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The Technical and Economic Aspects of Integrating Energy Sectors for Climate Neutrality 整合能源部门实现气候中和的技术和经济问题
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/su16188070
Dorel Stoica, Lucian Mihăescu, Gheorghe Lăzăroiu, George Cristian Lăzăroiu
With the development of an energy sector based on renewable primary sources, structural changes are emerging for the entire national energy system. Initially, it was estimated that energy generation based on fossil fuels would decrease until its disappearance. However, the evolution of capture capacity leads to a possible coexistence for a certain period with the renewable energy sector. The paper develops this concept of the coexistence of the two systems, with the positioning of green hydrogen not only within the renewable energy sector but also as a transformation vector for carbon dioxide captured in the form of synthetic fuels, such as and . The authors conducted pilot-scale research on capture with green , both for pure (captured) and for found in combustion gases. The positive results led to the respective recommendation. The research conducted by the authors meets the strict requirements of the current energy phase, with the authors considering that wind and solar energy alone are not sufficient to meet current energy demand. The paper also analyzes the economic aspects related to price differences for energy produced in the two sectors, as well as their interconnection. The technical aspect, as well as the economic aspect, of storage through various other solutions besides hydrogen has been highlighted. The development of the renewable energy sector and its demarcation from the fossil fuel energy sector, even with the transcendent vector represented by green hydrogen, leads to the deepening of dispersion aspects between the electricity sector and the thermal energy sector, a less commonly mentioned aspect in current works, but of great importance. The purpose of this paper is to highlight energy challenges during the current transition period towards climate neutrality, along with solutions proposed by the authors to be implemented in this phase. The current stage of combustion of the mixture imposes requirements for the capture of the resulting .
随着以可再生初级能源为基础的能源部门的发展,整个国家能源系统的结构正在发生变化。最初估计,以化石燃料为基础的能源生产将会减少,直至消失。然而,捕获能力的演变可能导致在一定时期内与可再生能源部门共存。本文对这两个系统共存的概念进行了阐释,不仅将绿色氢气定位在可再生能源领域,而且还将其作为以合成燃料(如和)形式捕获的二氧化碳的转化载体。作者对纯(捕获)和燃烧气体中发现的绿色氢气进行了试点规模的捕获研究。积极的成果促成了相应的建议。作者进行的研究符合当前能源阶段的严格要求,作者认为仅靠风能和太阳能不足以满足当前的能源需求。论文还分析了与这两个部门生产的能源价格差异有关的经济方面,以及它们之间的相互联系。除氢气外,还强调了通过其他各种解决方案进行储存的技术和经济问题。可再生能源部门的发展及其与化石燃料能源部门的分界,甚至以绿色氢气为代表的超越性矢量,导致电力部门和热能部门之间的分散性加深,这是当前工作中较少提及的一个方面,但却非常重要。本文旨在强调当前向气候中和过渡时期的能源挑战,以及作者提出的在这一阶段实施的解决方案。目前的混合物燃烧阶段要求捕获所产生的......和......。
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引用次数: 0
Concentrations of Organochlorine, Organophosphorus, and Pyrethroid Pesticides in Rivers Worldwide (2014–2024): A Review 全球河流中有机氯、有机磷和拟除虫菊酯农药的浓度(2014-2024 年):综述
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/su16188066
Acela López-Benítez, Alfredo Guevara-Lara, Miguel A. Domínguez-Crespo, José A. Andraca-Adame, Aidé M. Torres-Huerta
The extensive use of pesticides has led to the contamination of natural resources, sometimes causing significant and irreversible damage to the environment and human health. Even though the use of many pesticides is banned, these compounds are still being found in rivers worldwide. In this review, 205 documents have been selected to provide an overview of pesticide contamination in rivers over the last 10 years (2014–2024). After these documents were examined, information of 47 river systems was organized according to the types of pesticides most frequently detected, including organochloride, organophosphorus, and pyrethroid compounds. A total of 156 compounds were classified, showing that 46% of these rivers contain organochlorine compounds, while 40% exhibit organophosphorus pesticides. Aldrin, hexachlorocyclohexane, and endosulfan were the predominant organochlorine pesticides with concentration values between 0.4 and 37 × 105 ng L−1. Chlorpyrifos, malathion, and diazinon were the main organophosphorus pesticides with concentrations between 1 and 11 × 105 ng L−1. Comparing the pesticide concentrations with standard guidelines, we found that the Ganga River in India (90 ng L−1), the Owan and Okura Rivers in Nigeria (210 and 9 × 103 ng L−1), and the Dong Nai River in Vietnam (68 ng L−1) exceed the permissible levels of aldrin (30 ng L−1).
杀虫剂的广泛使用导致了自然资源的污染,有时会对环境和人类健康造成重大的、不可逆转的损害。尽管许多杀虫剂已被禁止使用,但这些化合物仍在世界各地的河流中被发现。本综述选取了 205 份文件,概述了过去 10 年(2014-2024 年)河流中农药污染的情况。在对这些文件进行研究后,根据最常检测到的农药类型,包括有机氯、有机磷和拟除虫菊酯化合物,对 47 个河流系统的信息进行了整理。共对 156 种化合物进行了分类,结果显示,46% 的河流含有有机氯化合物,40% 的河流含有有机磷农药。艾氏剂、六氯环己烷和硫丹是主要的有机氯农药,浓度值在 0.4 至 37 × 105 纳克/升之间。毒死蜱、马拉硫磷和二嗪农是主要的有机磷农药,浓度值在 1 至 11 × 105 纳克/升之间。将农药浓度与标准指南进行比较后,我们发现印度的甘加河(90 纳克/升-1)、尼日利亚的奥万河和奥库拉河(210 纳克/升-1 和 9 × 103 纳克/升-1)以及越南的同奈河(68 纳克/升-1)的艾氏剂含量超过了允许水平(30 纳克/升-1)。
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引用次数: 0
Research on the Green Transition Path of Airport Development under the Mechanism of Tripartite Evolutionary Game Model 三方演化博弈模型机制下的机场发展绿色转型路径研究
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/su16188074
Yangyang Lv, Lili Wan, Naizhong Zhang, Zhan Wang, Yong Tian, Wenjing Ye
Since existing studies primarily explore green development measures from the static perspective of a single airport stakeholder, this paper constructs an evolutionary game model to analyze the strategic choices of three key stakeholders: airport authorities, third-party organizations, and government departments, based on evolutionary game theory. By solving the stable strategy of the tripartite evolution using the Jacobian matrix, the green transition of airport development can be divided into three stages: “initiation”, “development”, and “maturity”, allowing for the exploration of key factors influencing the green transition of airport development. A simulation analysis is conducted based on real Guangzhou Baiyun International Airport data. The results indicate that the tripartite evolutionary game strategy is stable at E4(0,0,1), and the green transition of Baiyun Airport remains in the development stage. By improving the reward and punishment mechanisms of government departments, the evolutionary game strategy can be stabilized at E8(1,1,1), promoting the green transition of airport development toward the mature stage. By adjusting the game parameters, the dynamic process of green transition in airports at different levels of development and under varying regulatory environments can be effectively captured, supporting the precise formulation of corresponding policies.
由于现有研究主要从单一机场利益相关者的静态视角探讨绿色发展措施,本文基于演化博弈论,构建了演化博弈模型,分析机场当局、第三方组织和政府部门三个主要利益相关者的战略选择。利用雅各布矩阵求解三方演化的稳定策略,可将机场发展的绿色转型划分为三个阶段:通过利用雅各布矩阵求解三方演化的稳定策略,可将机场发展的绿色转型划分为 "启动"、"发展 "和 "成熟 "三个阶段,从而探索影响机场发展绿色转型的关键因素。基于广州白云国际机场的真实数据进行了模拟分析。结果表明,三方演化博弈策略稳定在 E4(0,0,1),白云机场的绿色转型仍处于发展阶段。通过完善政府部门的奖惩机制,进化博弈策略可以稳定在 E8(1,1,1),促进机场发展向成熟阶段绿色转型。通过调整博弈参数,可以有效捕捉不同发展水平、不同监管环境下机场绿色转型的动态过程,为精准制定相应政策提供支持。
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引用次数: 0
Speed Limits in São Paulo and the Actions for Road Safety and Air Quality 圣保罗的车速限制与道路安全和空气质量行动
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/su16188065
Douglas Gonçalves, Regina Maura de Miranda, Celio Daroncho, Janini de Oliveira Dias da Silva, Fabrício Rodrigues Teixeira, João Augusto Dunck Dalosto, Pedro José Pérez-Martínez
Studies carried out have revealed that every day around three thousand people lose their lives in the world due to traffic accidents and poor air quality. Large cities, with their millions of inhabitants and vehicles, face many problems relating to vehicular traffic. In 2015, the speed limit was modified on several roads in the city of São Paulo, Brazil. However, in 2017, the speed limits were increased again, but not on all previous routes. This study analyzed the impact of this change on the number of accidents and pollutant concentrations, over a period of ten years, comparing the periods before and after the implementation of the measure, using real data collected and provided by the authorities of the city and the state transit and environmental companies, on more than forty routes and two nearby air-quality stations. The results showed a clear reduction in the number of accidents without victims on the roads of the city of São Paulo, starting in 2010. Although the restrictive measures imposed by government officials may have contributed to the decrease in the number of accidents, the number of fatalities has not changed so much. Air pollution has not improved substantially with speed changes, as new speed increases have been linked to new episodes of congestion. The average number of fatalities due to accidents has been increasing since 2010 and accidents are becoming more serious. The application of a general linear statistical model (GLM) estimated the impact of the speed reduction policy in terms of the number of injuries avoided per month: 43.4 and 14.1 on other roads and on the Pinheiros highways, respectively. The results highlight the need for a constant data collection by the authorities in cities with high vehicle traffic. The important temporal time trend in terms of reduction of injuries, but not in terms of fatalities and air quality, shows the need to apply joint public policies, not only speed reduction, but also the use of new technologies and raising drivers’ awareness of the problem.
研究表明,全世界每天约有三千人因交通事故和空气质量差而丧生。拥有数百万居民和车辆的大城市面临着许多与车辆交通有关的问题。2015 年,巴西圣保罗市对多条道路的限速进行了修改。然而,2017 年,限速再次提高,但并非之前的所有路线。这项研究分析了这一变化在十年间对事故数量和污染物浓度的影响,并利用该市当局、州交通和环境公司收集和提供的真实数据,对实施该措施前后的时期进行了比较,涉及四十多条路线和附近的两个空气质量站。结果显示,从 2010 年开始,圣保罗市道路上无人员伤亡的事故数量明显减少。虽然政府官员采取的限制措施可能有助于减少事故数量,但死亡人数却没有太大变化。空气污染并没有随着车速的改变而得到实质性改善,因为新的车速提高与新的拥堵现象有关。自 2010 年以来,事故造成的平均死亡人数一直在增加,事故也越来越严重。应用一般线性统计模型(GLM)估算了降速政策在每月避免受伤人数方面的影响:在其他道路和 Pinheiros 高速公路上分别为 43.4 起和 14.1 起。这些结果突出表明,在车辆流量大的城市,当局需要不断收集数据。受伤人数减少的重要时间趋势,而死亡人数和空气质量减少的重要时间趋势,表明有必要采取联合公共政策,不仅要降低车速,还要使用新技术,并提高驾驶员对这一问题的认识。
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引用次数: 0
Integrating Technological Environmental Design and Energy Interventions in the Residential Building Stock: The Pilot Case of the Small Island Procida 在住宅建筑中整合技术环境设计和能源干预措施:普罗奇达小岛的试点案例
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/su16188071
Giada Romano, Serena Baiani, Francesco Mancini
The next decade will see severe environmental and technological risks, pushing our adaptive capacity to its limits. The EPBD Case Green directive, to counter this phenomenon, emphasizes accelerating building renovations, reducing GHG emissions and energy consumption, and promoting renewable energy installations. Additionally, it calls for deadlines to phase out fossil fuels and mandates solar system installations. This research provides a comprehensive perspective on the opportunities for and challenges of incorporating renewable energy into the built environment. It focuses on the 2961 residential buildings on Procida, a small island located south of Italy, to efficiently utilize energy resources and lay the groundwork for sustainability. Beginning with an analysis of the territorial, urban, historical–conservation, structural, and geological context, in addition to environmental assessments, the research develops a classification and archetypalization system using in-house software. This system aggregates data on the island’s residential buildings, analyzes their current state, and formulates various intervention scenarios. These scenarios demonstrate how integrating technological–environmental design interventions, such as upgrading the building envelope and enhancing bioclimatic behavior, with energy retrofitting measures, such as replacing mechanical systems and installing solar panels, can improve the overall performance of the existing building stock and achieve energy self-sufficiency.
未来十年将面临严重的环境和技术风险,使我们的适应能力达到极限。为应对这一现象,EPBD 案例绿色指令强调加快建筑翻新,减少温室气体排放和能源消耗,并促进可再生能源的安装。此外,它还要求限期淘汰化石燃料,并强制安装太阳能系统。这项研究从一个全面的角度探讨了将可再生能源纳入建筑环境的机遇和挑战。研究重点关注意大利南部小岛普罗奇达(Procida)上的 2961 栋住宅楼,以有效利用能源资源,为可持续发展奠定基础。除环境评估外,研究还从对地域、城市、历史保护、结构和地质背景的分析入手,利用内部软件开发了一个分类和原型化系统。该系统汇总了岛上住宅建筑的数据,分析了它们的现状,并制定了各种干预方案。这些方案展示了如何将技术环境设计干预措施(如升级建筑围护结构和增强生物气候行为)与能源改造措施(如更换机械系统和安装太阳能电池板)相结合,从而提高现有建筑的整体性能,实现能源自给自足。
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引用次数: 0
Influence of Forest Management on the Sustainability of Community Areas in Northern Inland Portugal: A Simulated Case Study Assessment 森林管理对葡萄牙北部内陆社区可持续性的影响:模拟案例研究评估
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188006
André Sandim, Dalila Araújo, Teresa Fonseca, Maria Emília Silva
The northern inland region of Portugal has experienced significant population decline due to the exodus of younger generations and an aging population. This has led to the abandonment of traditional activities in these territories, contributing to territorial abandonment, degradation of local economic conditions, increased social vulnerability, and a heightened risk of rural fires. The presence of communal lands, known as “baldios”, is an important facilitator for implementing actions that revitalize local villages, making them more attractive to the community. Forests, which are abundant in the baldios of northern inland Portugal, have the potential to generate environmental, social, and economic value through carbon sequestration, job creation, population stabilization, and wealth generation in the villages. However, the viability of this asset as a driver for sustainable development depends on the forest management model implemented. This case study aims to demonstrate that different forest management models have varied impacts on sustainability indicators, particularly economic and environmental sustainability. Based on naturally regenerated forests in the Carvalhelhos baldio in the Tâmega Valley region, data were collected to simulate in software four management scenarios, varying the number (0 to 4) and age of thinnings until the final cut. The simulation allowed for the calculation of the following economic indicators: Internal Rate of Return (IRR), Net Present Value (NPV), and Net Profitability Index (NPI), as well as environmental indicators related to carbon capture and accumulation, such as Gross Carbon Accumulation, Net Carbon Accumulation, Carbon accumulated in dead and suppressed trees, and carbon balance per management model. The simulations indicate that, for the studied area, Scenario 2, which involves only one thinning, yielded the highest total wood volume (cubic meters per hectare) over the cycle, making it the most suitable for biomass production. Meanwhile, Scenario 4, with three thinnings, showed the best results for individual volume (cubic meters per tree), making it more suitable for producing higher-value logs. Scenario 5 presented the best economic results and carbon capture. In all simulations, Scenario 1 showed the worst performance in the analyzed indicators. It was found that the indicators varied among the studied crop plans, highlighting that the adoption of a silvicultural regime depends on the forest characteristics, objectives, exploitation conditions, and local population sensitivity to regional priorities.
由于年轻一代外流和人口老龄化,葡萄牙北部内陆地区人口大幅减少。这导致这些地区的传统活动被遗弃,造成土地荒芜、当地经济条件恶化、社会脆弱性增加以及农村火灾风险上升。被称为 "baldios "的公有土地的存在是实施振兴当地村庄行动的重要促进因素,使其对社区更具吸引力。在葡萄牙北部内陆的 "baldios "地区,森林资源丰富,通过碳固存、创造就业机会、稳定人口和为村庄创造财富,有可能产生环境、社会和经济价值。然而,这一资产作为可持续发展驱动力的可行性取决于所实施的森林管理模式。本案例研究旨在证明,不同的森林管理模式对可持续发展指标,尤其是经济和环境的可持续发展具有不同的影响。基于塔梅加山谷地区 Carvalhelhos baldio 的自然再生林,我们收集了相关数据,并通过软件模拟了四种管理方案,即改变疏伐次数(0 至 4 次)和疏伐年龄,直至最后一次疏伐。通过模拟,可以计算出以下经济指标:内部收益率 (IRR)、净现值 (NPV) 和净利润率指数 (NPI),以及与碳捕获和积累相关的环境指标,如总碳积累、净碳积累、枯死和被抑制树木的碳积累,以及每个管理模式的碳平衡。模拟结果表明,在研究区域内,方案 2 只涉及一次疏伐,在整个周期内产生的木材总量(每公顷立方米)最高,因此最适合生产生物质。同时,方案 4(三次间伐)的单株产量(每棵树立方米)最好,因此更适合生产价值更高的原木。方案 5 的经济效益和碳捕获效果最好。在所有模拟中,方案 1 的分析指标表现最差。研究发现,所研究的作物计划的各项指标各不相同,这突出表明,采用哪种造林制度取决于森林特点、目标、开发条件以及当地居民对地区优先事项的敏感性。
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引用次数: 0
Distribution Characteristics and Genesis Mechanism of Ground Fissures in Three Northern Counties of the North China Plain 华北平原北部三县地裂缝的分布特征和成因机制
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188027
Chao Xue, Mingdong Zang, Zhongjian Zhang, Guoxiang Yang, Nengxiong Xu, Feiyong Wang, Cheng Hong, Guoqing Li, Fujiang Wang
The North China Plain is among the regions most afflicted by ground fissure disasters in China. Recent urbanization has accelerated ground fissure activity in the three counties of the northern North China Plain, posing significant threats to both the natural environment and socioeconomic sustainability. Despite the increased attention, a lack of comprehensive understanding persists due to delayed recognition and limited research. This study conducted field visits and geological surveys across 43 villages and 80 sites to elucidate the spatial distribution patterns of ground fissures in the aforementioned counties. By integrating these findings with regional geological data, we formulated a causative model to explain ground fissure formation. Our analysis reveals a concentration of ground fissures near the Niuxi and Rongxi faults, with the former exhibiting the most extensive distribution. The primary manifestations of ground fissures include linear cracks and patch-shaped collapse pits, predominantly oriented in east-west and north-south directions, indicating tensile failure with minimal vertical displacement. Various factors contribute to ground fissure development, including fault activity, ancient river channel distribution, bedrock undulations, rainfall, and ground settlement. Fault activity establishes a concealed fracture system in shallow geotechnical layers, laying the groundwork for ground fissure formation. Additionally, the distribution of ancient river channels and bedrock undulations modifies regional stress fields, further facilitating ground fissure emergence. Rainfall and differential ground settlement serve as triggering mechanisms, exposing ground fissures at the surface. This research offers new insights into the causes of ground fissures in the northern North China Plain, providing crucial scientific evidence for sustaining both the natural environment and the socio-economic stability of the region.
华北平原是中国遭受地裂缝灾害最严重的地区之一。近年来的城市化进程加速了华北平原北部三县的地裂缝活动,对自然环境和社会经济的可持续发展构成了重大威胁。尽管受到越来越多的关注,但由于认识滞后和研究有限,人们仍然缺乏全面的了解。本研究对 43 个村庄、80 个地点进行了实地考察和地质调查,以阐明上述县域的地裂缝空间分布模式。通过将这些发现与区域地质数据相结合,我们建立了一个解释地裂缝形成的成因模型。分析结果表明,地裂缝主要集中在牛溪断层和荣溪断层附近,其中牛溪断层分布最广。地裂缝的主要表现形式包括线性裂缝和斑块状塌陷坑,主要呈东西向和南北向分布,显示出拉伸破坏,垂直位移极小。地裂缝的形成有多种因素,包括断层活动、古河道分布、基岩起伏、降雨和地面沉降。断层活动在浅层岩土层中形成了隐蔽的断裂系统,为地裂缝的形成奠定了基础。此外,古河道和基岩起伏的分布改变了区域应力场,进一步促进了地裂缝的出现。降雨和不同的地面沉降成为触发机制,使地表裂缝暴露出来。这项研究为了解华北平原北部地裂缝的成因提供了新的视角,为维持该地区的自然环境和社会经济稳定提供了重要的科学依据。
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引用次数: 0
Exploring Stakeholders in Elderly Community Retrofit Projects: A Tripartite Evolutionary Game Analysis 探索老年社区改造项目中的利益相关者:三方进化博弈分析
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188016
Li Guo, Ren-Jye Dzeng, Shuya Hao, Chaojie Zhang, Shuang Zhang, Liyaning Tang
Renovating aging housing is a critical project at the grassroots of social governance and a significant aspect of public welfare. However, renovation processes often encounter difficulties due to conflicts among muti-level stakeholders, influenced by multiple factors. This paper investigates the stakeholders involved in Elderly Community Retrofit Projects (ECRPs), categorizing them into three primary groups: government organizations, renovation enterprises, and elderly families. Through the study of evolutionary game models, it was found that bounded rational actors continually adjust their optimal strategies in response to environmental changes. The government occupies a central role among stakeholders involved in ECRP. During renovation processes, governments and enterprises should provide elderly households with material or other welfare subsidies as much as possible to promote their active cooperation and participation. The integrity of enterprises is closely tied to the strength of governmental enforcement measures; hence, governments should establish a unified standard system, clarify regulatory content, and foster the orderly development of ECRPs.
老旧住房翻新是社会治理的一项重要基层工程,也是公共福利的一个重要方面。然而,在改造过程中,由于受到多种因素的影响,多层次的利益相关者之间往往会产生矛盾,从而导致改造工作困难重重。本文研究了老年社区改造项目(ECRPs)中涉及的利益相关者,将其分为三个主要群体:政府组织、改造企业和老年人家庭。通过对演化博弈模型的研究发现,有界理性行动者会根据环境变化不断调整其最优策略。在参与 ECRP 的利益相关者中,政府扮演着核心角色。在改造过程中,政府和企业应尽可能为老年家庭提供物质或其他福利补贴,以促进他们的积极合作和参与。企业的诚信度与政府的执法力度密切相关,因此政府应建立统一的标准体系,明确监管内容,促进 ECRP 的有序发展。
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引用次数: 0
Spatial Interaction Spillover Effect of Tourism Eco-Efficiency and Economic Development 旅游生态效益与经济发展的空间互动溢出效应
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188012
Qi Wang, Qunli Tang, Yingting Guo
Tourism eco-efficiency (TEE) is a pivotal metric for assessing tourism’s sustainability and the balance between human activities and the environment, significantly influencing regional economic growth (RGDP). This research utilizes a comprehensive analytical framework, combining the Super SBM-DEA model, the Malmquist index, and spatial econometric models, to analyze the spatial interplay between TEE and RGDP within the Yangtze River Economic Belt (YREB) from 2009 to 2021. The results show that (1) TEE in the YREB exhibits a generally upward trajectory with fluctuations, with upstream and downstream regions consistently outperforming the midstream areas in terms of efficiency; (2) technological progress is identified as the primary driver behind efficiency variations; (3) and there exists a symbiotic relationship between local TEE and RGDP, where the economic prosperity of adjacent regions exerts a competitive pull on local TEE, while the TEE of neighboring areas can slow down local economic growth. The study concludes with strategic recommendations aimed at fostering regional collaborative advancement, offering valuable insights for the sustainable development agenda of nations and regions.
旅游生态效益(TEE)是评估旅游业可持续性以及人类活动与环境平衡的关键指标,对区域经济增长(RGDP)具有重要影响。本研究采用综合分析框架,结合超级 SBM-DEA 模型、Malmquist 指数和空间计量经济模型,分析了 2009 至 2021 年长江经济带(YREB)内旅游生态效率与 RGDP 的空间相互作用。结果表明:(1) 长江经济带的技术经济效率总体上呈现波动上升的轨迹,上游和下游地区的效率始终优于中游地区;(2) 技术进步被认为是效率变化背后的主要驱动力;(3) 当地的技术经济效率与 RGDP 之间存在共生关系,相邻地区的经济繁荣会对当地的技术经济效率产生竞争拉动作用,而相邻地区的技术经济效率则会减缓当地的经济增长。研究最后提出了旨在促进区域协同进步的战略建议,为国家和地区的可持续发展议程提供了宝贵的见解。
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引用次数: 0
Ensemble Learning Algorithms for Solar Radiation Prediction in Santo Domingo: Measurements and Evaluation 圣多明各太阳辐射预测的集合学习算法:测量与评估
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188015
Francisco A. Ramírez-Rivera, Néstor F. Guerrero-Rodríguez
Solar radiation is a fundamental parameter for solar photovoltaic (PV) technology. Reliable solar radiation prediction has become valuable for designing solar PV systems, guaranteeing their performance, operational efficiency, safety in operations, grid dispatchment, and financial planning. However, high quality ground-based solar radiation measurements are scarce, especially for very short-term time horizons. Most existing studies trained machine learning (ML) models using datasets with time horizons of 1 h or 1 day, whereas very few studies reported using a dataset with a 1 min time horizon. In this study, a comprehensive evaluation of nine ensemble learning algorithms (ELAs) was performed to estimate solar radiation in Santo Domingo with a 1 min time horizon dataset, collected from a local weather station. The ensemble learning models evaluated included seven homogeneous ensembles: Random Forest (RF), Extra Tree (ET), adaptive gradient boosting (AGB), gradient boosting (GB), extreme gradient boosting (XGB), light gradient boosting (LGBM), histogram-based gradient boosting (HGB); and two heterogeneous ensembles: voting and stacking. RF, ET, GB, and HGB were combined to develop voting and stacking ensembles, with linear regression (LR) being adopted in the second layer of the stacking ensemble. Six technical metrics, including mean squared error (MSE), root mean squared error (RMSE), relative root mean squared error (rRMSE), mean absolute error (MAE), mean absolute percentage error (MAPE), and coefficient of determination (R2), were used as criteria to determine the prediction quality of the developed ensemble algorithms. A comparison of the results indicates that the HGB algorithm offers superior prediction performance among the homogeneous ensemble learning models, while overall, the stacking ensemble provides the best accuracy, with metric values of MSE = 3218.27, RMSE = 56.73, rRMSE = 12.700, MAE = 29.87, MAPE = 10.60, and R2 = 0.964.
太阳辐射是太阳能光伏(PV)技术的基本参数。可靠的太阳辐射预测对于太阳能光伏系统的设计、性能保证、运行效率、运行安全、电网调度和财务规划都非常重要。然而,高质量的地面太阳辐射测量数据非常稀缺,尤其是在非常短的时间跨度内。大多数现有研究都使用时间跨度为 1 小时或 1 天的数据集来训练机器学习(ML)模型,而使用时间跨度为 1 分钟的数据集的研究报告却寥寥无几。在这项研究中,对九种集合学习算法(ELAs)进行了综合评估,利用从当地气象站收集的 1 分钟时间跨度数据集估算圣多明各的太阳辐射。评估的集合学习模型包括七个同质集合:随机森林(RF)、额外树(ET)、自适应梯度提升(AGB)、梯度提升(GB)、极端梯度提升(XGB)、光梯度提升(LGBM)、基于直方图的梯度提升(HGB);以及两个异构集合:投票和堆叠。RF、ET、GB 和 HGB 被组合用于开发投票和堆叠集合,堆叠集合的第二层采用线性回归(LR)。六项技术指标,包括均方误差(MSE)、均方根误差(RMSE)、相对均方根误差(rRMSE)、平均绝对误差(MAE)、平均绝对百分比误差(MAPE)和决定系数(R2),被用作确定所开发的集合算法预测质量的标准。结果比较表明,在同质集合学习模型中,HGB 算法的预测性能更优,而总体而言,堆叠集合的准确性最好,其指标值为 MSE = 3218.27、RMSE = 56.73、rRMSE = 12.700、MAE = 29.87、MAPE = 10.60 和 R2 = 0.964。
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