Sustainability最新文献_第3页

Shanghai Transport Carbon Emission Forecasting Study Based on CEEMD-IWOA-KELM Model 基于 CEEMD-IWOA-KELM 模型的上海交通碳排放预测研究

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188140

Yueyang Gu, Cheng Li

{"title":"Shanghai Transport Carbon Emission Forecasting Study Based on CEEMD-IWOA-KELM Model","authors":"Yueyang Gu, Cheng Li","doi":"10.3390/su16188140","DOIUrl":"https://doi.org/10.3390/su16188140","url":null,"abstract":"In the light of the worsening of, and the adverse effects produced by, global warming, a study of Shanghai’s transport carbon emissions can provide an advanced model that can be replicated throughout other cities, thus assisting in the management and reduction of carbon emissions. Considering the volatility and nonlinearity of the carbon emission data series of the transport industry, a prediction model combining complementary ensemble empirical modal decomposition (CEEMD), the improved whale optimization algorithm (IWOA), and the Kernel Extreme Learning Machine (KELM) is proposed for a more accurate prediction of the forecasting of carbon emissions from Shanghai’s transport sector. First, nine indicators were screened as the influencing factors of Shanghai’s transport carbon emissions through the STIRPAT model, and the corresponding carbon emissions were calculated with data related to Shanghai’s transport carbon emissions from 1995 to 2019; Secondly, CEEMD was used to decompose the original data into multiple smooth series and one residual term, and KELM was applied to build a prediction model for each decomposition result, and IWOA was used to optimize the model parameters. The experimental results also demonstrate that CEEMD can effectively reduce model errors. Comparative experiments show that the IWOA algorithm can significantly enhance the stability of machine learning models. The outcomes of various experiments indicate that the CEEMD-IWOA-KELM model produces optimal results with the highest accuracy. Additionally, this model exhibits high stability, as it provides a wider range of methods for predicting carbon emissions and contributing to carbon reduction targets.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"40 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142264765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Research Progress in Spatiotemporal Dynamic Simulation of LUCC LUCC 时空动态模拟的研究进展

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188135

Wenhao Wan, Yongzhong Tian, Jinglian Tian, Chengxi Yuan, Yan Cao, Kangning Liu

{"title":"Research Progress in Spatiotemporal Dynamic Simulation of LUCC","authors":"Wenhao Wan, Yongzhong Tian, Jinglian Tian, Chengxi Yuan, Yan Cao, Kangning Liu","doi":"10.3390/su16188135","DOIUrl":"https://doi.org/10.3390/su16188135","url":null,"abstract":"Land Use and Land Cover Change (LUCC) represents the interaction between human societies and the natural environment. Studies of LUCC simulation allow for the analysis of Land Use and Land Cover (LULC) patterns in a given region. Moreover, these studies enable the simulation of complex future LUCC scenarios by integrating multiple factors. Such studies can provide effective means for optimizing and making decisions about the future patterns of a region. This review conducted a literature search on geographic models and simulations in the Web of Science database. From the literature, we summarized the basic steps of spatiotemporal dynamic simulation of LUCC. The focus was on the current major models, analyzing their characteristics and limitations, and discussing their expanded applications in land use. This review reveals that current research still faces challenges such as data uncertainty, necessitating the advancement of more diverse data and new technologies. Future research can enhance the precision and applicability of studies by improving models and methods, integrating big data and multi-scale data, and employing multi-model coupling and various algorithmic experiments for comparison. This would support the advancement of land use spatiotemporal dynamic simulation research to higher levels.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"2 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142264760","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Integration of Cybersecurity, Usability, and Human-Computer Interaction for Securing Energy Management Systems 整合网络安全、可用性和人机交互，确保能源管理系统安全

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188144

Abdullah M. Albarrak

{"title":"Integration of Cybersecurity, Usability, and Human-Computer Interaction for Securing Energy Management Systems","authors":"Abdullah M. Albarrak","doi":"10.3390/su16188144","DOIUrl":"https://doi.org/10.3390/su16188144","url":null,"abstract":"The energy sector is a critical contributor to the growth and development of any country’s economy. However, ensuring robust cybersecurity within the context of smart energy services presents persistent usability challenges in an increasingly digital environment. This study explores the intersection of human-computer interaction (HCI), cybersecurity, and usability to identify and address issues that impact the overall security of smart energy management systems. By analyzing the complex relationships between users and security protocols, this research aims to enhance the security framework, promote better user adherence, and improve system usability. The study focuses on three primary objectives: (1) identifying the most prevalent usability issues in current cybersecurity practices; (2) examining the relationship between HCI and user compliance with security measures; and (3) proposing strategies to improve cybersecurity usability by leveraging HCI principles. Hybrid approaches utilizing artificial intelligence facilitate empirical analysis and framework evaluation. Additionally, a comparative study with six existing models has been conducted. By envisioning a future where security measures not only ensure enhanced protection but also integrate seamlessly into user experiences, this approach seeks to provide valuable insights into ongoing cybersecurity discussions and contribute to a more resilient security landscape against evolving digital threats.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"33 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142265014","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Diagnostic Study to Evaluate the Degree of Development of the Circular Economy in Chilean Companies through the Application of a 5D Model 通过应用 5D 模型评估智利企业循环经济发展程度的诊断性研究

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188145

Juan Carlos Armijos Armijos, Karen L. Ziller Carvajal, Paola von-Bischoffshausen León, Alex Araya Mena

{"title":"Diagnostic Study to Evaluate the Degree of Development of the Circular Economy in Chilean Companies through the Application of a 5D Model","authors":"Juan Carlos Armijos Armijos, Karen L. Ziller Carvajal, Paola von-Bischoffshausen León, Alex Araya Mena","doi":"10.3390/su16188145","DOIUrl":"https://doi.org/10.3390/su16188145","url":null,"abstract":"Recently, concepts such as sustainable development, corporate social responsibility, and the circular economy have gained considerable prominence, transforming production models and business practices. However, there remains a degree of uncertainty regarding the actual level of adoption of these initiatives by companies. The objective of this study is to assess the level of implementation of the circular economy in Chilean companies using a 5D model, applied through an assessment tool called “5D Circular”. This model analyzes five key business dimensions: finance, customers, internal processes, learning and growth, and conscious integration. The study was carried out on a sample of 90 companies, using a scale of 1 to 5, where 1 represents a very low level of development and 5 a very high level. The results show that the companies in the sample have achieved a high level of implementation of the circular economy. However, the dimensions of internal processes and conscious integration show a comparatively lower level of development compared to the dimensions of learning and growth and finance, which show a high level of development. It is worth noting that all companies show advanced knowledge and significant application of the circular economy.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"75 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142265018","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Stabilization and Remediation of Arsenic-Contaminated Soil: Fly Ash-Based Technology for Industrial Site Restoration 砷污染土壤的稳定与修复：基于粉煤灰的工业场地修复技术

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188132

Jiang Yu, Jianguo Bao, Qu Su, Wuzhu Zhang, Bei Ye, Xingzhu Zhou, Hongcheng Li, Xing Li

{"title":"Stabilization and Remediation of Arsenic-Contaminated Soil: Fly Ash-Based Technology for Industrial Site Restoration","authors":"Jiang Yu, Jianguo Bao, Qu Su, Wuzhu Zhang, Bei Ye, Xingzhu Zhou, Hongcheng Li, Xing Li","doi":"10.3390/su16188132","DOIUrl":"https://doi.org/10.3390/su16188132","url":null,"abstract":"Arsenic contamination of various environmental components poses a serious threat to human and animal health. Soil As contamination is particularly hazardous, as soil is a vital pathway to the food chain. We conducted experiments on soil from a typical pharmaceutical and chemical industry relocation site in Hubei Province, focusing on modification using fly ash through mechanical and chemical mechanisms. We subjected varying proportions of lime, ferrous sulfate, and fly ash to mechanical ball milling and used these mixtures to perform remediation of arsenic-contaminated soil and site restoration. Our findings are as follows: in soil culture experiments, the As stabilization efficiency reached 90% within 90 days with ferrous salt-modified fly ash. In actual site restoration, As-stabilization efficiency exceeded 95% across different soil depths within 30 days, demonstrating significant stabilization effects. Optimal modified dosages were determined as 2% ferrous sulfate and 2% fly ash. After stabilization, As in the soil primarily existed in amorphous iron-aluminum oxide-bound (F3) and crystalline iron-aluminum oxide-bound (F3 + F4) and residual (F5) states. Fluctuations in the moisture content and pH mainly activated F3 and F4, transitioning them into exchangeable (F1) and surface-adsorbed (F2) states. Arsenic leaching was predominantly associated with the F1 form. Fly ash-based restoration technology demonstrates promising capabilities in waste treatment and pollution control, offering significant potential for widespread application.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"27 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142264757","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

The Practical Impact of Price-Based Demand-Side Management for Occupants of an Office Building Connected to a Renewable Energy Microgrid 基于价格的需求侧管理对连接可再生能源微电网的办公楼用户的实际影响

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188120

Damilola A. Asaleye, Darren J. Murphy, Philip Shine, Michael D. Murphy

{"title":"The Practical Impact of Price-Based Demand-Side Management for Occupants of an Office Building Connected to a Renewable Energy Microgrid","authors":"Damilola A. Asaleye, Darren J. Murphy, Philip Shine, Michael D. Murphy","doi":"10.3390/su16188120","DOIUrl":"https://doi.org/10.3390/su16188120","url":null,"abstract":"This paper examined the practical impact of price-based demand-side management (DSM) for occupants of an office building connected to a renewable energy microgrid. There has been an absence of studies that have analyzed occupant reactions, in terms of perceived practicality, regarding the implementation of DSM in conjunction with factors including renewable energy generation, load shifting and energy costs. An increased understanding of the practicality of DSM will support future improvements in building energy efficiency and sustainability. Ten occupants of the National Build Energy Retrofit Test-bed (NBERT) were selected as a case study. The electricity consumption pattern of the NBERT occupants was derived over a period of two years. Five unique DSM schedules were developed for each of the NBERT occupants, and a survey was carried out to investigate the practicality of these DSM schedules. A real-time electricity pricing tariff, electricity CO2 intensity, three feed-in tariffs and two microgrid control methods were evaluated to assess the practicality of each DSM schedule on the ten NBERT occupants. The results showed that the incorporation of onsite renewable energy generation with price-based DSM had a positive impact (r = 0.69–0.75) on occupant practicality. Onsite renewable energy generation was able to offset the demand for expensive electricity from the grid during peak hours, which aligned with the occupants’ typical work schedules. However, the introduction of a feed-in tariff with a renewable energy microgrid made price-based DSM less practical (r = 0.15–0.64).","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"1 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142265045","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Entrepreneurial Leadership and Green Innovative Work Behavior: The Role of Green Soft and Hard Talent Management with a Dual Theoretical Lens 创业领导力与绿色创新工作行为：从双重理论视角看绿色软硬人才管理的作用

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188136

Li Yan, Zeeshan Ahmed, Mishal Khosa, Abdulaziz Fahmi Omar Faqera, Afeez Kayode Ibikunle, Ayesha Rashid Khan

{"title":"Entrepreneurial Leadership and Green Innovative Work Behavior: The Role of Green Soft and Hard Talent Management with a Dual Theoretical Lens","authors":"Li Yan, Zeeshan Ahmed, Mishal Khosa, Abdulaziz Fahmi Omar Faqera, Afeez Kayode Ibikunle, Ayesha Rashid Khan","doi":"10.3390/su16188136","DOIUrl":"https://doi.org/10.3390/su16188136","url":null,"abstract":"The implementation of green initiatives by hospitality employees can significantly enhance the environmental sustainability of hospitality firms. However, there is a lack of research exploring the mechanisms influencing hospitality employees’ green innovative work behavior (GIWB). Through the mediation paths of green soft talent management (GSTM) and green hard talent management (GHTM), this study seeks to investigate how entrepreneurial leadership promotes GIWB. The data from 366 employees and managers in Pakistan’s hospitality industry were collected through a survey method using partial least squares structural equation modeling (PLS-SEM). The findings reveal that the effects of entrepreneurial leadership on GIWB, the direct effects of GSTM and GHTM, and the interaction effects between entrepreneurial leadership and GIWB are substantial. Based on the upper echelons theory and the resource-based view concept, this study extends research on the leadership–GIWB macro nexus and increases our understanding of the mechanisms behind employee GIWB, particularly in the hospitality setting.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"189 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142265015","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Impacts of Urbanization on Energy Consumption in the South Asian Association for Regional Cooperation Zone 城市化对南亚区域合作联盟区能源消耗的影响

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188141

Tithy Dev, Morteza Haghiri, Gabriela Sabau

{"title":"Impacts of Urbanization on Energy Consumption in the South Asian Association for Regional Cooperation Zone","authors":"Tithy Dev, Morteza Haghiri, Gabriela Sabau","doi":"10.3390/su16188141","DOIUrl":"https://doi.org/10.3390/su16188141","url":null,"abstract":"Energy resources play a vital role in the process of urbanization, and the high level of energy consumption has significantly created an alarming situation for environmental degradation. Increased demand for energy consumption in the South Asian Association for Regional Cooperation (SAARC) zone is a core concern for decreasing the existing reserves of energy, especially nonrenewable energy, when the growth of urbanization is increasing also. This study investigates the impacts of urbanization on energy consumption in this region by identifying factors that influence energy use. We employed globally used econometric techniques to examine the relationship between energy use and urbanization. The results of the study indicate that all the independent variables used in the model (except urban population growth) were statistically significant with a 99% level of confidence. In addition, the findings of this study recognized three long-run causalities running from the GDP (gross domestic product) to energy consumption, energy consumption to GDP, and energy consumption to the industry’s share of the countries’ GDP. We recommend (i) taking the initiative to invest in renewable energy, (ii) implementing green energy-efficient technologies in the industrial sector, and (iii) raising public awareness of the negative effects of energy use on the environment through education.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"4 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142264763","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Sustainability Assessment Methods for the Transport Sector Considering the Life Cycle Concept—A Review 考虑生命周期概念的运输部门可持续性评估方法--综述

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188148

Dorota Burchart, Iga Przytuła

{"title":"Sustainability Assessment Methods for the Transport Sector Considering the Life Cycle Concept—A Review","authors":"Dorota Burchart, Iga Przytuła","doi":"10.3390/su16188148","DOIUrl":"https://doi.org/10.3390/su16188148","url":null,"abstract":"This paper presents a summary and review of life cycle sustainability assessment (LCSA) methods for the transport sector. The paper provides a comprehensive overview of articles that employ a variety of methods for assessing sustainable development in the transport sector, taking into account the economic, social, and environmental dimensions. In the sustainability assessment of transport, three methods were evaluated: life cycle assessment (LCA), life cycle cost analysis (LCC), and social life cycle assessment (SLCA). An overview of sustainability assessment methods in transport and a review of the indicators used in the life cycle sustainability assessment was conducted. It was found that the selection of indicators within the LCSA for assessing various aspects of sustainable development is dependent on various geographic and policy contexts. An overview of the application of multi-criteria decision analysis (MCDA) methods to assess LCSA in the transport sector was performed. MCDA methods are used to support decision-making regarding the selection of the most sustainable transport options and allow for the simultaneous consideration of multiple criteria, enabling a more sustainable assessment of different transport options. MCDA methods help to rank alternative transportation fuels and help decision-makers consider indicators encompassing economic, environmental and social aspects.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"48 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142265019","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Characterization of Geopolymer Masonry Mortars Incorporating Recycled Fine Aggregates 含有回收细骨料的土工聚合物砌筑砂浆的特性分析

IF 3.9 3区环境科学与生态学

Sustainability Pub Date : 2024-09-18 DOI: 10.3390/su16188147

Elen Abuowda, Hilal El-Hassan, Tamer El-Maaddawy

{"title":"Characterization of Geopolymer Masonry Mortars Incorporating Recycled Fine Aggregates","authors":"Elen Abuowda, Hilal El-Hassan, Tamer El-Maaddawy","doi":"10.3390/su16188147","DOIUrl":"https://doi.org/10.3390/su16188147","url":null,"abstract":"This study evaluates the characteristics of geopolymer masonry mortars (GMMs) made with slag–fly ash binder and up to 100% recycled fine aggregates (RFAs). For each RFA replacement rate, two types of GMMs, namely N and S types based on ASTM C91, were proportioned and tested for mechanical, physical, and durability properties. Results revealed that using geopolymeric binder enhanced the flow, water retention, compressive strength, sorptivity, and abrasion resistance of GMMs compared to cementitious counterparts but reduced the initial setting time by up to 75%. Subsequent RFA additions negatively affected the flow, setting time, density, water absorption, porosity, and bulk resistivity but enhanced the water retention, sorptivity, and abrasion resistance of GMM. It also reduced the compressive, pull-off, and flexural strengths by 36, 44, and 27%, respectively. Furthermore, S-type mortars exhibited improved bulk resistivity, sorptivity, and abrasion resistance compared to N-type counterparts. A multifunctional performance index deduced that the GMM mixes incorporating 100% RFAs were superior to geopolymeric or cementitious masonry mortars made with natural fine aggregates (NFAs). Such findings emphasize the sustainability of GMMs made with RFAs in masonry construction, eliminating the need for water curing while maintaining comparable or even superior properties compared to cement-based mortars made with NFAs.","PeriodicalId":22183,"journal":{"name":"Sustainability","volume":"30 1","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142265020","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0