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Remote Sensing Technologies for Monitoring Argane Forest Stands: A Comprehensive Review 用于监测阿甘木林分的遥感技术:全面回顾
Pub Date : 2024-07-26 DOI: 10.3390/geographies4030024
Mohamed Mouafik, Abdelghani Chakhchar, Mounir Fouad, Ahmed El Aboudi
This comprehensive review explores the ecological significance of the Argane stands (Argania spinosa) in southwestern Morocco and the pivotal role of remote sensing technology in monitoring forest ecosystems. Argane stands, known for their resilience in semi-arid and arid conditions, serve as a keystone species, preventing soil erosion, maintaining ecological balance, and providing habitat and sustenance to diverse wildlife species. Additionally, they produce an extremely valuable Argane oil, offering economic opportunities and cultural significance to local communities. Remote sensing tools, including satellite imagery, LiDAR, drones, radar, and GPS precision, have revolutionized our capacity to remotely gather data on forest health, cover, and responses to environmental changes. These technologies provide precise insights into canopy structure, density, and individual tree health, enabling assessments of Argane stand populations and detection of abiotic stresses, biodiversity, and conservation evaluations. Furthermore, remote sensing plays a crucial role in monitoring vegetation health, productivity, and drought stress, contributing to sustainable land management practices. This review underscores the transformative impact of remote sensing in safeguarding forest ecosystems, particularly the Argane forest stands, and highlights its potential for continued advancements in ecological research and conservation efforts.
这篇综述探讨了摩洛哥西南部阿甘树林(Argania spinosa)的生态意义以及遥感技术在监测森林生态系统中的关键作用。阿甘油林以其在半干旱和干旱条件下的恢复力而闻名,是一种关键性物种,可防止土壤侵蚀、维持生态平衡,并为多种野生动物提供栖息地和食物。此外,它们还生产极其珍贵的阿甘油,为当地社区提供经济机会和文化意义。包括卫星图像、激光雷达、无人机、雷达和 GPS 精度在内的遥感工具彻底改变了我们远程收集有关森林健康、植被和对环境变化的反应的数据的能力。这些技术可以精确地了解树冠结构、密度和单棵树木的健康状况,从而对阿甘树群进行评估,并检测非生物压力、生物多样性和保护评估。此外,遥感技术在监测植被健康、生产力和干旱压力方面发挥着至关重要的作用,有助于可持续的土地管理实践。本综述强调了遥感技术在保护森林生态系统(尤其是阿甘林)方面的变革性影响,并突出了遥感技术在生态研究和保护工作中不断进步的潜力。
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引用次数: 0
“The Indians Complain, and with Good Cause”: Allotting Standing Rock—U.S. Policy Meets a Tribe’s Assertion of Rights "印第安人投诉,理由充分":分配站立岩--美国政策与部落权利主张的结合
Pub Date : 2024-07-05 DOI: 10.3390/geographies4030023
Stephen L. Egbert, Joshua J. Meisel
Land allotment was embraced by the U.S. Government in the late 1800s and early 1900s as part of a solution to the “Indian problem”, the goal of which was assimilation into the Euro-American cultural and economic system. As a progressivist program, it was imposed with enthusiasm and confidence, dividing reservations into rectangular land parcels (allotments) in the belief that the allotment recipients would become yeoman farmers of the Jeffersonian mold. Tribes were unable to thwart the imposition of allotment, despite their best efforts, and its devastating long-term effects are now well known. Much less is understood, however, about the efforts of various tribes, sometimes successful and sometimes not, to obtain modifications to the terms of allotment imposed on them. We describe how the people of the Standing Rock Reservation in North and South Dakota successfully advocated for modifications which worked to their significant advantage. We draw heavily from the outgoing correspondence and allotment records of the Special Allotting Agent, Carl Gunderson, along with contemporaneous records of legislative proceedings and other documents. The successful efforts of the people of Standing Rock resulted not only in equitable access to scarce timber, but in allotments to numerous individuals who otherwise would have been ineligible. The net impact was the additional allotment of nearly 400,000 acres (160,000 ha) to over 1800 individuals who otherwise would have received nothing.
19 世纪末 20 世纪初,美国政府将土地分配作为解决 "印第安人问题 "的一部分,其目标是将印第安人同化到欧美文化和经济体系中。作为一项进步主义计划,它被热情而自信地强加于人,将保留地划分成长方形的地块(配给),相信接受配给的人会成为杰斐逊式的贵族农民。尽管部落尽了最大努力,但仍无法阻挠分配计划的实施,其长期的破坏性影响现已众所周知。然而,人们对各部落为修改强加给他们的分配条款所做的努力却知之甚少,这些努力有时成功,有时失败。我们描述了北达科他州和南达科他州 Standing Rock 保留地的人们如何成功地争取到对他们有利的修改。我们大量引用了特别分配代理人卡尔-冈德森(Carl Gunderson)的往来信件和分配记录,以及当时的立法程序记录和其他文件。站岩人民的成功努力不仅使他们公平地获得了稀缺的木材,还使许多原本不符合条件的人获得了分配。净影响是向 1800 多人额外分配了近 400,000 英亩(160,000 公顷)的土地,否则他们将一无所获。
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引用次数: 0
Application of Machine Learning Models for Improving Discharge Prediction in Ungauged Watershed: A Case Study in East DuPage, Illinois 应用机器学习模型改进无测量流域的排水预测:伊利诺伊州东杜佩奇案例研究
Pub Date : 2024-06-06 DOI: 10.3390/geographies4020021
Amin Asadollahi, Binod Ale Magar, Bishal Poudel, Asyeh Sohrabifar, Ajay Kalra
Accurate flood prediction models and effective flood preparedness rely on thoroughly understanding rainfall–runoff dynamics. Similarly, effective rainfall–runoff models account for multiple interrelated parameters for robust runoff prediction. Process-based physical models offer valuable insights into hydrological processes, but their effectiveness can be hindered by data limitations or difficulties in acquiring specific data. Motivated by the frequent flooding events and limited data availability in the East Branch DuPage watershed, Illinois, this study addresses a critical gap in research by investigating effective discharge prediction methods. In this study, two significant machine learning (ML) models, artificial neural network (ANN) and support vector machine (SVM), were employed for discharge prediction. Historical data spanning from 2006 to 2021 were utilized to assess the performance of the models. Hyperparameter tuning was performed on the models to optimize their performance, and root mean square error (RMSE), Nash–Sutcliffe efficiency (NSE), percent bias (PBIAS), coefficient of determination (R2), and the normalized root mean squared error (NRMSE) were used as evaluation metrics. Although both machine learning models demonstrated strong performance, the analysis revealed that the ANN model emerged as the more reliable option for predicting discharge in the watershed. Crucially, the ANN model surpassed the SVM model’s performance, achieving superior accuracy in predicting peak discharge events within the study area. Our findings have the potential to assist decision-makers and communities in implementing more dependable flood mitigation strategies, particularly in regions where hydrology data are limited.
准确的洪水预测模型和有效的洪水防备都有赖于对降雨-径流动力学的透彻理解。同样,有效的降雨-径流模型需要考虑多个相互关联的参数,以进行可靠的径流预测。基于过程的物理模型为水文过程提供了宝贵的见解,但其有效性可能会受到数据限制或难以获得特定数据的影响。伊利诺伊州杜帕奇东支流域洪水事件频发,数据可用性有限,受此激励,本研究通过调查有效的径流预测方法,弥补了研究中的重大空白。本研究采用了人工神经网络(ANN)和支持向量机(SVM)这两种重要的机器学习(ML)模型进行排水量预测。利用 2006 年至 2021 年的历史数据来评估模型的性能。对模型进行了超参数调整,以优化其性能,并将均方根误差 (RMSE)、纳什-苏特克利夫效率 (NSE)、偏差百分比 (PBIAS)、判定系数 (R2) 和归一化均方根误差 (NRMSE) 作为评估指标。尽管这两种机器学习模型都表现出很强的性能,但分析表明,在预测流域排水量方面,ANN 模型是更可靠的选择。最重要的是,ANN 模型的性能超过了 SVM 模型,在预测研究区域内的峰值排水事件方面达到了更高的精度。我们的研究结果有望帮助决策者和社区实施更可靠的洪水缓解策略,尤其是在水文数据有限的地区。
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引用次数: 0
Farmer Perceptions of Land Cover Classification of UAS Imagery of Coffee Agroecosystems in Puerto Rico 波多黎各农民对 UAS 咖啡农业生态系统图像土地覆盖分类的看法
Pub Date : 2024-05-16 DOI: 10.3390/geographies4020019
Gwendolyn Klenke, Shannon Brines, Nayethzi Hernandez, Kevin Li, Riley Glancy, Jose Cabrera, Blake H. Neal, Kevin A. Adkins, Ronny Schroeder, Ivette Perfecto
Highly diverse agroecosystems are increasingly of interest as the realization of farms’ invaluable ecosystem services grows. Simultaneously, there has been an increased use of uncrewed aerial systems (UASs) in remote sensing, as drones offer a finer spatial resolution and faster revisit rate than traditional satellites. With the combined utility of UASs and the attention on agroecosystems, there is an opportunity to assess UAS practicality in highly biodiverse settings. In this study, we utilized UASs to collect fine-resolution 10-band multispectral imagery of coffee agroecosystems in Puerto Rico. We created land cover maps through a pixel-based supervised classification of each farm and assembled accuracy assessments for each classification. The average overall accuracy (53.9%), though relatively low, was expected for such a diverse landscape with fine-resolution data. To bolster our understanding of the classifications, we interviewed farmers to understand their thoughts on how these maps may be best used to support their land management. After sharing imagery and land cover classifications with farmers, we found that while the prints were often a point of pride or curiosity for farmers, integrating the maps into farm management was perceived as impractical. These findings highlight that while researchers and government agencies can increasingly apply remote sensing to estimate land cover classes and ecosystem services in diverse agroecosystems, further work is needed to make these products relevant to diversified smallholder farmers.
随着人们对农场宝贵的生态系统服务的认识不断提高,高度多样化的农业生态系统日益受到关注。与此同时,无人驾驶航空系统(UAS)在遥感领域的应用也在不断增加,因为与传统卫星相比,无人机具有更精细的空间分辨率和更快的重访速度。由于无人机系统的综合效用和对农业生态系统的关注,我们有机会评估无人机系统在高度生物多样性环境中的实用性。在这项研究中,我们利用无人机系统收集了波多黎各咖啡农业生态系统的精细分辨率 10 波段多光谱图像。通过对每个农场进行基于像素的监督分类,我们绘制了土地覆被图,并对每个分类进行了准确性评估。平均总体准确率(53.9%)虽然相对较低,但对于使用精细分辨率数据的如此多样的地貌来说,这也是意料之中的。为了加深我们对分类的理解,我们采访了农民,以了解他们对如何最好地利用这些地图来支持其土地管理的想法。在与农民分享了图像和土地覆被分类后,我们发现,虽然农民通常对这些印刷品感到自豪或好奇,但他们认为将这些地图纳入农场管理是不切实际的。这些发现突出表明,虽然研究人员和政府机构可以越来越多地应用遥感技术来估算不同农业生态系统中的土地覆被等级和生态系统服务,但要使这些产品与多样化的小农相关,还需要进一步的工作。
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引用次数: 0
Surface Water Resources Planning in an Ungauged Transboundary Basin Using Satellite Products and the AHP Method 利用卫星产品和 AHP 方法进行无测站跨界流域地表水资源规划
Pub Date : 2024-05-10 DOI: 10.3390/geographies4020018
Seyed Kamal Ghoreishi Gharehtikan, S. Gharechelou, Emad Mahjoobi, Saeed Golian, F. Rafiei, Hossin Salehi
Global concern over optimizing transboundary water resources for residents is hindered by the lack of observational data, particularly in ungauged basins, mainly due to inaccessibility or security issues. Remote sensing and GIS technology provide a practical solution for monitoring and managing water resources in such basins. This research evaluates surface water resources in the Qaretikan ungauged transboundary basin using satellite products for precipitation, temperature, and evapotranspiration from 2005 to 2014. The accuracy of these datasets was assessed using statistical measures. The water balance components, i.e., precipitation and evaporation, were utilized to calculate runoff over the basin using the Justin method. Downstream environmental flow was estimated using the Lyon method, and available water was determined. This study identified a potential annual storage water of 11.8 MCM in the Qaretikan basin. The Analytic Hierarchy Process (AHP) integrated expert opinions to prioritize water usage decisions based on proposed decision options. The results revealed greenhouse cultivation water allocation as the top priority among the identified options, highlighting its importance in sustainable water resource management within the basin.
由于缺乏观测数据,特别是主要由于交通不便或安全问题造成的无测站流域的观测数据,全球对为居民优化跨境水资源的关注受到了阻碍。遥感和地理信息系统技术为监测和管理此类流域的水资源提供了切实可行的解决方案。本研究利用 2005 年至 2014 年的降水、温度和蒸散量卫星产品,对 Qaretikan 无测站跨界流域的地表水资源进行了评估。这些数据集的准确性通过统计方法进行了评估。利用水量平衡成分(即降水和蒸发),采用贾斯汀法计算流域径流。采用里昂法估算了下游环境流量,并确定了可用水量。这项研究确定 Qaretikan 盆地每年的潜在储水量为 11.8 兆立方米。层次分析法(AHP)综合了专家意见,根据建议的决策方案确定了用水决策的优先次序。结果表明,温室栽培用水分配是已确定方案中最优先考虑的,突出了其在流域内水资源可持续管理中的重要性。
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引用次数: 0
Ten Traps for Non-Representational Theory in Human Geography 人文地理学非代表性理论的十大陷阱
Pub Date : 2024-04-18 DOI: 10.3390/geographies4020016
Paul M. Torrens
Non-Representational Theory (NRT) emphasizes the significance of routine experience in shaping human geography. In doing so, the theory largely eschews traditional approaches that have offered area-based, longitudinal, and synoptic formalisms for geographic inquiry. Instead, NRT prioritizes the roles of individualized and often dynamic lived geographies as they unfold in the moment. To date, NRT has drawn significant inspiration from the synergies that it shares with philosophy, critical geography, and self-referential ethnography. These activities have been tremendous in advancing NRT as a concept, but the theory’s strong ties to encounter and experience invariably call for practical exposition. Alas, applications of NRT to concrete examples at scales beyond small case studies often prove challenging, which we argue artificially constrains further development of the theory. In this paper, we examine some of the thorny problems that present in applying NRT in practical terms. Specifically, we identify ten traps that NRT can fall into when moving from theory to actuality. These traps include conundrums of small geographies, circularity in representation, cognitive traps, issues of mustering and grappling with detail, access issues, limitations with empiricism, problems of subjectivity, methodological challenges, thorny issues of translation, and the unwieldy nature of process dynamics. We briefly demonstrate a novel observational instrument that can sidestep some, but not all, of these traps.
非表象理论(NRT)强调日常经验在塑造人类地理学方面的重要性。为此,该理论在很大程度上摒弃了传统的以区域为基础、纵向和综合形式主义的地理研究方法。取而代之的是,NRT 优先考虑个体化的、往往是动态的生活地理学的作用,因为它们是在瞬间展开的。迄今为止,NRT 已从与哲学、批判地理学和自我反思民族志的协同作用中汲取了大量灵感。这些活动极大地推动了 NRT 概念的发展,但该理论与遭遇和经验的紧密联系必然要求对其进行实际阐述。遗憾的是,将 NRT 应用于小规模案例研究之外的具体实例往往被证明具有挑战性,我们认为这人为地限制了该理论的进一步发展。在本文中,我们将探讨在实际应用 NRT 时遇到的一些棘手问题。具体来说,我们指出了 NRT 在从理论走向现实的过程中可能会陷入的十个陷阱。这些陷阱包括小地域的难题、表述的循环性、认知陷阱、收集和处理细节的问题、获取问题、经验主义的局限性、主观性问题、方法论挑战、翻译的棘手问题以及过程动态的不稳定性。我们简要展示了一种新颖的观察工具,它可以避开部分(但不是全部)这些陷阱。
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引用次数: 0
Exploring Spatio-Temporal Pattern of Gentrification Processes in Intracity Slums in the Lagos Megacity 探索拉各斯特大城市贫民窟内城市化进程的时空模式
Pub Date : 2024-04-02 DOI: 10.3390/geographies4020015
Olabisi S. Obaitor, Marion Stellmes, Tobia Lakes
There have been increasing calls in gentrification studies to examine the geography of gentrification in slums, as little is known about the patterns and processes of slum gentrification, especially in sub-Saharan African cities where slums house over 50% of the urban population. This study explored the spatiotemporal changes in slums in Lagos, Nigeria, between 1984 and 20 on the pattern and drivers of gentrification. Data were collected from 42 slums in Lagos through remote sensing (1984–2020) and a field survey (2020–2021). The study integrated geospatial analysis with quantitative and qualitative analysis to investigate the patterns and drivers of gentrification in Lagos slums. The findings show that between 1984 and 2020, all the sampled slums had undergone gentrification processes, apart from those that were completely cleared. However, many slums continue to have deprived areas as they continue to gentrify. Almost all the slum communities have experienced slum clearance in the past. Additionally, the current and new housing developments in the study have favored middle- to high-income groups, which has led to the displacement of previous slum residents. The study identified slum clearance, fires and floodings, the presence of palaces in the community, the proportion of deprived areas in 1984, government interest in the slum, and the size of the church as drivers of slum gentrification processes in Lagos. Finally, the findings show that the vulnerability of slum dwellers increases with slum gentrification. Therefore, this study recommended developing policies and programs, such as sustainable relocation and low-cost housing, to mitigate the negative consequences of slum gentrification, especially in cities with significant shares of low-income groups.
由于人们对贫民窟绅士化的模式和过程知之甚少,特别是在贫民窟居住着 50% 以上城市人口的撒哈拉以南非洲城市,绅士化研究中对贫民窟绅士化的地理学研究的呼声越来越高。本研究探讨了 1984 年至 20 世纪 20 年代尼日利亚拉各斯贫民窟的时空变化以及绅士化的模式和驱动因素。通过遥感(1984-2020 年)和实地调查(2020-2021 年)从拉各斯的 42 个贫民窟收集了数据。研究将地理空间分析与定量和定性分析相结合,对拉各斯贫民窟的城市化模式和驱动因素进行了调查。研究结果表明,在 1984 年至 2020 年期间,除了那些被彻底清除的贫民窟外,所有被抽样调查的贫民窟都经历了城市化进程。然而,许多贫民窟在继续城市化的过程中,仍然存在贫困地区。几乎所有贫民窟社区在过去都经历过贫民窟清拆。此外,研究中的当前和新的住房开发项目都偏向于中高收入群体,这导致以前的贫民窟居民流离失所。研究发现,贫民窟清理、火灾和洪水、社区内宫殿的存在、1984 年贫困地区的比例、政府对贫民窟的关注以及教堂的规模是拉各斯贫民窟绅士化进程的驱动因素。最后,研究结果表明,贫民窟居民的脆弱性随着贫民窟绅士化而增加。因此,本研究建议制定政策和计划,如可持续搬迁和低成本住房,以减轻贫民窟绅士化的负面影响,尤其是在低收入群体占很大比例的城市。
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引用次数: 0
From Crops to Kilowatts: An Empirical Study on Farmland Conversion to Solar Photovoltaic Systems in Kushida River Basin, Japan 从作物到千瓦:日本栉田川流域农田转换为太阳能光伏系统的实证研究
Pub Date : 2024-03-25 DOI: 10.3390/geographies4020014
Zhiqiu Xie, Asik Ullah, Chika Takatori
In Japan, rural areas are grappling with population decline and aging, leading to a shortage of labor for farmland maintenance. This has resulted in the abandonment of farmland or its conversion for solar photovoltaic (PV) use. However, this unplanned conversion raises concerns about agricultural productivity decline, landscape degradation, biodiversity loss, water resource maintenance, and disaster prevention. This study focuses on the Kushida watershed, examining (1) accurate farmland classification using remote sensing data, (2) the geographical distribution of farmland converted to PV systems from 2016 to 2021 and concentrated along the river, especially on north-facing slopes, (3) the highest conversion rates in wheat fields, followed by legume fields, tea fields, and paddy fields, and (4) no clear correlation between farmland conversions and changes in the number of farmers, but associations with farmland geography and solar radiation levels. These findings contribute to a nuanced understanding of sustainable rural development in Japan, emphasizing the importance of considering geographical factors in the conversion of farmland to PV.
在日本,农村地区正面临人口减少和老龄化问题,导致农田维护劳动力短缺。这导致农田荒废或转为太阳能光伏(PV)用途。然而,这种无计划的转换引发了对农业生产力下降、景观退化、生物多样性丧失、水资源维护和灾害预防的担忧。本研究以栉田流域为重点,考察了:(1)利用遥感数据对农田进行精确分类;(2)从 2016 年到 2021 年,转换为光伏系统的农田地理分布集中在沿河地区,尤其是朝北的山坡;(3)转换率最高的是小麦田,其次是豆科植物田、茶田和水稻田;(4)农田转换与农民数量变化之间没有明确的相关性,但与农田地理位置和太阳辐射水平有关。这些发现有助于深入了解日本农村的可持续发展,强调了在将农田转化为光伏发电时考虑地理因素的重要性。
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引用次数: 0
Adding Gusts to a Mobile Wind Tunnel: Experimental Setup and Effect of Simulated Gusts on Horizontal Transport 在移动风洞中增加阵风:实验装置和模拟阵风对水平输送的影响
Pub Date : 2024-03-23 DOI: 10.3390/geographies4020013
M. Marzen
Wind erosivity has an intermittent character due to complicated interactions between air streams, surface characteristics, and sediment particles. To experimentally investigate the effect of a sudden and local gust on sediment entrainment, a simple setup was installed in a mobile wind tunnel. One, three, and five consecutive gusts were applied and compared with standard test conditions with steady wind. The applied wind was characterized by total test duration (s), duration of gust (s), mean velocity, peak velocity (m s−1), gust factor, and transport capacity based on sediment-specific threshold velocity. The eroded material was collected by sediment containers. The results suggest that 1. the application of gusts inside the mobile wind tunnel setup is feasible but related to uncertainty concerning the applied wind conditions, and 2. the horizontal transport rate increased with the number of applied gusts. While the highest rates were measured during five gusts on sand, the relative effect of gusts was most accentuated in the comparison of one gust to no gust on loam. The findings highlight how temporally and spatially limited gust impact causes extreme particle entrainment. These particles may subsequently either start erosion or enter vertical dust transport.
由于气流、地表特征和沉积物颗粒之间复杂的相互作用,风蚀作用具有间歇性。为了实验研究突发性局部阵风对沉积物夹带的影响,在移动风洞中安装了一个简单的装置。试验中连续刮起了一次、三次和五次阵风,并与稳定风的标准试验条件进行了比较。试验风的特征包括总试验持续时间(秒)、阵风持续时间(秒)、平均速度、峰值速度(米/秒-1)、阵风系数以及基于特定沉积物阈值速度的迁移能力。侵蚀物质由沉积物容器收集。结果表明:1.在移动风洞内应用阵风是可行的,但与应用风力条件的不确定性有关;2.水平迁移率随应用阵风次数的增加而增加。虽然在沙地上测得的最高水平迁移率是在五次阵风期间测得的,但在壤土上一次阵风与无阵风的对比中,阵风的相对影响最为突出。研究结果凸显了在时间和空间上有限的阵风影响是如何导致极端颗粒夹带的。这些颗粒随后可能会开始侵蚀或进入垂直尘土飞扬。
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引用次数: 0
Hydromorphic Impact of Matera’s Urban Area 马泰拉城区的水文影响
Pub Date : 2024-02-27 DOI: 10.3390/geographies4010010
R. Ermini, Carmen Fattore, Amir Aubed Zoubi
Urban transformations change land use, permeability, and morphology of the areas involved in the evolution process; this, consequently, modifies the impact produced by the precipitation phenomena and increases the risk of flooding or uncontrolled runoff in different areas.The proposed watershed hydrologic approach enables us to consider the morphology of the territory together with the transformations implemented by human activities, and this allows us to evaluate the effects of each area on neighboring areas, emphasizes the hydrological roles of upper, intermediate, and lower parts, and reveals urban and non-urban connections. This elucidates hydromorphic complexities in urban transformations and assesses climate change adaptability. The suggested methodology has been implemented in the urban district of “Sasso Caveoso” within the city of Matera. This application facilitates a quantitative synthesis of the contextual response, allowing for an analysis across various scenarios and offering decision-support tools of practical utility.
拟议的流域水文方法使我们能够将领土的形态与人类活动实施的改造结合起来考虑,从而评估每个区域对邻近区域的影响,强调上层、中层和下层的水文作用,并揭示城市与非城市之间的联系。这就阐明了城市变迁中水文形态的复杂性,并评估了气候变化的适应性。建议的方法已在马泰拉市的 "Sasso Caveoso "城区实施。这一应用有助于对环境反应进行定量综合,从而对各种情况进行分析,并提供具有实际效用的决策支持工具。
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引用次数: 1
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Geographies
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