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Movement patterns of raccoon dogs within road networks: how urbanization increases human-wildlife contacts 道路网络中浣熊狗的运动模式:城市化如何增加人类与野生动物的接触
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-12-13 DOI: 10.1016/j.landurbplan.2025.105566
Seoyun Choi , Kyunghae Min , Sujoo Cho , Hyunsoo Lee , Seung Min Lee , Gun Joo Lee , Yoonjee Hong , Chang-Yong Choi
Rapid urbanization is expanding road networks worldwide, fragmenting wildlife populations and altering their movement. For urban-dwelling species, this human-wildlife interface can create mortality hotspots and exacerbate human-wildlife conflicts. We studied the movement patterns and behavioral strategies of raccoon dogs (Nyctereutes procyonoides) within road networks using GPS-tracking of 34 individuals across urban and rural areas. We examined differences in road-crossing tendencies, diel and annual patterns, microhabitat characteristics at crossing sites, and road selection strategies between urban and rural raccoon dogs. Urban individuals crossed roads more frequently than rural counterparts, with crossing rates exhibiting a clear functional response to local road density. While diel crossing patterns were predominantly nocturnal and largely overlapped between habitat types, urban raccoon dogs exhibited more complex seasonal responses, including elevated daytime crossings and a pronounced peak in early August compared with the weaker rural peak in early November. Spatial models demonstrated that while environmental variables shaped the choice of road-crossing points in both settings, road-related elements emerged as additional influential factors in urban areas. Integrated step selection analysis revealed attenuated road avoidance in urban raccoon dogs, accompanied by sharper directional adjustments at crossings, suggesting compensatory risk-avoidance movement. These findings demonstrate flexible and context-dependent road use of raccoon dogs, which enables persistence in urban areas but simultaneously increases the risk of human–wildlife conflicts. Incorporating such behavioral insights into urban planning and road management will be essential to mitigate collisions and foster coexistence.
快速的城市化正在扩大世界范围内的道路网络,使野生动物种群支离破碎,并改变它们的活动方式。对于居住在城市的物种来说,这种人类与野生动物的界面会产生死亡热点,加剧人类与野生动物的冲突。利用gps对城市和农村地区34只浣熊的运动模式和行为策略进行了研究。我们研究了城市和农村貉在过马路倾向、日龄和年型、过马路地点的微生境特征以及道路选择策略等方面的差异。城市居民过马路的频率高于农村居民,其过马路率对当地道路密度表现出明显的功能响应。虽然白天交叉模式主要发生在夜间,并且在栖息地类型之间大部分重叠,但城市浣熊表现出更复杂的季节性反应,包括白天交叉升高,8月初有明显的高峰,而农村的高峰在11月初较弱。空间模型表明,在两种情况下,虽然环境变量影响了过马路点的选择,但与道路有关的因素成为城市地区的额外影响因素。综合步长选择分析显示,城市浣熊的道路回避能力减弱,同时在十字路口进行更剧烈的方向调整,提示补偿性风险回避运动。这些发现证明了浣熊在道路上的灵活使用和环境依赖,这使得它们能够在城市地区持续存在,但同时也增加了人类与野生动物冲突的风险。将这种行为见解纳入城市规划和道路管理对于减少碰撞和促进共存至关重要。
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引用次数: 0
Effectiveness of pipe culverts in facilitating road crossings by clutter-adapted bats 水管涵洞为适应杂乱环境的蝙蝠过马路提供便利的效果
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-12-05 DOI: 10.1016/j.landurbplan.2025.105553
Adina Sennblad, Isabella Honnér, Johnny de Jong
Roads have several negative ecological effects on bats. Clutter-adapted bat species avoid roads as the open space increases the risk of predation. This results in the road acting as a barrier of movement, making otherwise suitable habitat inaccessible. Different approaches to mitigate the fragmentation and mortality caused by roads have been explored. Underpasses such as bridges or tunnels have proven to be used by clutter-adapted species to cross the road. A few studies have indicated that some species of bats could possibly use smaller structures such as pipe culverts. As pipe culverts are more cost-effective than bridges and tunnels, we set out to quantitively investigate what factors affect the usage of pipe culverts, aiming to produce recommendations for their implementation in the landscape. Clutter-adapted bats were surveyed with ultrasound detectors in 269 pipe culverts in Sweden. Each pipe culvert was surveyed for one night each and 73 pipe culverts with a high recorded activity were revisited and surveyed with mist nets. M. brandtii, M. daubentonii, M. mystacinus, M. nattereri, and P. auritus were found to be flying in the pipe culverts. Factors affecting the activity and usage of the pipe culverts were the width of the pipe culverts, presence of water in the pipe culvert and the presence of forest at the openings of the pipe culvert. The results give insight into how pipe culverts could be designed and implemented in landscape planning to mitigate the fragmentation caused by roads and decrease their negative effects on clutter-adapted bats.
道路对蝙蝠有几个负面的生态影响。适应杂乱的蝙蝠避开道路,因为开放空间增加了被捕食的风险。这导致道路成为运动的障碍,使其他合适的栖息地无法进入。已经探索了不同的方法来减轻道路造成的碎片化和死亡率。事实证明,适应杂乱环境的物种可以利用桥梁或隧道等地下通道过马路。一些研究表明,某些种类的蝙蝠可能会使用较小的结构,如管道涵洞。由于管涵比桥梁和隧道更具成本效益,我们开始定量研究影响管涵使用的因素,旨在为在景观中实施管涵提出建议。在瑞典的269个管道涵洞中,用超声波探测器对适应杂乱的蝙蝠进行了调查。每个管道涵洞都进行了一个晚上的调查,并重新访问了73个有高活动记录的管道涵洞,并使用雾网进行了调查。在管道涵洞中发现了布氏夜蛾、多氏夜蛾、密氏夜蛾、纳氏夜蛾和金斑夜蛾。影响管道涵洞活动和使用的因素是管道涵洞的宽度、管道涵洞中是否有水以及管道涵洞开口处是否有森林。研究结果揭示了如何在景观规划中设计和实施管道涵洞,以减轻道路造成的碎片化,并减少它们对适应杂乱的蝙蝠的负面影响。
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引用次数: 0
Corrigendum to “Mitigating natural hazards through optimization of China’s ecological conservation redline: a case of Zhejiang Province” [Landsc. Urban Plan. 266 (2026) 105537] “通过优化中国生态保护红线来减轻自然灾害——以浙江省为例”的勘误表[j]。城市规划。266 (2026)105537]
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-12-04 DOI: 10.1016/j.landurbplan.2025.105551
Haoxuan Xia , Wenze Yue , Tianyu Wang , Changjia Li , Jiren Xu
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引用次数: 0
Attractiveness of urban open spaces in the information Era: Exploring the influence of environmental attributes and online reviews 信息时代城市开放空间的吸引力:环境属性与网络评价的影响
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-12-02 DOI: 10.1016/j.landurbplan.2025.105532
Yurou Li , Weiwei Wang , Qiulin Liao , Yuchi Cao , Jiaao Chen , Peng Xiao , Xuejia Huang , Xiaoru Liu , Jingpeng Liao , Jiangfeng Yang , Shouyun Shen
In the information age, social media has reshaped public perceptions of urban open spaces (UOS). Traditional strategies for enhancing urban open space attractiveness (UOSA), focused on urban physical forms, urban function, social-economy, and landscape character, which show limitations in explaining UOSA. To address this gap, this study compares traditional environmental attributes with online reviews (ORs). The influence mechanism framework reveals that ORs affect UOSA by satisfying individual space identity and reshaping perceptions of environmental attributes. Taking Changsha, China, as a case, we constructed a UOSA assessment framework using geolocated social media data and exploring the influencing mechanisms under different temporal scenarios in UOS. The integrated impact index system, combining environmental attributes and ORs, was developed, and Geographically Weighted Random Forest was used to analyze influencing mechanisms. Lasso regression assessed factor sensitivity. The results show that: (1) UOSA exhibits spatiotemporal differentiation. (2) ORs significantly outweigh other factors in influencing UOSA (Wilcoxon Signed-Rank test, p < 0.01), with attention and online popularity being the most influential (1 and 0.814). The findings underscore ORs’ critical role and provide insights for sustainable UOS planning and management.
在信息时代,社交媒体重塑了公众对城市开放空间(UOS)的看法。传统的提高城市开放空间吸引力的策略侧重于城市物理形态、城市功能、社会经济和景观特征,在解释城市开放空间吸引力方面存在局限性。为了解决这一差距,本研究将传统的环境属性与在线评论(or)进行了比较。影响机制框架表明,ORs通过满足个体空间认同和重塑环境属性感知来影响UOSA。以长沙市为例,构建了基于地理位置社交媒体数据的UOSA评估框架,探讨了UOSA在不同时间情景下的影响机制。建立了环境属性与ORs相结合的综合影响指标体系,并利用地理加权随机森林分析了影响机制。套索回归评估因素敏感性。结果表明:(1)UOSA具有时空分异特征。(2) ORs对UOSA的影响显著大于其他因素(Wilcoxon sign - rank检验,p < 0.01),其中关注度和网络人气的影响最大(1和0.814)。研究结果强调了ORs的关键作用,并为可持续的UOS规划和管理提供了见解。
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引用次数: 0
Integrating social media and survey data to map social landscape value in diverse municipal contexts 整合社会媒体和调查数据,绘制不同城市背景下的社会景观价值图
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-12-01 DOI: 10.1016/j.landurbplan.2025.105542
Piotr Krajewski, Justyna Weidgang, Joanna Lipsa, Monika Lebiedzińska
Understanding public preferences regarding landscapes is vital for effective spatial planning and landscape management. This study investigates the combined use of social media data (specifically Instagram images) and traditional surveys to identify socially valued landscapes in six diverse municipalities in Poland. A total of 48,386 Instagram images published in 2022 tagged with the names of selected localities in Lower Silesia were collected, of which 7,022 landscape-related, geolocated images were selected for content analysis. These data were complemented by a survey conducted among 126 residents. The results indicate a clear and consistent preference for forested and historic urban landscapes. Across the study area, 15,183 landscape elements were identified, with technical infrastructure being the most frequently occurring (3,271 instances, or 22%), followed by vegetation (19%), buildings (16%), and forest (11%). While Instagram users tended to highlight visual and aesthetic qualities, survey participants expressed a broader range of views, including concerns about environmental degradation and infrastructural shortcomings. This dual-method approach offers a more nuanced and comprehensive perspective on how different landscape types meet social, cultural, and recreational needs. By combining crowd-sourced visual data with residents’ qualitative insights, the study provides a robust evaluation of the most socially valued landscape types. The findings demonstrate the potential of integrating digital and conventional methods to support landscape policy development and participatory planning practices.
了解公众对景观的偏好对于有效的空间规划和景观管理至关重要。本研究调查了社交媒体数据(特别是Instagram图像)和传统调查的结合使用,以确定波兰六个不同城市的社会价值景观。共收集了2022年发布的48386张标有下西里西亚选定地区名称的Instagram图像,其中7,022张与景观相关的地理位置图像被选中进行内容分析。对126名居民进行的调查补充了这些数据。结果表明,人们对森林和历史悠久的城市景观有着明确而一致的偏好。在整个研究区域,确定了15,183个景观元素,其中技术基础设施是最常见的(3,271例,或22%),其次是植被(19%),建筑(16%)和森林(11%)。虽然Instagram用户倾向于强调视觉和美学品质,但调查参与者表达了更广泛的观点,包括对环境退化和基础设施缺陷的担忧。这种双方法的方法提供了一个更细致和全面的视角,说明不同的景观类型如何满足社会、文化和娱乐需求。通过将群众来源的视觉数据与居民的定性见解相结合,该研究为最具社会价值的景观类型提供了强有力的评估。研究结果表明,将数字方法与传统方法相结合,在支持景观政策制定和参与式规划实践方面具有潜力。
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引用次数: 0
Corrigendum to “Enhancing the cooling effect of urban green infrastructure: An empirical analysis of interactive impacts and optimizing pathways over 310 Chinese cities” [Landscape Urban Plann. 259 (2025) 105344] “增强城市绿色基础设施降温效应:中国310个城市的互动影响与优化路径实证分析”[景观城市规划,259(2025)105344]的勘误表。
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-11-30 DOI: 10.1016/j.landurbplan.2025.105543
Miao Li , Huimin Liu
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引用次数: 0
Cycling in the shade: Uncovering the spatiotemporal heterogeneity of building and vegetation shading on dockless bike-sharing usage during hot summer days 阴凉处骑行:揭示炎热夏季无桩共享单车使用中建筑和植被遮阳的时空异质性
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-11-29 DOI: 10.1016/j.landurbplan.2025.105538
Tianyu Xia , Yingyi Cheng , Xinyu Wei , Jinglin Zhang , Yue Yin , Minhan Qiu , Yuheng Mao , Haishun Xu , Bing Zhao , Jinguang Zhang
Urban shading, which comprises building shading (BSI) and vegetation shading (VSI), is an increasingly implemented, low-carbon, and cost-effective urban cooling strategy. However, its impact on outdoor transportation, particularly cycling, has not been adequately explored. This study aims to develop a 3D dynamic simulation framework to quantify BSI and VSI and investigate the following: (1) the divergent effects of BSI versus VSI on cycling frequency, distance, duration, and speed; (2) dynamic spatiotemporal factors influencing commuting versus recreational cycling patterns; and (3) interactions between built environmental factors (BEFs) and urban shading in shaping cycling behaviour. We analysed 2.68 million dockless bike-sharing (DBS) trip records from Shenzhen (9–10 July 2021), with sensitivity tests using 2.33 million additional trips from 2 to 3 July 2021 under comparable weather conditions. Spearman’s correlation, least-squares regression, and the XGBoost-SHAP model were used to assess the interactions between urban shading, BEFs, and DBS usage. The results showed that: (i) Both BSI and VSI were significantly associated with higher cycling frequency and distance; however, BSI had a stronger effect during peak commuting hours, whereas VSI dominated off-peak periods; (ii) BSI was associated with faster cycling speeds, whereas VSI was associated with slower speeds; (iii) Nonlinear associations emerged between urban shading and DBS usage, with distinct patterns for BSI (predominantly influencing commuting-based cycling, especially on weekdays) and VSI (showing a stronger association with recreational cycling, particularly on weekends); and (iv) The relationship between VSI and DBS usage was moderated by public transit access, road connectivity, and population density, whereas BSI was more strongly influenced by topographic slope. Based on these findings, we propose evidence-based urban shading strategies, focusing on high-use zones below BSI and VSI thresholds through targeted street greening. This low-cost intervention policy could enhance active transport comfort, promote low-carbon travel, and support urban sustainability.
城市遮阳包括建筑遮阳(BSI)和植被遮阳(VSI),是一种日益普及的低碳、高成本效益的城市降温策略。然而,它对户外交通,特别是骑自行车的影响还没有得到充分的探讨。本研究旨在建立一个三维动态模拟框架,量化BSI和VSI,并研究以下问题:(1)BSI和VSI对循环频率、距离、持续时间和速度的不同影响;(2)影响通勤与休闲骑行模式的动态时空因素;(3)建筑环境因素(BEFs)与城市遮阳在塑造骑行行为中的相互作用。我们分析了深圳(2021年7月9日至10日)的268万次无桩共享单车(DBS)出行记录,并对2021年7月2日至3日在可比天气条件下的233万次额外出行进行了敏感性测试。使用Spearman相关、最小二乘回归和XGBoost-SHAP模型来评估城市遮阳、bef和DBS使用之间的相互作用。结果表明:(1)BSI和VSI均与较高的循环频率和距离显著相关;然而,BSI在高峰时段的影响更强,而VSI在非高峰时段则占主导地位;(ii) BSI与更快的骑行速度有关,而VSI与更慢的骑行速度有关;(三)城市遮阳与DBS使用之间出现了非线性关联,其中BSI(主要影响通勤骑行,特别是在工作日)和VSI(与休闲骑行,特别是在周末)的模式不同;(iv) VSI和DBS使用之间的关系受到公共交通可达性、道路连通性和人口密度的调节,而BSI受地形坡度的影响更大。基于这些发现,我们提出了基于证据的城市遮阳策略,重点关注低于BSI和VSI阈值的高使用区域,通过有针对性的街道绿化。这种低成本的干预政策可以提高主动交通舒适性,促进低碳出行,支持城市可持续发展。
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引用次数: 0
Urban landscape organization is associated with differences in avian-mediated regulating ecosystem services 城市景观组织与鸟类介导的调节生态系统服务差异有关
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-11-27 DOI: 10.1016/j.landurbplan.2025.105540
Lucía Izquierdo , Mario Díaz , Yanina Benedetti , Jukka Jokimäki , Marja-Liisa Kaisanlahti-Jokimäki , Federico Morelli , Tomás Pérez-Contreras , Enrique Rubio , Philipp Sprau , Jukka Suhonen , Piotr Tryjanowski , Juan Diego Ibáñez-Álamo
Urbanization alters ecosystems through multiple biotic and abiotic changes that directly affect urban biodiversity. However, we still lack information on how urban areas influence the ecosystem services provided by wildlife, particularly regulating ecosystem services (RES) such as seed dispersal, pollination, pest control, and scavenging. Recent studies have shown marked differences in animal communities depending on urban landscape configuration, which ranges from land-sharing (low-density housing with small, fragmented green areas) to land-sparing (high-density housing with large, unfragmented green areas). Because this gradient affects animal communities, we expect it to also influence potential ecosystem service provision. In addition, several local urban attributes may influence these communities and, consequently, could also affect RES provision. To address these research questions and their potential temporal variation, we collected bird assemblage data from nine European cities during the breeding and non-breeding seasons. We used bird diets and abundances to identify the main species providers of the four avian-mediated RES mentioned above and analyzed their variation in potential service provision along the urban landscape organization gradient. Land-sharing areas provided higher potential scavenging (both seasons), seed dispersal (non-breeding), and pest control (non-breeding). Several urban attributes (e.g., abundance of fleshy fruit-bearing plants) significantly enhanced RES, while others (e.g., built cover) reduced them, although these effects varied seasonally. These findings provide new insights into the debate on how cities can be more biodiversity-friendly and can help to implement measures based on local urban attributes that promote RES provision, both of which are vital for urban ecosystems and citizens’ well-being.
城市化通过直接影响城市生物多样性的多种生物和非生物变化来改变生态系统。然而,我们仍然缺乏关于城市地区如何影响野生动物提供的生态系统服务的信息,特别是调节生态系统服务(RES),如种子传播、授粉、虫害防治和食腐。最近的研究表明,根据城市景观配置,动物群落存在显著差异,从土地共享(低密度住房,小而破碎的绿地)到土地节约(高密度住房,大而未破碎的绿地)。由于这种梯度影响动物群落,我们预计它也会影响潜在的生态系统服务提供。此外,一些地方城市属性可能影响这些社区,因此也可能影响可再生能源的供应。为了解决这些研究问题及其潜在的时间变化,我们收集了9个欧洲城市在繁殖期和非繁殖期的鸟类种群数据。利用鸟类食性和丰度分析了上述4种鸟类介导的RES的主要物种提供者,并分析了它们在城市景观组织梯度上的潜在服务提供变化。土地共享区提供了更高的潜在食腐(两个季节)、种子传播(非繁殖)和虫害防治(非繁殖)。一些城市属性(如丰富的肉质果实植物)显著提高了可再生能源,而其他属性(如建筑覆盖)则降低了可再生能源,尽管这些影响随季节而变化。这些发现为关于城市如何更加生物多样性友好的辩论提供了新的见解,并有助于实施基于当地城市属性的措施,促进可再生能源的提供,这两者对城市生态系统和公民福祉都至关重要。
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引用次数: 0
Effects of urbanization on the dynamics of carbon, nitrogen, and water cycling in hardwood forests of the northeastern U.S 城市化对美国东北部阔叶林碳、氮和水循环动态的影响
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-11-26 DOI: 10.1016/j.landurbplan.2025.105541
Linghui Meng , Afshin Pourmokhtarian , Pamela H. Templer , Lucy R. Hutyra , Charles T. Driscoll
Urbanization creates microenvironments by increasing air temperature and enhancing the concentrations of air pollutants, which can have complex effects on forest growth and biogeochemical cycles. To better understand and characterize the mechanisms behind urbanization effects on ecosystem function, we conducted a modeling study to simulate historical patterns of carbon, nitrogen, and water cycling in temperate forest ecosystems of the northeastern U.S. under varying levels of urbanization to identify key environmental factors controlling these biogeochemical processes. In this study, we used the percentage of impervious surface area (ISA) as a metric for urbanization and examined changes in environmental drivers across an urbanization gradient in Massachusetts, USA. We developed a series of historical climate and air chemistry scenarios with variations in ISA, that were based on empirical relationships between ISA and environmental drivers and ran these scenarios using the PnET-CN-daily model. Our results indicate that air temperature, carbon dioxide concentration, and atmospheric nitrogen deposition increased with increasing urbanization, while ambient ozone concentrations decreased. Model simulations suggest that urban microenvironments stimulate ecosystem carbon accumulation at low ISA levels (<20 % ISA), but this effect diminished at higher ISA levels. Urbanization also decreased soil nitrogen storage and soil moisture, with these impacts becoming more pronounced as ISA increased. Overall, urbanization alters ecosystem function by decreasing carbon and nitrogen storage and plant transpiration, largely due to increases in temperature, offsetting effect associated with increases in nitrogen deposition and lower ozone concentrations.
城市化通过提高气温和提高空气污染物浓度来创造微环境,这可能对森林生长和生物地球化学循环产生复杂影响。为了更好地理解和描述城市化对生态系统功能影响背后的机制,我们进行了一项建模研究,模拟了美国东北部温带森林生态系统在不同城市化水平下的碳、氮和水循环的历史模式,以确定控制这些生物地球化学过程的关键环境因素。在这项研究中,我们使用不透水表面积百分比(ISA)作为城市化的度量标准,并研究了美国马萨诸塞州城市化梯度中环境驱动因素的变化。基于ISA与环境驱动因素之间的经验关系,我们开发了一系列具有ISA变化的历史气候和空气化学情景,并使用PnET-CN-daily模型运行了这些情景。结果表明,随着城市化进程的加快,气温、二氧化碳浓度和大气氮沉降均呈上升趋势,而大气臭氧浓度则呈下降趋势。模式模拟表明,在低ISA水平(20% ISA)下,城市微环境刺激生态系统碳积累,但在高ISA水平下,这种影响减弱。城市化也降低了土壤氮储量和土壤水分,随着ISA的增加,这些影响变得更加明显。总体而言,城市化通过减少碳氮储存和植物蒸腾作用来改变生态系统功能,这主要是由于温度升高、氮沉降增加和臭氧浓度降低相关的抵消效应。
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引用次数: 0
Machine learning-based multi-objective optimization of smart irrigation of urban trees in Arizona 基于机器学习的亚利桑那州城市树木智能灌溉多目标优化
IF 9.2 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-11-25 DOI: 10.1016/j.landurbplan.2025.105539
Shiqi Wei , Yihang Wang , Tianfang Xu , Vanessa R. Buzzard , Grant McCormick , Bo Yang , Tianlu Xia , Zhi-Hua Wang
Desert cities are simultaneously faced with the stress of excessive heat and water resource shortage. Urban greening and strategic irrigation are proven effective heat mitigation strategies through shading and evapotranspiration. For sustainable urban development, smart urban irrigation schemes are required to maintain an intricate balance of water conservation with cooling efficiency, a challenge particularly acute in arid regions. While urban land surface models are capable of simulating these trade-offs, their computational complexity and steep learning curve hinder practical application in urban planning. In this study, we develop a machine learning-based protocol driven by a physical urban land surface model to optimize irrigation of urban trees in arid cities with field measurements. An artificial neural network surrogate was trained and validated, yielding high fidelity to the physical model simulations of canopy temperature (R2 = 0.972) and soil moisture (R2 = 0.989). We then adopted a genetic algorithm to find Pareto solutions by optimizing both the cooling and water use efficiencies of urban irrigation. The results of multi-objective optimization show that low-height trees with expansive crowns maximize shading-dominant cooling while dramatically reducing irrigation demand. These results challenge the reliance on water-intensive cooling strategies (e.g. lawns) and provide a scalable pathway to urban resilience to extreme heat and water scarcity.
沙漠城市同时面临着高温和水资源短缺的压力。城市绿化和策略性灌溉通过遮阳和蒸散作用被证明是有效的热缓解策略。为了实现城市的可持续发展,需要智能城市灌溉计划来维持水资源保护和冷却效率之间的复杂平衡,这在干旱地区是一个特别严峻的挑战。虽然城市地表模型能够模拟这些权衡,但其计算复杂性和陡峭的学习曲线阻碍了城市规划的实际应用。在本研究中,我们开发了一种基于机器学习的协议,该协议由物理城市地表模型驱动,通过实地测量来优化干旱城市的城市树木灌溉。对人工神经网络进行了训练和验证,对林冠温度(R2 = 0.972)和土壤湿度(R2 = 0.989)的物理模型模拟结果具有较高的保真度。然后,我们采用遗传算法通过优化城市灌溉的冷却效率和用水效率来找到帕累托解。多目标优化结果表明,树冠膨大的矮乔木最大限度地利用遮荫降温,同时显著减少灌溉需求。这些结果挑战了对水密集型冷却策略(如草坪)的依赖,并为城市抵御极端高温和缺水提供了可扩展的途径。
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引用次数: 0
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Landscape and Urban Planning
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