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Enhanced Cooling Efficiency of Urban Trees on Hotter Summer Days in 70 Cities of China
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作者 Limei YANG Jun GE +4 位作者 Yipeng CAO Yu LIU Xing LUO Shiyao WANG Weidong GUO 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第11期2259-2275,共17页
Increasing the urban tree cover percentage(TCP) is widely recognized as an efficient way to mitigate the urban heat island effect. The cooling efficiency of urban trees can be either enhanced or attenuated on hotter d... Increasing the urban tree cover percentage(TCP) is widely recognized as an efficient way to mitigate the urban heat island effect. The cooling efficiency of urban trees can be either enhanced or attenuated on hotter days, depending on the physiological response of urban trees to rising ambient temperature. However, the response of urban trees' cooling efficiency to rising urban temperature remains poorly quantified for China's cities. In this study, we quantify the response of urban trees' cooling efficiency to rising urban temperature at noontime [~1330 LT(local time), LT=UTC+8] in 17summers(June, July, and August) from 2003–19 in 70 economically developed cities of China based on satellite observations. The results show that urban trees have stronger cooling efficiency with increasing temperature, suggesting additional cooling benefits provided by urban trees on hotter days. The enhanced cooling efficiency values of urban trees range from 0.002 to 0.055℃ %-1 per 1℃ increase in temperature across the selected cities, with larger values for the lowTCP-level cities. The response is also regulated by background temperature and precipitation, as the additional cooling benefit tends to be larger in warmer and wetter cities at the same TCP level. The positive response of urban trees' cooling efficiency to rising urban temperature is explained mainly by the stronger evapotranspiration of urban trees on hotter days.These results have important implications for alleviating urban heat risk by utilizing urban trees, particularly considering that extreme hot days are becoming more frequent in cities under global warming. 展开更多
关键词 urban trees cooling efficiency China's cities EVAPOTRANSPIRATION SUMMER hot days
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Insights from i-Tree Eco-efficiency Assessment Management of Urban Trees in Oxford,UK
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作者 YANG Xin LI Bowen LI Sha 《Journal of Landscape Research》 2024年第4期1-4,12,共5页
In the era of stock development following the acceleration of urbanization,the revitalization of urban green space has assumed an increasingly significant role.Consequently,the management of urban trees has emerged as... In the era of stock development following the acceleration of urbanization,the revitalization of urban green space has assumed an increasingly significant role.Consequently,the management of urban trees has emerged as a critical focus of urban governance,contributing to the enhancement of livability in human settlements.This study offers a comprehensive analysis of the urban tree management system in Oxford,UK,identifying that its primary objective is to optimize and maintain a harmonious balance between human activities and the natural environment through the implementation of high-quality planting practices.The system emphasizes enhanced management practices and establishes a robust framework for the development of targeted policies and management regulations,utilizing i-Tree eco-efficiency assessment and real-time feedback mechanisms.China’s urban tree management is in its nascent stages,and there is an urgent need for the development of urban green space.By adopting the refined management assessment methodologies employed for urban trees in Oxford,UK,it is possible to enhance the ecological value of urban trees,which represent a significant green resource within cities,and contribute to the creation of more livable urban spaces. 展开更多
关键词 Oxford urban tree management i-tree eco-efficiency assessment INSIGHT REFERENCE
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Role of outdoor trees on pedestrian wind and thermal conditions around a pre-education building for sustainable energy management
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作者 LI Xiao-jie TANG Hui-li 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期2039-2053,共15页
Finding sustainable energy resources is essential to face the increasing energy demand.Trees are an important part of ancient architecture but are becoming rare in urban areas.Trees can control and tune the pedestrian... Finding sustainable energy resources is essential to face the increasing energy demand.Trees are an important part of ancient architecture but are becoming rare in urban areas.Trees can control and tune the pedestrian-level wind velocity and thermal condition.In this study,a numerical investigation is employed to assess the role of trees planted in the windward direction of the building complex on the thermal and pedestrian wind velocity conditions around/inside a pre-education building located in the center of the complex.Compared to the previous studies(which considered only outside buildings),this work considers the effects of trees on microclimate change both inside/outside buildings.Effects of different parameters including the leaf area density and number of trees,number of rows,far-field velocity magnitude,and thermal condition around the main building are assessed.The results show that the flow velocity in the spacing between the first-row buildings is reduced by 30%-40% when the one-row trees with 2 m height are planted 15 m farther than the buildings.Furthermore,two rows of trees are more effective in higher velocities and reduce the maximum velocity by about 50%.The investigation shows that trees also could reduce the temperature by about 1℃around the building. 展开更多
关键词 sustainable management energy trees urban area thermal condition building
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Study on the Effect of Reducing Haze by Urban Greening Trees 被引量:1
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作者 闫生荣 杜中英 +2 位作者 杨春和 张跃群 周丽 《Agricultural Science & Technology》 CAS 2016年第10期2362-2368,共7页
Although small in size, PM25 can do great harm to the environment, and city greening trees can reduce PM2.5 pollution to a certain extent. This paper reviewed the mechanism of city greening trees to reduce PM2.5 pollu... Although small in size, PM25 can do great harm to the environment, and city greening trees can reduce PM2.5 pollution to a certain extent. This paper reviewed the mechanism of city greening trees to reduce PM2.5 pollution, screening and classification of green land allocation model of PM2.5 reducing greening trees, and made prospect on how to construct the evaluation index system of PM2.5 re- ducing greening trees and urban green land allocation. 展开更多
关键词 PM2.5 pollution urban greening trees ADSORPTION SCREENING Green space allocation model
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Floristic and Structural Analysis of Urban Tree Canopy: From Its Ecology to Its Social Issues
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作者 Richieri Antonio Sartori Ana Paula Balderi +3 位作者 Camila Conti Anna Thereza Carcamo Henrique Rajão Jakeline Prata de Assis Pires 《Journal of Geoscience and Environment Protection》 2024年第11期1-28,共28页
Currently, urban areas are the largest segment of the world’s population, and they can reach up to 80% of it in some countries. Understanding green areas is of paramount importance to also understand the population’... Currently, urban areas are the largest segment of the world’s population, and they can reach up to 80% of it in some countries. Understanding green areas is of paramount importance to also understand the population’s mental health and well-being, as well as to achieve ecological understanding and its impact on urban infrastructure. Thus, the aim of the present study is to carry out a survey on both urban afforestation structure and on its social impact on a Brazilian municipality. It also sought to understand the damages caused by these species to urban infrastructure in comparison to data collected in 2009, to assess forest coverage in this municipality and tree planting underutilized capacity. Accordingly, all the streets in this municipality’s urban area, the botanical data of each tree and its damage to the city’s infrastructure and phytosanitary conditions were surveyed (from 1 to 5). Data were compared to those from the 2009 census, and social issues were analyzed. In total, 5044 individuals belonging to 189 species were recorded. The most often found species were Lagerstroemia indica and Murraya paniculata. Out of the total number of trees, 458 trees scored at least one score “5” in one of the criteria, and this number represents 8.9% of the total of the trees. L. indica was the species accounting for the highest rates of phytosanitary and infrastructure issues. Data comparison evidenced that urban tree canopy lost 25% of its vegetation between the two measurements taken herein, but the number of species has increased. When it comes to damages, many trees started showing phytosanitary issues or damage to urban infrastructure. 展开更多
关键词 urban Ecology urban tree Canopy Impact on urban Infrastructure Socorro-SP Green Coverage
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Geospatial Analysis of Urban Heat Island Effects and Tree Equity
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作者 Jillian Gorrell Sharon R. Jean-Philippe +3 位作者 Paul D. Ries Jennifer K. Richards Neelam C. Poudyal Rochelle Butler 《Open Journal of Forestry》 2024年第1期1-18,共18页
In recent decades, Urban Heat Island Effects have become more pronounced and more widely examined. Despite great technological advances, our current societies still experience great spatial disparity in urban forest a... In recent decades, Urban Heat Island Effects have become more pronounced and more widely examined. Despite great technological advances, our current societies still experience great spatial disparity in urban forest access. Urban Heat Island Effects are measurable phenomenon that are being experienced by the world’s most urbanized areas, including increased summer high temperatures and lower evapotranspiration from having impervious surfaces instead of vegetation and trees. Tree canopy cover is our natural mitigation tool that absorbs sunlight for photosynthesis, protects humans from incoming radiation, and releases cooling moisture into the air. Unfortunately, urban areas typically have low levels of vegetation. Vulnerable urban communities are lower-income areas of inner cities with less access to heat protection like air conditioners. This study uses mean evapotranspiration levels to assess the variability of urban heat island effects across the state of Tennessee. Results show that increased developed land surface cover in Tennessee creates measurable changes in atmospheric evapotranspiration. As a result, the mean evapotranspiration levels in areas with less tree vegetation are significantly lower than the surrounding forested areas. Central areas of urban cities in Tennessee had lower mean evapotranspiration recordings than surrounding areas with less development. This work demonstrates the need for increased tree canopy coverage. 展开更多
关键词 Spatial Analysis Land Cover urban Heat Island Effect (UHIE) EVAPOTRANSPIRATION tree Canopy Impervious Surface GIS Prediction Model GIS Machine Learning
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Implications of Planting Southern Live Oak Trees in the Wrong Urban Space in East Baton Rouge, Louisiana United States
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作者 Lucinda A. Kangwana Yaw A. Twumasi +4 位作者 Zhu H. Ning Ronald O. Okwemba Janeth E. Mjema Priscilla M. Loh John Bosco Namwamba 《Open Journal of Forestry》 2023年第4期339-352,共14页
Afforestation has been observed as a green trend in urban areas. The incorporation of trees in urban infrastructure is highly recommended to act as a solution to outlined environmental problems such as global warming.... Afforestation has been observed as a green trend in urban areas. The incorporation of trees in urban infrastructure is highly recommended to act as a solution to outlined environmental problems such as global warming. However, it has been precipitously introduced in cities, towns, and metropolitans. The introduction of the green practice was so abrupt that it became devoid to meeting the essential needs for tree growth, thus, failing to bring out the desired effects. Inappropriately selecting and planting trees in urban spaces has resulted in stressed trees that are deficient at reaching up to the calculated goals and in the long run end up being problematic. The main objective of this study is to evaluate the implications of planting southern live oak (Quercus virginiana) trees in the wrong urban space so as to aid in recommending sustainable green solutions for the urban community. By studying southern live oaks planted in Howell Community Park and three randomly selected areas in Southern University Baton Rouge Campus, this study analyzes how the selection of these tree species in the urban spaces influenced their growth and general well-being. These urban spaces were randomly drafted based on accessibility and availability of several southern live oaks. Planting approaches in the four study areas were explored and the general health condition of the trees was determined using the tree appraisal method presented by the i-tree model: my tree. ArcGIS collector was used to collect the GPS coordinates of the trees and ArcMap was used to generate the maps of the study areas. ArcMap software geolocated the coordinates of the southern live oaks in all the four-study areas. The software was used to generate shapefiles of the four study areas and their location in East Baton Rouge. The analysis of the results proved that none of the southern live oaks had an excellent health condition and most of the trees experienced different issues due to planting them in the wrong urban spaces. 展开更多
关键词 Southern Live Oak tree Species urban Space Wrong urban Space
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Effect of urbanization on the abundance and distribution of Tree Sparrows (Passer montanus) in Beijing 被引量:3
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作者 张淑萍 郑光美 《Chinese Birds》 2010年第3期188-197,共10页
With rapid urbanization occurring throughout China,the existence of Tree Sparrows (Passer montanus) in big cities is likely to be affected by a decrease in habitat and food availability.Can the urban Tree Sparrow adap... With rapid urbanization occurring throughout China,the existence of Tree Sparrows (Passer montanus) in big cities is likely to be affected by a decrease in habitat and food availability.Can the urban Tree Sparrow adapt to these changes? To elucidate this question,we studied the effect of urbanization on the abundance and distribution of Tree Sparrows in Beijing.We found the abundance of the Tree Sparrow negatively correlated with an urbanization score.Sparrow abundance was very low in residential areas with high-rise buildings,commercial centers and main roads,while their numbers were significantly higher in parks,university campuses,low building residential and suburban areas.Environmental factors within the 50 m and 200 m scales were most suitable in predicting the distribution of Tree Sparrows during winter,while factors within 50 m and 400 m scales are suitable during the breeding season.During winter,the number of conifer trees and pedestrians were the major factors at the 50 m scale,while the area of high-rise buildings and vegetation become the predominant factors on a 200 m scale.Alternatively,during the breeding season the area of low buildings and the number of conifers and pedestrians were the main factors on the 50 m scale while the area of high-rise buildings and vegetation remained the most important factors on the 400 m scale.These results indicate that highly urbanized areas are not suitable habitats for the Tree Sparrow,although this species can adapt to human environments.Food and nest sites for urban birds should be considered in urban planning of big cities in developing countries. 展开更多
关键词 urbanIZATION tree Sparrow (Passer montanus) ABUNDANCE DISTRIBUTION BEIJING
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Mapping tree canopies in urban environments using airborne laser scanning (ALS):a Vancouver case study 被引量:3
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作者 Giona Matasci Nicholas C.Coops +1 位作者 David A.R.Williams Nick Page 《Forest Ecosystems》 SCIE CSCD 2018年第4期429-437,共9页
Background: The distribution of forest vegetation within urban environments is critically important as it influences urban environmental conditions and the energy exchange through the absorption of solar radiation and... Background: The distribution of forest vegetation within urban environments is critically important as it influences urban environmental conditions and the energy exchange through the absorption of solar radiation and modulation of evapotranspiration. It also plays an important role filtering urban water systems and reducing storm water runoff.Methods: We investigate the capacity of ALS data to individually detect, map and characterize large(taller than15 m) trees within the City of Vancouver. Large trees are critical for the function and character of Vancouver’s urban forest. We used an object-based approach for individual tree detection and segmentation to determine tree locations(position of the stem), to delineate the shape of the crowns and to categorize the latter either as coniferous or deciduous.Results: Results indicate a detection rate of 76.6% for trees > 15 m with a positioning error of 2.11 m(stem location). Extracted tree heights possessed a RMSE of 2.60 m and a bias of-1.87 m, whereas crown diameter was derived with a RMSE of 3.85 m and a bias of-2.06 m. Missed trees are principally a result of undetected treetops occurring in dense, overlapping canopies with more accurate detection and delineation of trees in open areas.Conclusion: By identifying key structural trees across Vancouver’s urban forests, we can better understand their role in providing ecosystem goods and services for city residents. 展开更多
关键词 urban forest Large trees Light detection and ranging Airborne laser scanning
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An Assessment of Ecosystem Services of Urban Green Spaces Based on i-Tree 被引量:5
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作者 WANG Qian ZHANG Zhongxia WANG Ping 《Journal of Landscape Research》 2019年第1期53-56,共4页
Ecosystem services of urban green spaces play an important role in the sustainable development of the urban ecosystem. How to quantify the ecological benefits of urban green spaces and evaluate their ecological servic... Ecosystem services of urban green spaces play an important role in the sustainable development of the urban ecosystem. How to quantify the ecological benefits of urban green spaces and evaluate their ecological services is a hot topic in related fields. Currently, with the advancement of science and technology, the assessment method has been developed from the traditional ones such as the Council of Tree and Landscape Appraisers(CTLA) method, afforestation cost method, and carbon tax method to CITYgreen and i-Tree. The latter two models have been widely used in countries of Europe and America, while the use of i-Tree has not been promoted in China. In this paper, i-Tree Eco(UFORE) was selected for research, and its application in the assessment of the ecosystem services of urban green spaces, including energy saving, air quality improvement, interception of rainwater, and aesthetic benefits, were analyzed. This study aims to provide a theoretical and scientific basis for the introduction and localization of i-Tree, as well as its generalization in the assessment of forest ecosystem services domestically. 展开更多
关键词 i-tree urban green space ECOSYSTEM SERVICE ASSESSMENT
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I-Trees模型在城市绿地生态服务功能评估中的应用探索研究 被引量:6
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作者 王茜 杜万光 王晓磊 《山东林业科技》 2018年第6期77-81,共5页
城市绿地生态系统服务功能对于城市生态系统的可持续发展起到非常重要的作用,如何量化其生态效益,评估其生态服务功能是各国研究的热点。目前,随着科学技术的进步,评估方法已由传统的CTLA法、Burnley法、造林成本法、碳税法等发展到CITY... 城市绿地生态系统服务功能对于城市生态系统的可持续发展起到非常重要的作用,如何量化其生态效益,评估其生态服务功能是各国研究的热点。目前,随着科学技术的进步,评估方法已由传统的CTLA法、Burnley法、造林成本法、碳税法等发展到CITY green模型和i-Trees模型测算法。这两个模型在欧美等国家已经得到了广泛的应用,而我国尤其是对i-Trees模型的使用尚未推广。本文主要以i-Tree Eco(UFORE)模型为主,阐述了其在绿地生态系统服务功能(如节能效益、改善空气质量、截留雨水、美学效益等)评估方法上的应用以及研究进展。旨在为引进国外已有模型,使模型本土化,且推广i-Trees模型能在国内森林生态系统服务功能评估上得到广泛应用,提供理论基础和科学依据。 展开更多
关键词 I-trees模型 城市绿地 生态系统 服务功能评估
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Screening Tree Species for Carbon Storage Potential through Urban Tree Inventory in Planted Vegetation
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作者 Abdullah Sulaiman Al-Nadabi Hameed Sulaiman 《Open Journal of Forestry》 2023年第1期61-74,共14页
Urban tree inventory is a great tool for gathering data that can be used by different end users. This study attempted to chart the species diversity in planted areas and measure their tree diameter at breast height to... Urban tree inventory is a great tool for gathering data that can be used by different end users. This study attempted to chart the species diversity in planted areas and measure their tree diameter at breast height to screen them for the carbon storage potential. A total of 2860 trees belonging to 36 species were recorded in the planted vegetation in parks and avenue plantation. The dominant species were Azadirachta indicia (25.5%), Conocarpus erectus (19.2%), Ficus spp. (15.5%), Tabebuia rosea (9.2%), Peitophorum pterocarpum (9.0%) and the remaining represents (21.6%) of the tree identified in this study. It was found that the highest contribution of carbon sequestration (CO<sub>2</sub> equivalent) is dominated by the Ficus spp. (30.3%) with a total of 3399.3 tCO<sub>2</sub>eq, followed by Azadirachta indicia (25.4%) with a total of 2845.2 tCO<sub>2</sub>eq and Conocarpus erectus (20.4%) with a total of 2286 tCO<sub>2</sub>eq. The entire area has the capability to sequester around 11,213.3 tCO<sub>2</sub>eq and on average of 3.9 ± 0.1 tCO<sub>2</sub>eq. In accordance with the findings, it is imperative for the preservation of a sustainable environment to have vegetation that has the capacity to store carbon. The study suggests, there is potential to increase carbon sequestration in urban cities through plantation programs on existing and new land uses and along roads. 展开更多
关键词 tree Inventory urban Vegetation Carbon Storage Carbon Sequestration SCREENING
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Damaging Agents and Tree’s Health Condition in an Urban Forest
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作者 Luz de Lourdes Saavedra-Romero Tomás Martínez-Trinidad +2 位作者 Dionicio Alvarado-Rosales Patricia Hernández-de la Rosa Jaime Villa-Castillo 《Open Journal of Forestry》 2021年第3期238-253,共16页
Urban trees are subjected to different damaging agents throughout their lifetime. The aims of this study were to identify tree damaging agents, and to obtain a Damage Severity Index (DSI) in order to categorize tree h... Urban trees are subjected to different damaging agents throughout their lifetime. The aims of this study were to identify tree damaging agents, and to obtain a Damage Severity Index (DSI) in order to categorize tree health condition at San Juan de Aragon Park. Each tree was identified at species level in 28 randomly established plots in ten sections of the study area. Up to two types of damage were recorded per tree, based on the FIA (Forest Inventory an Analysis Program) protocol, and a DSI was obtained for each damaged tree considering location of damage, nature of the damaging agent and severity. A total of 753 trees were assessed and 12 species and 27 damaging agents were identified. Cankers, galls, the pepper tree psyllid and the red gum lerp psyllid were the most frequent damaging agents. Australian pine, red gum, Mediterranean cypress, Mexican white cedar, and California pepper were the most affected species. The DSI ranged from 3 to 17 and the average was 7.9. Sections J and H and the species California pepper, Australian pine, and Mexican white cedar presented the highest DSI. The tree population had a moderate health condition, while the aforementioned sections and tree species showed the poorest. 展开更多
关键词 Damaging Agents urban trees BLEEDING Cankers GALLS Health Categories Damage Severity Index
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Problems in Transplanting Large Trees to Cities and Recommendations
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作者 Dongmei HUANG 《Asian Agricultural Research》 2018年第8期58-59,87,共3页
This paper first elaborated the purpose of accelerating the greening process,improving the landscape effect,and improving the ecological environment for transplanting large trees to cities. Then,it introduced main pro... This paper first elaborated the purpose of accelerating the greening process,improving the landscape effect,and improving the ecological environment for transplanting large trees to cities. Then,it introduced main problems: destroying the ecological environment of the producing area,damaging the entire ecosystem,increasing the cost of social greening,and seriously wasting forest resources. It analyzed the reasons for these problems,including the imperfect laws and regulations,blind and not scientific transplanting,and eagerness for quick success.Finally,it came up with recommendations including improving policies and regulations,reinforcing technical specifications,and first pseudo planting then field planting,and setting up the overall point of view. 展开更多
关键词 绿化进程 景观环境 森林 发展现状
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Construction of Economic Urban Green Spaces with a Case Study of Shijiazhuang City
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作者 刘亚敏 刘桂林 +2 位作者 刘国胜 诸葛鹏 田涛 《Journal of Landscape Research》 2009年第12期5-9,共5页
The accelerating urbanization has brought various problems in environment, land, fund and so on. With the guidance of market economy, economic urban green spaces have become the optimal choice in urban landscaping of ... The accelerating urbanization has brought various problems in environment, land, fund and so on. With the guidance of market economy, economic urban green spaces have become the optimal choice in urban landscaping of China, which can not only improve urban landscapes, ecological environment, satisfy higher spiritual and cultural demands of people, but also create considerable economic benefits, and enhance the coordinated development of economy, society and environment. With Shijiazhuang City as an example, the approaches of constructing economic urban green spaces fit for Shijiazhuang City were analyzed in this study, to provide references for the construction of economic urban green spaces in other cities. 展开更多
关键词 urban green SPACES SUSTAINABLE development ECONOMIC BALANCE Local tree species Vertical GREENING
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i-Tree模型在城市森林景观绩效量化中的应用评析 被引量:8
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作者 邱雯婉 张敏霞 鲍沁星 《浙江林业科技》 2019年第5期106-116,共11页
i-Tree模型自2006年美国农业部林务局发布以来,被广泛应用于城市森林景观绩效量化。阐述了i-Tree模型的发展背景以及其与景观绩效的关联,并通过收集i-Tree相关国内外文献资料,利用VOS viewer等文献计量可视化软件,结合人工检阅,从景观... i-Tree模型自2006年美国农业部林务局发布以来,被广泛应用于城市森林景观绩效量化。阐述了i-Tree模型的发展背景以及其与景观绩效的关联,并通过收集i-Tree相关国内外文献资料,利用VOS viewer等文献计量可视化软件,结合人工检阅,从景观规划、景观评价、模型适用性比较、公众使用4个方面,对i-Tree模型进行应用评析。最后对i-Tree模型未来的发展趋势、应用方向进行展望,提出可从扩大国际应用、提高量化准确性、增加评价绩效指标类型等角度出发,优化i-Tree模型;同时可从i-Tree模型与其他的研究方法、软件相结合的角度出发,进行更加深入、细化的绩效指标探究。 展开更多
关键词 i-tree模型 城市森林 景观绩效 应用评析
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Tree species classification using deep learning and RGB optical images obtained by an unmanned aerial vehicle 被引量:7
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作者 Chen Zhang Kai Xia +2 位作者 Hailin Feng Yinhui Yang Xiaochen Du 《Journal of Forestry Research》 SCIE CAS CSCD 2021年第5期1879-1888,共10页
The diversity of tree species and the complexity of land use in cities create challenging issues for tree species classification.The combination of deep learning methods and RGB optical images obtained by unmanned aer... The diversity of tree species and the complexity of land use in cities create challenging issues for tree species classification.The combination of deep learning methods and RGB optical images obtained by unmanned aerial vehicles(UAVs) provides a new research direction for urban tree species classification.We proposed an RGB optical image dataset with 10 urban tree species,termed TCC10,which is a benchmark for tree canopy classification(TCC).TCC10 dataset contains two types of data:tree canopy images with simple backgrounds and those with complex backgrounds.The objective was to examine the possibility of using deep learning methods(AlexNet,VGG-16,and ResNet-50) for individual tree species classification.The results of convolutional neural networks(CNNs) were compared with those of K-nearest neighbor(KNN) and BP neural network.Our results demonstrated:(1) ResNet-50 achieved an overall accuracy(OA) of 92.6% and a kappa coefficient of 0.91 for tree species classification on TCC10 and outperformed AlexNet and VGG-16.(2) The classification accuracy of KNN and BP neural network was less than70%,while the accuracy of CNNs was relatively higher.(3)The classification accuracy of tree canopy images with complex backgrounds was lower than that for images with simple backgrounds.For the deciduous tree species in TCC10,the classification accuracy of ResNet-50 was higher in summer than that in autumn.Therefore,the deep learning is effective for urban tree species classification using RGB optical images. 展开更多
关键词 urban forest Unmanned aerial vehicle(UAV) Convolutional neural network tree species classification RGB optical images
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A Spatially Heterogeneous Expert Based (SHEB) Urban Growth Model using Model Regionalization 被引量:4
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作者 Dimitrios Triantakonstantis Giorgos Mountrakis Jida Wang 《Journal of Geographic Information System》 2011年第3期195-210,共16页
Urbanization changes have been widely examined and numerous urban growth models have been proposed. We introduce an alternative urban growth model specifically designed to incorporate spatial heterogeneity in urban gr... Urbanization changes have been widely examined and numerous urban growth models have been proposed. We introduce an alternative urban growth model specifically designed to incorporate spatial heterogeneity in urban growth models. Instead of applying a single method to the entire study area, we segment the study area into different regions and apply targeted algorithms in each subregion. The working hypothesis is that the integration of appropriately selected region-specific models will outperform a globally applied model as it will incorporate further spatial heterogeneity. We examine urban land use changes in Denver, Colorado. Two land use maps from different time snapshots (1977 and 1997) are used to detect the urban land use changes, and 23 explanatory factors are produced to model urbanization. The proposed Spatially Heterogeneous Expert Based (SHEB) model tested decision trees as the underlying modeling algorithm, applying them in different subregions. In this paper the segmentation tested is the division of the entire area into interior and exterior urban areas. Interior urban areas are those situated within dense urbanized structures, while exterior urban areas are outside of these structures. Obtained results on this model regionalization technique indicate that targeted local models produce improved results in terms of Kappa, accuracy percentage and multi-scale performance. The model superiority is also confirmed by model pairwise comparisons using t-tests. The segmentation criterion of interior/exterior selection may not only capture specific characteristics on spatial and morphological properties, but also socioeconomic factors which may implicitly be present in these spatial representations. The usage of interior and exterior subregions in the present study acts as a proof of concept. Other spatial heterogeneity indicators, for example landscape, socioeconomic and political boundaries could act as the basis for improved local segmentations. 展开更多
关键词 urban Growth Models Spatial HETEROGENEITY MODEL Fusion DECISION trees Denver
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Foliar Particulate Matter Distribution in Urban Road System of Beijing, China 被引量:1
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作者 BAO Le MA Keming +1 位作者 XU Xiaowu YU Xinxiao 《Chinese Geographical Science》 SCIE CSCD 2019年第4期591-600,共10页
Particulate matter(PM), one of the most important pollutants of traffic emission, threatens the health of urban ecosystems and citizens. Roadside trees play an important role in trapping PM, and the foliar PM load is ... Particulate matter(PM), one of the most important pollutants of traffic emission, threatens the health of urban ecosystems and citizens. Roadside trees play an important role in trapping PM, and the foliar PM load is a useful indicator for air PM pollution in road systems. To detect the relationships of foliar PM load with road structures, urbanization, and meteorology in road systems, we studied a widely-planted tree Sophora japonica L. in 100 roads and 10 yards of Beijing, China, and found that the foliar PM loads increased with the distances from the urban centre(DUC) linearly, while decreased with the road density. All-subsets regression analysis indicated that DUC, average monthly relative humidity, average monthly wind speed, and mean annual wind speed were the most important factors in predicting foliar PM load, rather than general situation of buildings and road cleanliness. The monthly relative humidity and monthly wind speed had a negative correlation to foliar PM, while the annual relative humidity and annual wind speed had a positive correlation to foliar PM. Suburban areas and these effective factors should be highlighted in PM control in Beijing. 展开更多
关键词 distance from the urban centre ROAD width ROAD density relative humidity wind speed number of lanes ROADSIDE tree ROAD CLEANLINESS
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A fine-scale assessment of the ecosystem service-disservice dichotomy in the context of urban ecosystems affected by alien plant invasions 被引量:1
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作者 Luke J.Potgieter Mirijam Gaertner +1 位作者 Patrick J.O’Farrell David M.Richardson 《Forest Ecosystems》 SCIE CSCD 2019年第4期323-338,共16页
Background: Natural resources within and around urban landscapes are under increasing pressure from ongoing urbanisation, and management efforts aimed at ensuring the sustainable provision of ecosystem services(ES) ar... Background: Natural resources within and around urban landscapes are under increasing pressure from ongoing urbanisation, and management efforts aimed at ensuring the sustainable provision of ecosystem services(ES) are an important response. Given the limited resources available for assessing urban ES in many cities, practical approaches for integrating ES in decision-making process are needed.Methods: We apply remote sensing techniques(integrating LiDAR data with high-resolution multispectral imagery)and combined these with supplementary spatial data to develop a replicable approach for assessing the role of urban vegetation(including invasive alien plants) in providing ES and ecosystem disservices(EDS). We identify areas denoting potential management trade-offs based on the spatial distribution of ES and EDS using a local-scale case study in the city of Cape Town, South Africa. Situated within a global biodiversity hotspot, Cape Town must contend with widespread invasions of alien plants(especially trees and shrubs) along with complex socio-political challenges. This represents a useful system to examine the challenges in managing ES and EDS in the context of urban plant invasions.Results: Areas of high ES provision(for example carbon sequestration, shade and visual amenity) are characterized by the presence of large trees. However, many of these areas also result in numerous EDS due to invasions of alien trees and shrubs – particularly along rivers, in wetlands and along the urban edge where tall alien trees have established and spread into the natural vegetation(for example increased water consumption, increased fire risk and reduced soil quality). This suggests significant trade-offs regarding the management of species and the ES and EDS they provide.Conclusions: The approach applied here can be used to provide recommendations and to guide city planners and managers to fine-tune management interventions at local scales to maximise the provision of ES. 展开更多
关键词 BIODIVERSITY Biological invasions Ecosystem disservices Ecosystem services Remote sensing Trade-offs tree invasions urban plant invasions
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