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Marine ecology and economy harmonization under the green water and mountains strategy 绿水青山战略下的海洋生态与经济协调发展
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-02-04 DOI: 10.1016/j.seares.2024.102480
Jian Zhang

The modern society faces a major challenge of environmental protection and achieving sustainable development due to the rapid expansion of the world economy and sustained population growth. This research focuses on the degree of synchronization between marine ecology and the economy. The objective of this study is to address this issue. The aim of this study was to determine the level of synchronization between marine ecology and the economy in nine coastal provinces of China from 2017 to 2022. This study examined the coordination between marine ecology and economy, using sustainable development theory and systems theory. The main focus was on the degree of synchronization between marine ecology and the economy. The study employed the coupling coordination model to evaluate the degree of coordination between marine ecology and economy selected for the study. The study analyzed differences in the degree of coordination and overall trends over time, as well as factors affecting the coordination of marine ecology and the economy. Kernel density and barrier degree models were used for the analysis. Finally, the study examined the key factors that affect the coordination of marine ecology and the economy in these regions using the barrier degree model. The evaluation index for coastal areas decreased from 0.179 to 0.153, indicating a decline in the marine environment. The eastern and southern marine economic circles exhibited a fluctuating upward trend. To enhance coordination between the economy and the ecological environment, this study recommends that coastal provinces prioritize environmental protection, adopt green development principles, increase investment in science and technology, and accelerate the transformation of marine science and technology.

由于世界经济的快速扩张和人口的持续增长,现代社会面临着环境保护和实现可持续发展的重大挑战。本研究的重点是海洋生态与经济的同步程度。本研究的目标是解决这一问题。本研究旨在确定 2017 年至 2022 年中国沿海九省海洋生态与经济的同步程度。本研究运用可持续发展理论和系统理论考察了海洋生态与经济之间的协调性。重点关注海洋生态与经济的同步程度。研究采用耦合协调模型来评估海洋生态与经济之间的协调程度。研究分析了不同时期协调程度的差异和总体趋势,以及影响海洋生态与经济协调的因素。分析中使用了核密度模型和障碍度模型。最后,研究利用障碍度模型考察了影响这些地区海洋生态与经济协调的关键因素。沿海地区的评价指数从 0.179 降至 0.153,表明海洋环境有所下降。东部和南部海洋经济圈呈现波动上升趋势。为加强经济与生态环境的协调,本研究建议沿海省份将环境保护放在首位,采用绿色发展原则,加大科技投入,加快海洋科技成果转化。
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引用次数: 0
Microplastic occurrence and its potential role as a carrier for SARS-CoV-2 in health center wastewater treatment plant and surface water 卫生中心污水处理厂和地表水中微塑料的出现及其作为 SARS-CoV-2 病毒载体的潜在作用
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-02-02 DOI: 10.1016/j.seares.2024.102477
Tooraj Massahi , Abdulfattah A. Amin , Ronak Abdulazeez Meshabaz , Meghdad Pirsaheb , Leigh Terry , Pouran Makhdoumi , Sara Kianpour , Fatemeh Zamani , Hooshyar Hossini

This study investigated the presence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNAs on the surface of microplastics (MPs) collected from a hospital wastewater treatment plant (WWTP) and the Qara-sou river in Kermanshah, Iran. The MPs were characterized using stereo-, scanning electron-, and Fourier-transform infrared spectroscopies to determine their appearance, quantification, qualification, and morphology. The virus RNAs were extracted by rinsing the surface of the MPs with distilled water, followed by swapping and transferring the scratched material into viral transport medium. Identification was performed using SARS-CoV-2 molecular detection kits and real-time quantitative polymerase chain reaction (RT-qPCR). The most common type of MPs found in the wastewater acted as a vector for the virus RNA, whereas virus RNA was only identified in one sample of river water. These findings suggest that MPs can facilitate the spread of the virus through WWTPs and into receiving water bodies. Thus, research on MPs acting as carriers of COVID-19 should be emphasized as determining the presence of the coronavirus on the surface of MPs is crucial in determining a country's health strategies. Furthermore, this study shows that MPs have the potential to act as vectors for pathogens and create new microbial niches in aquatic environments.

本研究调查了从医院废水处理厂(WWTP)和伊朗克尔曼沙阿卡拉苏河收集的微塑料(MPs)表面是否存在严重急性呼吸系统综合征冠状病毒 2(SARS-CoV-2)RNA。利用立体、扫描电子和傅立叶变换红外光谱对微塑料进行了表征,以确定其外观、定量、定性和形态。用蒸馏水冲洗 MP 表面,提取病毒 RNA,然后将划痕材料交换并转移到病毒运输培养基中。使用 SARS-CoV-2 分子检测试剂盒和实时定量聚合酶链反应(RT-qPCR)进行鉴定。废水中最常见的 MPs 可作为病毒 RNA 的载体,而病毒 RNA 只在一个河水样本中被发现。这些发现表明,多孔介质可促进病毒通过污水处理厂传播到受纳水体。因此,应重视对作为 COVID-19 病毒载体的 MPs 的研究,因为确定 MPs 表面是否存在冠状病毒对于确定一个国家的卫生战略至关重要。此外,这项研究还表明,多孔介质有可能成为病原体的载体,并在水生环境中创造新的微生物生态位。
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引用次数: 0
Microplastic contamination in Indonesian consumable salts 印度尼西亚食用盐中的微塑料污染
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-02-01 DOI: 10.1016/j.seares.2024.102475
Hasnawati Amqam, M. Fajaruddin Natsir, Zhinta Fitri Yusriani

Microplastics were discovered in sea salts worldwide because they are directly supplied by seawater. This study explores the contamination of five traditionally produced and 10 branded sea salts with microplastics. The highest number of particles was found in the traditionally produced salt (563 items) an abundance of 106.67–3753.33 items/kg. Branded salts had abundance of 25.67 to 866.67 items/kg. There was no significant difference (p > 0.540) in the amount and abundance between these salts. The most predominant shape of microplastics was fiber. The particles sizes ranged from 17 μm to 4.86 mm. The predominant polymers were polyethylene terephthalate and polypropylene. The results indicate both traditionally produced and branded salts are contaminated with microplastics. It is necessary to implement technology to eliminate microplastics from abiotic sea salt to protect health and the environment.

世界各地的海盐中都发现了微塑料,因为它们直接由海水供应。本研究探讨了五种传统生产的海盐和十种品牌海盐受到微塑料污染的情况。在传统生产的盐中发现的微粒数量最多(563 个),含量为 106.67-3753.33 个/千克。品牌盐的微粒含量为 25.67 至 866.67 个/千克。这些盐的数量和丰度没有明显差异(p > 0.540)。微塑料最主要的形状是纤维。颗粒大小从 17 μm 到 4.86 mm 不等。主要聚合物是聚对苯二甲酸乙二醇酯和聚丙烯。结果表明,传统生产的盐和品牌盐都受到了微塑料的污染。有必要采用技术消除非生物海盐中的微塑料,以保护健康和环境。
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引用次数: 0
Research on the spatial evolution of resources and sustainable development of the spatial environment for the development of marine cities 海洋城市发展的资源空间演变和空间环境可持续发展研究
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-01-30 DOI: 10.1016/j.seares.2024.102476
Wei Dang , Soobong Kim , Qisen Dang , Jia Zhou

The marine economy constitutes a regional economic system centered around a specific marine geographical area, including coastal zones, and is dependent on marine resources and the environment. This study focuses on investigating the developmental spatial environment of marine cities, specifically examining the evolution of economic development capacity and resource spatial structure. Shenzhen is chosen as the research subject. Utilizing a set of comprehensive evaluation indices and a regression method based on the spatially expanded Tobit model, we conduct a thorough assessment of the city's economic development capacity. Additionally, an analysis of the spatial and temporal distribution patterns, as well as the changes in marine economic density and the evolution of marine city resources, unveils the profound alterations in the spatial structure of marine city resources during rapid economic development. This research not only provides a theoretical foundation but also practical insights for the sustainable development of marine cities.

海洋经济是以包括海岸带在内的特定海洋地域为中心,依托海洋资源和环境而形成的区域经济体系。本研究重点考察海洋城市的发展空间环境,具体研究经济发展能力和资源空间结构的演变。本研究选取深圳作为研究对象。利用一套综合评价指标和基于空间扩展 Tobit 模型的回归方法,对城市的经济发展能力进行全面评估。此外,通过对时空分布格局、海洋经济密度变化和海洋城市资源演变的分析,揭示了经济快速发展过程中海洋城市资源空间结构的深刻变化。这项研究不仅为海洋城市的可持续发展提供了理论基础,也提供了实践启示。
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引用次数: 0
Time series prediction of sea surface temperature based on BiLSTM model with attention mechanism 基于关注机制的 BiLSTM 模型的海面温度时间序列预测
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-01-24 DOI: 10.1016/j.seares.2024.102472
Nabila Zrira , Assia Kamal-Idrissi , Rahma Farssi , Haris Ahmad Khan

With the advancement of technology, ocean observation techniques have become increasingly prevalent in estimating marine variables such as Sea Surface Temperature (SST). This progress has led to a substantial surge in the volume of marine data. Presently, the abundance of available data presents a remarkable opportunity for training predictive models. The prediction of SST poses a challenge due to its temporal-dependent structure and multi-level seasonality. In this study, we propose a deep learning approach that combines the Bidirectional Long Short-Term Memory (BiLSTM) model with the attention mechanism to forecast SST. By leveraging the BiLSTM's ability to effectively capture long-term dependencies through both forward and backward LSTM processing, the attention mechanism accentuates salient features, thereby enhancing the model's evaluation accuracy.

To evaluate the effectiveness of the Attention-BiLSTM model in predicting SST, we conducted a case study in the Moroccan Sea, focusing on four distinct regions. We compared the performance of the Attention-BiLSTM model against alternative models such as LSTM, Attention-BiGRU, XGBoost, Random Forest (RF), Support Vector Regression (SVR), and Transformers in forecasting the SST time series.

The experimental results unequivocally demonstrate that the Attention-BiLSTM model achieves significantly superior prediction outcomes and is a good candidate for deployment in the field.

随着技术的进步,海洋观测技术在估算海面温度等海洋变量方面越来越普遍。这一进步导致海洋数据量激增。目前,丰富的可用数据为训练预测模型提供了难得的机会。由于 SST 具有时间依赖性结构和多级季节性,因此对其进行预测是一项挑战。在本研究中,我们提出了一种深度学习方法,将双向长短期记忆(BiLSTM)模型与注意力机制相结合来预测 SST。通过利用 BiLSTM 通过前向和后向 LSTM 处理有效捕捉长期依赖关系的能力,注意力机制突出了突出特征,从而提高了模型的评估精度。为了评估注意力-BiLSTM 模型在预测 SST 方面的有效性,我们在摩洛哥海进行了一项案例研究,重点关注四个不同的区域。我们比较了 Attention-BiLSTM 模型与 LSTM、Attention-BiGRU、XGBoost、Random Forest (RF)、Support Vector Regression (SVR) 和 Transformers 等其他模型在预测 SST 时间序列方面的性能。
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引用次数: 0
Numerical simulation and projection of wind resources in the northern South China Sea 南海北部风力资源的数值模拟和预测
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-01-21 DOI: 10.1016/j.seares.2024.102473
Bo Peng , Yuqing Zhang , Weiwen Wang , Fan Yang , Xuemei Wang , Yunsong Ji , Shidong Ma , Fareng Yao , Lizheng Ao

High-resolution assessment of future wind resources is crucial for formulating appropriate energy strategies. However, the response of offshore wind energy to changing climate remains inconclusive. This study uses bias-corrected CMIP6 and time-varying sea surface temperature data to drive the Weather Research and Forecasting (WRF) model and project future changes in wind energy resources in the northern South China Sea (SCS) under SSP2–4.5 and SSP5–8.5 scenarios for 2050 and 2100. The findings indicate that wind resources in the waters north of 18°N in the northern SCS generally show an increased change, with greater wind resources in 2100 than in 2050. The SSP5–8.5 scenario exhibits a more significant increase than the SSP2–4.5 scenario. The future wind energy changes in the western and eastern nearshore waters of Guangdong, where numerous offshore wind power plants are currently established, are largely consistent with the overall change in the northern SCS. Nevertheless, there may be a decreased change in future wind resources in the central and eastern regions of the SCS.

对未来风能资源的高分辨率评估对于制定适当的能源战略至关重要。然而,近海风能对气候变化的响应仍无定论。本研究利用经过偏差校正的 CMIP6 和时变海面温度数据来驱动天气研究和预测(WRF)模型,并预测 2050 年和 2100 年 SSP2-4.5 和 SSP5-8.5 情景下南海北部风能资源的未来变化。研究结果表明,南中国海北部北纬 18 度以北海域的风能资源总体上呈上升变化,2100 年的风能资源大于 2050 年。与 SSP2-4.5 情景相比,SSP5-8.5 情景显示出更显著的增长。广东西部和东部近岸海域目前已建立了众多海上风力发电厂,其未来风能变化与沙中 线北部的总体变化基本一致。不过,未来沙中 线中部和东部地区的风能资源变化可能会减小。
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引用次数: 0
Sustainable synergistic development of marine economic degree growth and marine art industry 海洋经济增长与海洋艺术产业的可持续协同发展
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-01-20 DOI: 10.1016/j.seares.2024.102474
Zhiping Lian

Marine and port economy estimation is conducive to the understanding of the development law of marine economy degree. This study proposes a neural-learning network estimation model of the marine economy degree based on a priori architectural knowledge and adopts time-combined class array columns and multivariate modeling methods to estimate the indicators reflecting the development level of the marine economy degree in the ZJP region. The study adopts the PK_NN multivariate modeling method, taking cargo transportation volume, cargo turnover, cargo carrying value of ports near the sea, foreign trade throughput, port container throughput, and port container throughput as multivariate model inputs, and compared with the other modeling methods, the model of the time combination class array columns of type GM_11, which has a better comprehensive performance. Finally, the PK_NN time-combined class array column model is used to estimate the development level of the marine economy in the ZJP region near the seaport from 2011 to 2020, and the results show that the estimated value of the marine economy in the ZJP region is close to the actual planning value of the ZJP region. The algorithm was applied to estimate the economic degree curves of the five near-seaport areas of ABCDE under different harbor head construction art modes, and the results showed that the relative value error of the estimation was controlled between 4% and 10%, and the fluctuation ranges of each month's specific growth value area estimation were comparable. This proves the effectiveness and accuracy of the a priori marine neural-learning-based network algorithm in this paper.

海洋与港口经济估算有利于认识海洋经济发展规律。本研究基于先验建筑知识,提出了海洋经济度的神经学习网络估算模型,并采用时间组合类阵列和多元建模方法,对反映浙江省区域海洋经济度发展水平的指标进行了估算。研究采用PK_NN多元建模方法,以货物运输量、货物周转量、近海港口货物运载量、外贸吞吐量、港口集装箱吞吐量、港口集装箱吞吐量为多元模型输入,与其他建模方法相比,GM_11型时间组合类阵列的模型,具有较好的综合性能。最后,利用PK_NN时组合类阵列模型对ZJP地区临近海港2011-2020年海洋经济发展水平进行估算,结果表明ZJP地区海洋经济估算值与ZJP地区实际规划值较为接近。应用该算法估算了ABCDE五个近海港区在不同港首建设艺术模式下的经济度曲线,结果表明,估算的相对值误差控制在4%-10%之间,各月具体增长值区域估算的波动范围相当。这证明了本文基于先验海洋神经学习网络算法的有效性和准确性。
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引用次数: 0
Thermal tolerance of intertidal gastropods in the Western Arabian Gulf 西阿拉伯湾潮间带腹足类动物的耐热性
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-01-16 DOI: 10.1016/j.seares.2024.102470
Sinatrya D. Prayudi, Asmaa Korin, Michael A. Kaminski

Laboratory experiments were conducted to determine the thermal tolerance of the living shallow-water and intertidal gastropods from lagoons in Bahrain and Saudi Arabia, in the western Arabian Gulf. Our experimental trials, run in duplicate using a semi-controlled thermal incubator, quantify the thermal limits of two species of gastropods, the tropical periwinkle Planaxis sulcatus (Born, 1778) and the mud creeper Pirenella conica (Blainville, 1829), which are commonly found in the region. The two species display different thermal tolerances to heat exposure during this study. In the case of Planaxis sulcatus, we observe that half of the test specimens that are fully exposed to the air enter an inactive state or become comatose at about 39 °C, while half of specimens that are fully immersed in sea water become immobile around 42 °C. For Pirenella conica half of test specimens that are fully exposed enter become inactive at about 37.5 °C, while for specimens that are fully immersed in sea water this temperature is around 45 °C. At 60 °C total mortality is observed with no indication of recovery. These observations have implications for climate change predictions in the western Gulf region, as water temperatures in the lagoon already reach 42 °C in summer, while the substrate temperatures on mud flats exposed during low tide exceed the lethal limit of the gastropods during the summer months.

我们进行了实验室实验,以确定阿拉伯湾西部巴林和沙特阿拉伯泻湖中生活的浅水和潮间带腹足类动物的热耐受性。我们的实验使用半控制热培养箱重复进行,量化了两种腹足类动物的热极限,即该地区常见的热带长春花 Planaxis sulcatus(Born,1778 年)和泥爬虫 Pirenella conica(Blainville,1829 年)。在这项研究中,这两个物种对高温的耐受性不同。就 Planaxis sulcatus 而言,我们观察到完全暴露在空气中的测试样本有一半在约 39 °C 时进入不活动状态或昏迷,而完全浸泡在海水中的样本有一半在约 42 °C 时失去活动能力。对于 Pirenella conica,完全暴露在空气中的一半试样在 37.5 °C 左右进入非活动状态,而完全浸泡在海水中的试样在 45 °C 左右进入非活动状态。在 60 °C 的温度下,标本完全死亡,没有恢复的迹象。这些观察结果对海湾西部地区的气候变化预测有影响,因为夏季泻湖的水温已经达到 42 °C,而退潮时暴露在泥滩上的底层温度超过了腹足类动物在夏季的致死极限。
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引用次数: 0
Unraveling the role of bacterial communities in mangrove habitats under the urban influence, using a next-generation sequencing approach 利用新一代测序方法揭示城市影响下红树林栖息地细菌群落的作用
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-01-11 DOI: 10.1016/j.seares.2024.102469
Mayukhmita Ghose , Ashutosh Shankar Parab , Cathrine Sumathi Manohar, Deepika Mohanan, Ashwini Toraskar

Mangrove ecosystems are vital coastal habitats with rich biodiversity and play a significant role in carbon sequestration, these habitats are facing mounting threats from rapid urbanization. This study delves into assessing the sediment bacterial communities from the urban mangrove habitats of Campal and Panaji, within the Mandovi estuarine environment of Goa, to understand the intricate interplay between urbanization and bacterial dynamics in the mangrove habitats. We used a combined approach of 16S amplicon and shotgun sequencing methodologies to understand the bacterial taxonomic composition and functional profiles. The community structure revealed the dominance of bacterial groups from phylum Proteobacteria, Chloroflexi and Actinobacteria at both locations. The impact of urbanization was evident from the increased abundance of pathogenic groups at class and genus levels in this region. The core microbiome analysis showed the presence of Shewanella, Pseudomonas and Clostridium which are mostly pathogenic, anaerobic taxa Woeseia, Rheinheimera, like genera that are involved in the organic matter cycling and unclassified bacteria. Though increased pathogenic forms are reported, it is evident that the dominant taxa also included groups that contributed to the biogeochemical cycling of organic matter in sediment from these locations. Functional diversity elucidated through shotgun metagenomics analysis showcased the predominance of carbohydrate metabolism and the presence of glycoside hydrolases degrading plant-based starch, pectin and cellulosic organic matter. The occurrence of xenobiotic biodegradation pathways is an indication of the presence of xenobiotic degrading microbes as a natural means of degrading high amounts of pollutants at this location. Comparative analysis of the metagenomes from this study with similar earlier studies at Ribandar, Mandovi and Cortalim, Zuari mangrove habitats of Goa with varying pollution levels also reiterates the terrestrial influence on the microbial community in these habitats. It showed that Panaji and Campal locations had the presence of dominant pathogenic forms which was absent in the other two locations. The Ribandar and Coratlim location which is reported to have a comparatively lesser impact due to anthropogenic activity had an increased abundance of distinct genera which are predominant heterotrophic forms involved in remineralization and reduced levels of pathogens. Our findings highlight the profound influence of urbanization on the sediment mangrove bacterial communities and spotlight the resilience and adaptability of these microorganisms. This calls for immediate action and preventive measures to restore their functional potential in maintaining the health of these ecosystems amidst expanding urban landscapes.

红树林生态系统是重要的沿海栖息地,具有丰富的生物多样性,在固碳方面发挥着重要作用,但这些栖息地正面临着快速城市化带来的日益严重的威胁。本研究深入评估了果阿Mandovi河口环境中Campal和Panaji城市红树林栖息地的沉积物细菌群落,以了解城市化与红树林栖息地细菌动态之间错综复杂的相互作用。我们采用 16S 扩增子和枪式测序相结合的方法来了解细菌的分类组成和功能特征。群落结构显示,这两个地点的细菌主要来自变形菌门、绿僵菌门和放线菌门。城市化的影响从该地区致病菌类和致病菌属数量的增加中可见一斑。核心微生物组分析表明,存在主要为致病菌的雪旺氏菌、假单胞菌和梭状芽孢杆菌,厌氧类群 Woeseia、Rheinheimera,以及参与有机物循环的类似菌属和未分类细菌。虽然报告的致病菌有所增加,但显而易见的是,优势类群也包括对这些地点沉积物中有机物的生物地球化学循环做出贡献的类群。通过散弹枪元基因组学分析阐明的功能多样性表明,碳水化合物代谢占主导地位,存在降解植物性淀粉、果胶和纤维素有机物的糖苷水解酶。异生物的生物降解途径表明,异生物降解微生物的存在是降解该地大量污染物的一种自然手段。这项研究的元基因组与早先在果阿的 Ribandar、Mandovi 和 Cortalim、Zuari 红树林栖息地进行的污染程度不同的类似研究进行的比较分析,也重申了陆地对这些栖息地微生物群落的影响。研究结果表明,帕纳吉和坎帕尔地区存在主要的致病菌,而其他两个地区则没有。据报道,人为活动对 Ribandar 和 Coratlim 地区的影响相对较小,但在这两个地区,参与再矿化的主要异养菌属的数量有所增加,病原体的数量则有所减少。我们的研究结果凸显了城市化对沉积物红树林细菌群落的深刻影响,并强调了这些微生物的恢复能力和适应能力。这就要求我们立即采取行动并采取预防措施,以恢复它们的功能潜力,在不断扩大的城市景观中维护这些生态系统的健康。
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引用次数: 0
The coordination of technological and financial innovation concepts on the marine economy and its ecological development 协调海洋经济及其生态发展的技术和金融创新理念
IF 2 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-01-06 DOI: 10.1016/j.seares.2024.102468
Yan Sun , Dongjing Chen , Zhaohui Geng

This study first constructs an evaluation index system based on the pressure state response model, and assigns weights through entropy method and coefficient of variation method, providing theoretical and methodological support for comprehensive measurement and evaluation. Second, the least squares decision model is introduced and the PVAR model is used to analyze the development level of China's marine economy, ecology, and technological and financial innovation. The results indicated that from 2012 to 2022, the marine economic development level, marine ecological development level, and marine technology and financial innovation development level of 9 coastal provinces in China all showed a certain growth trend. However, in terms of the level of marine ecological development, various provinces had shown a downward trend, with Hebei performing the best, with an average of 0.230. Although various regions have achieved significant development in marine economy, ecology, and technological and financial innovation, the level of development varies among regions, and some regions have relatively low levels of technological innovation. The pressure and challenges between the marine economy and ecological environment protection caused by these real environments remain significant.

本研究首先构建了基于压力状态响应模型的评价指标体系,并通过熵值法和变异系数法进行权重分配,为综合测度和评价提供理论和方法支撑。其次,引入最小二乘决策模型,利用 PVAR 模型分析中国海洋经济、生态、科技金融创新的发展水平。结果表明,从 2012 年到 2022 年,中国沿海 9 省的海洋经济发展水平、海洋生态发展水平和海洋科技金融创新发展水平均呈现出一定的增长趋势。但在海洋生态发展水平方面,各省均呈下降趋势,其中河北表现最好,平均值为 0.230。虽然各地在海洋经济、海洋生态、科技金融创新等方面取得了长足发展,但各地发展水平参差不齐,部分地区科技创新水平相对较低。这些现实环境给海洋经济和生态环境保护带来的压力和挑战依然巨大。
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Journal of Sea Research
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