصولات کاهش چشمگیری خواهد یافت. از اینرو بهینهسازی روشهای مدیریتی و استفاده از ارقام با عملکرد بالاتر به عنوان راهکارهای مقابله با اثرات تغییر اقلیم توصیه میشود.
- Research Article
13
- 10.3389/fmars.2022.899334
- Jun 23, 2022
- Frontiers in Marine Science
Noctiluca scintillans feeds on a large number of phytoplankton, including diatoms and dinoflagellates, and frequently forms a red tide in the East China Sea (ECS) and southern Yellow Sea (SYS). However, the spatiotemporal distribution pattern, controlling factors, and long-term change of N. scintillans in the ECS and SYS remain unclear. In the present study, we collected N. scintillans samples from the ECS and SYS throughout the four seasons of 2011. We sampled phytoplankton and environmental parameters simultaneously. The depth-integrated abundance (DIA) of N. scintillans was the highest and lowest in summer and winter, respectively. N. scintillans is distributed abundantly in eutrophic coastal waters and the Changjiang Estuary, which are characterized by high concentrations of phytoplankton and chlorophyll-a. A Spearman correlation test demonstrated that its DIA in the upper 30-m water column was generally more significantly associated with phytoplankton abundance and chlorophyll-a concentration than with temperature and salinity. The results of the generalized additive models revealed that chlorophyll-a concentration explained more of the variation in N. scintillans abundance than temperature and salinity throughout the year, particularly in warm seasons. These findings indicate that the seasonal and spatial changes of N. scintillans are largely regulated by phytoplankton biomass. Compared with the historical data from 1959 and 2002, the abundance of N. scintillans in the Changjiang Estuary increased considerably in 2011 with increasing phytoplankton abundance resulting from accelerated eutrophication and warming. These results clarify the controlling factors, red-tide formation mechanism, and changing trends associated with the N. scintillans in the ECS and SYS.
- Research Article
15
- 10.3389/fmars.2021.715708
- Aug 18, 2021
- Frontiers in Marine Science
Isoprenoid glycerol dialkyl glycerol tetraethers (isoGDGTs) derived from archaea are lipid biomarkers that exhibit high sensitivity to changes in water temperature, leading to the widespread application of the isoGDGT-based tetraether index of 86 carbon atoms (TEX86) in surface seawater temperature (SST) reconstruction. However, there remain some uncertainties regarding the robustness of TEX86 under changing water conditions (e.g., variations in water depth, oxygen and pH). Here, we analyzed isoGDGTs in suspended particles at different depths of the East China Sea (ECS) during summer 2020, aiming to constrain the applicability of the TEX86 proxy in coastal waters. Our data showed that the isoGDGTs were mainly derived from planktonic Thaumarchaeota, as revealed by the low ratio of GDGT-0/crenarchaeol (<0.5). The vertical distribution of isoGDGT concentration depicted a downward increase from the surface to the bottom. This observation was likely shaped by Thaumarchaeota, which regulate the extent of ammonia oxidation based on the availability of ammonium. The occurrence of maximal isoGDGT concentrations in the bottom layer suggests that the isoGDGTs in sediments are mainly controlled by bottom archaeal production rather than surface archaeal production. By reanalyzing the published isoGDGT data of surface sediments in the ECS inner shelf, we found that the sedimentary TEX86 relates much better to the annual mean bottom seawater temperature (BST) than to the annual mean SST, indicating that sedimentary TEX86 is more inclined to be a proxy for the BST in the shallow ECS. In addition, the positive bias of TEX86 driven by low dissolved oxygen and low pH was observed under the pycnocline, indicating that the application of TEX86 to reconstruct seawater temperature should be carefully appraised in coastal environments with strong water column stratification.
- Research Article
218
- 10.1098/rstb.1996.0089
- Aug 29, 1996
- Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences
The study of cephalopod populations currently lacks the means to define populations adequately and to resolve basic systematic confusions. Quantitative data are usually only available from indirect sources such as commercial fisheries and from estimates of consumption by higher predators. Despite these methodological difficulties it is clear that cephalopods comprise a major component of biomass globally, throughout all fully marine habitats. Life-cycle characteristics common to the coleoids - early and/or semelparous breeding, rapid growth, short lifespan, little overlap of generations, vulnerability to predation and environmental variables - result in wide inter-annual fluctuations in abundance. Most of the pelagic forms also undertake large- or meso-scale migrations which, coupled to shifting patterns of oceanographic variables, contribute to the unpredictability of distribution and density associated with many cephalopod species. Temporal and spatial patterns of breeding, seasonality, growth, recruitment and mortality are clearly evident in most of the better-studied species. But exceptions to pattern (e.g. variable growth rates, extended breeding, complex recruitment) also seem to be important intrinsic characteristics. Levels of genetic variation in cephalopods are relatively low, and their population dynamics appear to be influenced principally by phenotypic plasticity in response to environmental variability. In such universally short-lived species the maintenance of this diversity balances the risks of mortality factors combining at any one time to cause periodic local extinction. The extent and scale of the interactions between cephalopod populations and other trophic levels suggests that major ecological perturbations such as environmental shifts, or imposed effects such as commercial fishing, whether directed at cephalopods or other species, are likely to have an impact on their populations. As short-lived species with high turnover of generations, plastic growth and reproductive characteristics, high mobility and catholic predatory habits, they are always poised to respond to changed balances in their environment. Studies on cephalopod populations have expanded considerably in numbers and scope in the last 25 years, driven by increased interest in and recognition of their roles in the marine ecology, as well as their increasing value as globally exploited resources. Despite these recent advances, the information and concepts arising from their study is only slowly entering mainstream biological thought and becoming accommodated in broad-scale models of the marine ecosystem.
- Research Article
30
- 10.1007/s11430-016-9039-7
- May 10, 2017
- Science China Earth Sciences
From May to June 2014, the geochemical characteristics of dissolved barium (Ba) in sea water and its influx from the Kuroshio into the East China Sea (ECS) were studied by investigation of the Kuroshio mainstream east of Taiwan Island and the adjacent ECS. This allowed for the scope and extent of the Kuroshio incursion to be quantitatively described for the first time by using Ba as a tracer. The concentration of Ba in the Kuroshio mainstream increased gradually downward from the surface in the range 4.91–19.2 μg L−1. In the surface layer of the ECS, the Ba concentration was highest in coastal water and gradually decreased seaward, while it was higher in coastal and offshore water but lowest in middle shelf for bottom layer. The influx of Ba from Kuroshio into the ECS during May to October was calculated to be 2.19×108 kg by a water exchange model, in which the subsurface layer had the largest portion. The distribution of Ba indicated that Kuroshio upwelled in the sea area northeast of Taiwan Island. The north-flowing water in the Taiwan Strait restrained the incursion of Kuroshio surface water onto the ECS shelf, while Kuroshio subsurface water gradually affected the bottom of the ECS from outside. The results of end member calculation, using Ba as a parameter, showed that the Kuroshio surface water had little impact on the ECS, while the Kuroshio subsurface water formed an intrusion current by climbing northwest along the bottom of the middle shelf from the sea area northeast of Taiwan Island into the Qiantang Estuary, of which the volume of Kuroshio water was nearly 65%. Kuroshio water was the predominant part of the water on the outer shelf bottom and its proportion in areas deeper than the 100 m isobath could reach more than 95%. In the DH9 section (north of Taiwan Island), Kuroshio subsurface water intruded westward along the bottom from the shelf edge and then rose upward (in lower proportion). Kuroshio water accounted for 95% of the ocean volume could reach as far as 122°E. Ba was able to provide detailed tracing of the Kuroshio incursion into the ECS owing to its geochemical characteristics and became an effective tracer for revealing quantitative interactions between the Kuroshio and the ECS.
- Research Article
6
- 10.1016/j.marenvres.2025.107193
- Aug 1, 2025
- Marine environmental research
Spatial distribution and risk assessment of heavy metal in coastal waters of China.
- Research Article
5
- 10.3389/fmars.2025.1573253
- Apr 1, 2025
- Frontiers in Marine Science
Currently, there is also little up to date information on the the current population status and life history traits of AmphiOctopus ovulum, a very often seen cephalopod species in the East China Sea. It is therefore important to figure out the seasonal spatial distribution of this species, both in terms of number and biomass, and the environmental variables which determine them. Additionally, climate change plays an important role in determining the characteristics of individual species and thus on the ecosystems they inhabit. We set out to understand the responses of A. ovulum to habitat variables and to make projections based on the climate change scenarios described in the IPCC’s SSP1-2.6 and SSP5-8.5 criteria. We carried out seasonal bottom trawling surveys in the East China Sea region during 2018 and 2019 to fill this knowledge gap. Our results showed that the average individual size values ranged from 17.80−43.00 g·ind-1 in spring and 23.49−33.00 g·ind-1 in summer; the measured sea bottom temperature, sea bottom salinity, and depth value ranges were 10.81−27.06°C, 31.73–35.25‰, and 91–103 m independently in spring to winter. Our study showed that A. ovulum was distributed in the area between 27°–29°N, 122.5°–125°E during spring to autumn, and expanded into the area between 26.5°–32.5°N, 121°–124.5°E in winter. The core habitat of A. ovulum was centered on the area between 27.5°–28°N, 122.5°–123.5°E, and can be expected to expand to the northeast and southwest independently under the most likely global warming scenarios. Our results will benefit the development of suitable conservation measures for cephalopod habitats, and incorporate the impacts of climate change into fisheries management programs.
- Research Article
2
- 10.3390/biology14080947
- Jul 28, 2025
- Biology
In the past two decades, little information has been updated to understand the resource status of the crab species Ovalipes punctatus in the East China Sea Region. In this study, we conducted surveys in 2018 and 2019 to identify the seasonal spatial distribution patterns of the economically important sand crab Ovalipes punctatus (De Haan 1833) in the southern Yellow and East China Seas. In the study area, the largest biomass of crabs was observed in the fishing grounds of Dasha and the Yangtze River mouth, and the second largest biomass was detected in the Jiangwai-Zhouwai area. Seasonally, the total biomass order in these areas was summer > autumn & winter > spring, and the mean average individual weight order was spring & summer > winter > autumn. These findings provided maps of the seasonal spatial distribution pattern of the species across seasons, which were then used in climate-change scenario models. Model predictions suggested that O. punctatus might migrate northward and offshore under climate warming conditions, and that the climate scenario SSP585-2100 might be the most negative case, respectively, for the habitat area of gain% minus loss%. These data can be used to develop robust and systematic regional fisheries resource management policies that consider adaptation measures to address the impact of environmental and climate change along China's coasts and other areas in the world.
- Research Article
86
- 10.1002/lno.11651
- Dec 1, 2020
- Limnology and Oceanography
Addition of the increased anthropogenic nitrogen (NOx and NHy) emitted from northeast Asian countries to the Yellow and East China seas and coastal waters around Korea has resulted in an unparalleled increase in the nitrate (N) concentration relative to the phosphate (P) and silicate (Si) concentrations in the upper ocean. We found that for the Yellow Sea the increase in N over P was largely explained by increased atmospheric nitrogen deposition, whereas for the northern East China Sea, downstream of the Changjiang River plume, the trend in N increase relative to P was more associated with a change in the combined input of nutrients from atmospheric deposition and riverine discharges. In contrast, the dynamics of the N to P relationship in the southern East China Sea was largely controlled by a change in the intrusion intensity of the Kuroshio Current, which has a low N : P ratio. The disproportionate and persistent input of nutrients to the marine waters of this region over the past four decades has transformed extensive areas from being N deficient to being P deficient, and has concurrently decreased the concentration of Si relative to N. In coastal waters around Korea in particular, these shifts in the nutrient regime have been accompanied by a change from diatom‐dominated to dinoflagellate‐dominated blooms. Given the complexity of coastal ecosystems, the associations between changes in nutrient regimes and biological changes need to be investigated in other coastal areas receiving increasing loads of anthropogenic nitrogen.
- Research Article
55
- 10.1016/j.dsr2.2017.06.010
- Jul 6, 2017
- Deep Sea Research Part II: Topical Studies in Oceanography
The influence of climate regime shifts on the marine environment and ecosystems in the East Asian Marginal Seas and their mechanisms
- Research Article
1
- 10.3390/biology14101328
- Sep 26, 2025
- Biology
In real fisheries management practices, ecological information on the seasonal distribution patterns and characteristics of marine economic fauna and responses to climate change is necessary. In this study, we analyzed data obtained from surveys conducted between 2018 and 2019 in the southern Yellow and East China Seas, using ensemble models to predict variations in the habitat area of Metapenaeopsis provocatoria longirostris across seasons and under different climate scenarios. The highest abundances were observed at the following water temperature and salinity conditions, respectively: 18.5 °C and 34.5‱-35‱ in spring, 18.9-28 °C and 33.4-34.6‱ in summer, 18.6-21.7 °C and 33.5-34.4‱ in autumn, and 18-21.5 °C and 34‱ in winter. The major cohort was concentrated at depths of 100-110 m and 85-105 m in spring and summer, respectively, and at 80-100 m and 70-120 m in autumn and winter, respectively. In spring and winter, M. provocatoria longirostris was distributed in the continental shelf waters of the East China Sea, at wider salinity (30-35‱) and water temperature (8-26 °C) ranges, whereas in summer and autumn, the distribution shifted offshore. The values predicted for habitat loss under different climate scenarios were ranked as follows: ~70% loss under SSP585-2100 > ~50% loss under SSP370-2100 > ~30% loss under SSP245-2100 > ~15% loss under SSP126-2100 and SSP370-2050 > ~1-5% under SSP126-2050, SSP245-2050, and SSP585-2050. No great gains in habitat were predicted under any scenario. Our findings can contribute to the establishment of appropriate fisheries management schemes for the rational exploitation of M. provocatoria longirostris. Our predictions can assist in improving fisheries management practices within the context of climate change.
- Research Article
3
- 10.1111/fog.12699
- Sep 2, 2024
- Fisheries Oceanography
Trace element analysis of otoliths from core to edge was used to reveal differences in habitats of larvae and early juveniles of Japanese jack mackerel ( Trachurus japonicus ) caught in the East China Sea (ECS), Pacific Ocean, and Sea of Japan. Multi‐element signatures (Sr:Ca, Mg:Ca, Na:Ca, K:Ca, and Ba:Ca) were analyzed with multivariate statistics to determine whether these element signatures provide insight into regional population structure. The median values of elements: Ca ratios in otolith core region differed significantly among areas, with most elements between the ECS and the Pacific Ocean or Sea of Japan showing significant differences. The Sr:Ca ratios exhibited a V‐shaped trend from the otolith core to the edge, which was likely related to the vertical habitat layer shift of larvae and early juveniles of T. japonicus . Canonical analysis of principal coordinates using the element: Ca ratios and the hatching day were re‐classified according to the sampling area with higher accuracy in the ECS (88–95%) and the Sea of Japan (76–83%) compared to the Pacific Ocean (69–72%). These results indicate that the proportion of eggs, larvae, and early juveniles transported by the Kuroshio Current from the southern ECS—the main spawning ground—to the Pacific Ocean or the Sea of Japan is low and that juveniles distributed in the coastal waters off southwestern Japan may have originated from local spawners. These results suggest that determining the elemental composition of larvae and juveniles of T. japonicus is effective in determining the habitat differences of this species in the three regions. These findings will help to understand population structure and recruitment process of this species around Japan.
- Research Article
62
- 10.1016/j.ecoleng.2019.105665
- Nov 25, 2019
- Ecological Engineering
Impacts of combined land-use and climate change on streamflow in two nested catchments in the Southeastern United States
- Research Article
1
- 10.3390/ani15213129
- Oct 29, 2025
- Animals : an Open Access Journal from MDPI
Simple SummaryBrown croaker (Miichthys miiuy) is an important fishery species in the East China Sea, yet little is known about its natal origin and migration pathways. In this study, we analyzed chemical signatures in otoliths to determine natal origins and habitat use throughout the life cycle. We identified four distinct life history strategies, indicating that some individuals remain in coastal waters while others migrate among estuarine, coastal, and offshore environments. These findings reveal that M. miiuy exhibits high ecological flexibility and strong habitat connectivity. Such information is essential for protecting critical spawning and nursery areas and for developing more effective seasonal management strategies to support sustainable fisheries.Brown croaker (Miichthys miiuy) is an economically, ecologically, and culturally important species in the East China Sea (ECS); however, populations of M. miiuy have declined in recent years due to climate change and high fishing intensity. Our limited understanding of wild M. miiuy’s migratory life history hampers effective population conservation. To meet this need, and to elucidate the migratory life history of wild M. miiuy, we quantified the elemental composition of otolith samples using laser ablation inductively coupled plasma mass spectrometry (LA-ICP-MS). This approach, combined with analysis of otolith microstructure, was used to evaluate the feasibility of using the Mg:Ca of otoliths chemical clock for M. miiuy. Using cluster analysis alongside bivariate time series analysis, we identified natal sources and reconstructed migratory histories. The results showed that consistent, periodic fluctuation of Mg:Ca ratios in otolith profiles can be used as a chemical index to indicate the age and life history stage of M. miiuy. Natal sources of M. miiuy originated from three distinct water environments: estuary (14.2%), coastal mixed waters (57.3%), and coastal reef waters (28.5%). A diverse migratory life history of M. miiuy was observed based on Sr:Ba thresholds, and ultimately, we identified four migratory life histories of the species, including an estuary–coastal migratory type, a coastal resident type, a coastal–offshore migratory type and an estuary–coastal–offshore migratory type. This study provides a scientific basis for the protection of key habitats and seasonal management of M. miiuy in the ECS.
- Research Article
52
- 10.1016/j.csr.2006.05.003
- Jul 3, 2006
- Continental Shelf Research
A salinity front in the southern East China Sea separating the Chinese coastal and Taiwan Strait waters from Kuroshio waters