Center for Space and Remote Sensing Research

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姓名

阮光越(Nguyen Quang Viet) 查詢紙本館藏

畢業系所

環境科技博士學位學程

論文名稱

Center for Space and Remote Sensing Research
(Center for Space and Remote Sensing Research)

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至系統瀏覽論文 (2026-11-1以後開放)

摘要(中)

綠地和建設土地的空間配置對空氣品質產生多方面的影響。對它們的適當規劃、設計和管理可以顯著促進更清潔、更健康的空氣，使我們的居住空間更宜居且更可持續。空氣污染對全球實現可持續發展目標構成重大障礙。綠色城市的概念是一項新興政策，旨在通過智能城市規劃的實施，為市民創建一個宜居的環境。綠地提供了一種基於自然的解決方案，可以改善空氣質量和人類健康。鑒於建築環境內部組件之間的複雜和相互依賴的相互作用，城市規劃師和政策制定者將綠地和建成土地的空間布局納入城市規劃是至關重要的。這種整合最大程度地優化了生態系統服務對當地社區的效益。台灣擁有眾多現地觀測站，為研究景觀模式如何影響73個空氣質量監測站（AQMSs）周圍的環境空氣提供了理想的機會。該研究採用了偏最小二乘-結構方程建模（PLS-SEM），這是一種分析感興趣組件之間因果效應關係的強大方法。綠地格局（GSP）和建成區土地格局（BUP）的模式使用不同緩衝距離（250、500、1000和1500米）從AQMMs測量的景觀指標來衡量。這些景觀指標用作構建GSP和BUP維度的觀察變量。此外，還計算了2015年至2020年整個時期的乾季（11月至4月）和雨季（5月至10月）的月度空氣質量數據。這些觀察變量用於構建室外空氣維度（OADs），包括氣象維度（空氣溫度 - TEMP、相對濕度 - RH 和風速 - WS）和空氣污染物維度（氣體污染物 - GP、顆粒污染物 - PP 和臭氧 - OZONE）。
由於涉及複雜的相互作用，本研究旨在根據不同的緩衝區大小和季節組合，利用PLS-SEM開發多個假設，探索GSP和BUP與空氣環境維度（OADs）之間的不同方面關係。對於測量模型和結構模型，評估PLS-SEM的有效性。
首先，本研究探討了GSP、人為成分（AC）和空氣環境維度（OADs）之間的複雜關係，其中綠地充當中介因素（第五章 – 假說1）。研究得出了一些重要結論：（1）AC對每個OAD的影響比GSP更普遍且更強烈，尤其是對GP的影響；（2）AC通過GSP對GP、PP和RH在兩個季節中產生了中介影響，並在濕季對TEMP產生中介影響。同時，由於AC的影響導致綠地減少，可能會增加GP、PP和TEMP；（3）維度之間的交互作用主要在距離AQMSs 1000米的緩衝區內更為顯著，而不是其他緩衝區大小（500和1500米）；（4）包括MPA、MESH、LPA、PLAND、TCA、TE和COHE在內的七個景觀指標被確定用於構建GSP，可以有效降低PP和TEMP。
其次，本研究探討了綠地（GSP）與空氣環境維度（OADs）之間的複雜關係，其中氣象維度充當中介因素（第六章 – 假說2）。研究得出了一些重要結論：（1）GSP對GP的影響較強，而在乾季與濕季相比，其對PP的影響較弱。雖然對TEMP的影響較小，但在乾季對RH的影響比濕季更大；（2）GSP在兩個季節中介調節了空氣污染物維度，其中RH作為主要的中介因素；（3）維度之間的交互作用主要在距離AQMSs 1000米的緩衝區內更為顯著，而不是其他緩衝區大小（500和1500米）；（4）包括ED、TE、MESH、LPA、PLAND、TCA和COHE在內的七個景觀指標被確定用於構建GSP。
第三，本研究探討了城市建成土地（BUP）與空氣環境維度（OADs）之間的複雜關係，其中TEMP維度充當中介因素（第七章 – 假說3）。研究得出了一些重要結論：（1）在濕季期間，BUP對OADs的影響更強烈。特別是，城市活動區（BAM）對OADs的影響比城市邊緣區（BEM）更為顯著；（2）BAM在多個OADs上持續展示出最大的影響，而BEM的影響則在不同尺度上有所變化；（3）BAM在任何尺度上都對GP產生強烈的影響，而BEM對其影響微乎其微。它通過TEMP在濕季期間對PP產生中介影響；（4）建議選擇分散形式是減少城市發展不良影響的更好策略，而不是採用緊湊形式，同時要考慮尺度因素。
基於研究結果，本研究建議優先減少氣體污染物和空氣溫度，強調GSP的有益效應，同時最小化人為因素（AC）的負面影響。此外，採用分離型的BUP形式相較於緊湊型的BUP，可以更好地緩解城市發展的負面影響。這些研究結果可以提供有意義的證據，以支持旨在實現城市可持續發展的城市規劃實踐和立法政策。此外，本研究提出了一個綜合模型，結合偏最小二乘結構方程模型（PLS-SEM）和景觀指標，用於探索景觀格局和空氣環境之間的複雜關係。這種方法在評估其他複雜關係時也具有實用性，例如綠色空間、空氣和水環境以及人類健康之間的關係。

摘要(英)

The spatial configuration of greenspaces and built-up land plays multifaceted impacts on air quality. Proper planning, design, and management of them can significantly contribute to cleaner and healthier air, making our living spaces more livable and sustainable. However, air pollution poses a significant obstacle to achieving sustainable development objectives worldwide. The concept of greener city is an emerging policy aimed at creating a livable environment for citizens through the implementation of smart urban planning. Greenspaces offer a natural-based solution for improving air quality and human health. Given the complex and interdependent interactions among the components within the build environment, it is crucial for urban planners and policymakers to integrate the spatial arrangement of greenspace and built-up land into urban planning. This integration optimizes the effectiveness of ecosystem service for the local community. Taiwan, with its abundance of in-situ observation sites, provides an ideal opportunity to investigate how the landscape patterns influence the ambient air in the vicinity of 73 air quality monitoring stations (AQMSs). The study employed the Partial Least Squares - Structural Equation Modeling (PLS-SEM), a powerful approach for analyzing causal-effect relationships among components of interest. The greenspace pattern (GSP) and built-up land pattern (BUP) were measured using landscape metrics at different buffer distances (250, 500, 1000, and 1500 m) from the AQMMs. These landscape metrics serve as observed variables for constructing the GSP and BUP dimensions. Additionally, monthly air quality data was calculated for the dry season (November to April) and the wet season (May to October) throughout the entire period of 2015-2020. These observed variables are used to construct the outdoor air dimensions (OADs), which encompass the dimensions of meteorology (air temperature – TEMP, relative humidity – RH, and wind speed – WS), and the dimensions of air pollutant (gaseous pollutant – GP, particle pollutant – PP, and OZONE).
Due to the intricate interactions involved, the study aims to develop multiple hypotheses to explore different aspects of the relationships between the GSP and BUP with the OADs for each buffer size and season combination, utilizing the PLS-SEM. The validity of the PLS-SEM is evaluated for both the measurement and the structural models.
Firstly, the study explores the complex relationships between the GSP, anthropogenic component (AC), and the OADs, with GSP acting as a mediator (Chapter V – Hypothesis 1). Several key findings emerged: (1) The impact of the AC on each OAD is more prevalent and stronger than the GSP, particularly on the GP; (2) The AC obtains a mediation impact on the GP, PP, and RH through the GSP during the two seasons, and on the TEMP during the wet season. Meanwhile, the reduction of greenspace due to the impact of the AC can lead to increase the GP, PP, and TEMP; (3) The interactions among the dimensions are primarily more significant within the 1000-m buffer surroundings the AQMSs than other buffer sizes (500 and 1500 m); (4) The seven landscape metrics, including the MPA, MESH, LPA, PLAND, TCA, TE, and COHE, are confirmed to construct the GSP, which can effectively reduce the PP and TEMP.
Secondly, the study explores the complex relationships between the GSP and the OADs, with the dimensions of meteorology serving as mediators (Chapter VI – Hypothesis 2). Several key findings emerged: (1) The GSP has a stronger effect on the GP, whereas its effect on the PP is weaker during the dry season compared to the wet season. While its effect on the TEMP is smaller, it has a greater impact on the RH during the dry season than the wet season; (2) The GSP mediates the air pollutant dimensions during the two seasons, with the RH acting as a primary mediator; (3) The interactions among the dimensions are primarily more significant within the 1000-m buffer surroundings the AQMSs than other buffer sizes (500 and 1500 m); (4) The seven landscape metrics, including the ED, TE, MESH, LPA, PLAND, TCA, and COHE, are confirmed to construct the GSP.
Thirdly, the study explores the complex relationships between the BUP and the OADs, with the dimension of TEMP playing as a mediator (Chapter VII – Hypothesis 3). Several key findings emerged: (1) The BUP has a stronger impact on the OADs during the wet season. Especially, the BAM has a more significant impact on the OADs than the BEM; (2) The BAM consistently exhibits the most substantial impact on several OADs, whereas the BEM’s impact varies across scales; (3) The BAM strongly impacts the GP at any scale, whereas the BEM insignificantly affects it. It mediates the PP through the TEMP during the wet season; (4) It is suggested that opting for a separate form is a better strategy for minimizing the adverse impacts of urban development than adopting a compact form, along with scale consideration.
Based on the findings, the study recommends giving priority to the reduction of gaseous pollutants and air temperature by highlighting the beneficial effects of the GSP while minimizing the negative impacts of the AC. Additionally, employing a separate form of the BUP can be a better strategy for mitigating the negative impacts of urban growth compared to a compact form of the BUP. These findings can offer meaningful evidence to support urban planning practices and legislative policies aimed at achieving urban sustainable development. Moreover, the study proposes a comprehensive model which integrates the PLS-SEM and landscape metrics surroundings the AQMSs to explore the complex relationships among the landscape patterns and air environment. This approach would be practical to assess other complex relationships of interest, such as those among greenspace, air and water quality, and human health.

關鍵字(中)

★ 空氣環境
★ 建設用地
★ 複雜關係
★ 綠地
★ 室外空氣
★ 偏最小二乘-結構方程建模

關鍵字(英)

★ built-up land
★ complex relationship
★ greenspace
★ landscape patterns
★ outdoor air
★ Partial Least Squares - Structural Equation Modeling

論文目次

CHINESE ABSTRACT i
ABSTRACT iv
List of Tables x
List of Figures xi
Explanation of Symbols xiii
CHAPTER I. Introduction - 1 -
1.1. Motivation and research questions - 1 -
1.1.1. Research motivation - 1 -
1.1.2. Research questions - 3 -
1.2. Aims and objectives - 3 -
1.3. Significance and scope - 4 -
1.3.1. Significance - 4 -
1.3.2. Scope - 5 -
1.4. Thesis outline - 5 -
CHAPTER II. Description of the study area - 7 -
2.1. Geographical location of Taiwan - 7 -
2.2. Seasonal characteristics of air pollutants and meteorology - 9 -
2.2.1. Air pollutant concentrations - 9 -
2.2.2. Meteorological parameters - 12 -
CHAPTER III. Literature Review - 11 -
3.1. Greenspaces as a supportive means for sustainable development - 11 -
3.2. Overview on landscape patterns - 12 -
3.2.1. Landscape patterns - 12 -
3.2.2. Landscape metrics as indicators of landscape patterns - 13 -
3.3. Urban growth versus greenspaces - 12 -
3.3.1. Existing issues in urban development - 15 -
3.3.2. Role of greenspaces - 16 -
3.4. Landscape patterns associated with air quality - 17 -
3.4.1. Greenspace pattern - 17 -
3.4.2. Built-up land pattern - 18 -
3.5. Need for investigating landscape patterns in a complex relationship - 19 -
CHAPTER IV. Materials and Methodologies - 22 -
4.1. Conceptual framework - 22 -
4.2. Data acquisition - 24 -
4.3. Land use/land cover classification from Sentinel-2 images - 26 -
4.4. Landscape metric computation for greenspace and built-up land - 28 -
4.5. Analysis of complex relationships - 30 -
4.5.1. Introduction to Structural Equation Modeling - 30 -
4.5.2. Application of the PLS-SEM model - 31 -
CHAPTER V. Complex Relationships of Anthropogenic Component and Greenspace Pattern with Outdoor Air in Taiwan - 33 -
5.1. Introduction - 33 -
5.2. Methodologies - 33 -
5.2.1. Landscape metric measurement for greenspace - 33 -
5.2.2. Quantifying human-greenspace interactions with outdoor air dimensions - 34 -
5.3. Results - 36 -
5.3.1. Anthropogenic characteristics around the AQMSs - 38 -
5.3.2. Landscape metrics of greenspace - 39 -
5.3.3. Evaluation of the PLS-SEM performance - 40 -
5.3.4. Direct effects of the GSP and AC on outdoor air dimensions - 41 -
5.3.5. Greenspace pattern as a mediator - 44 -
5.3.6. Total effect of the AC on air pollutant dimensions - 44 -
5.4. Discussions - 45 -
5.4.1. Influences of the GSP and AC on outdoor air dimensions - 45 -
5.4.2. Landscape metrics associated with outdoor air dimensions - 48 -
5.4.3. Consideration on the GSP’s landscape metrics and anthropogenic factors in urban planning - 48 -
CHAPTER VI. Greenspace Pattern, Meteorology and Air Pollutant in Taiwan: A Multifaceted Connection - 50 -
6.1. Introduction - 50 -
6.2. Methodology - 50 -
6.2.1. Overall framework - 50 -
6.2.2. Landscape metric measurement for greenspace - 52 -
6.2.3. Quantifying the complex relationship of interest - 52 -
6.3. Results - 53 -
6.3.1. Landscape metric characteristics of greenspace - 54 -
6.3.2. Evaluation of the PLS-SEM performance - 55 -
6.3.3. Complex effects among the GSP, meteorology and air pollutants - 56 -
6.3.4. Summarized seasonal difference in the complex effect among dimensions - 59 -
6.4. Discussions - 61 -
CHAPTER VII. Built-up Land Pattern and Outdoor Air in Taiwan: Insights across Multiple Scales - 64 -
7.1. Introduction - 64 -
7.2. Methodologies - 65 -
7.2.1. BUP measurement through landscape metrics - 65 -
7.2.2. Quantifying the complex relationships of the BUP with outdoor air - 65 -
7.3. Results - 68 -
7.3.1. BUP surrounding the AQMSs at different scales - 68 -
7.3.2. Evaluation of the PLS-SEM performance at different buffer sizes - 69 -
7.3.3. Direct effect of the BUP on outdoor air dimensions - 70 -
7.3.4. Air temperature as a mediator - 72 -
7.3.5. Total effect of the BUP on air pollutant dimensions - 74 -
7.4. Discussions - 75 -
7.4.1. Seasonal effect of the BUP on outdoor air dimensions - 75 -
7.4.2. Built-up land pattern associated with outdoor air dimensions - 75 -
7.4.3. Consideration of the BUP in modifying outdoor air dimensions - 77 -
CHAPTER VIII. Conclusions and Recommendations - 79 -
8.1. Conclusions - 79 -
8.2. Limitations and further considerations - 80 -
References - 83 -

參考文獻

[1] United Nations, "United Nations Department of Economic and Social Affairs. World urbanization prospects, the 2014 revision," 2015.
[2] S. Heo and M. L. Bell, "Investigation on urban greenspace in relation to sociodemographic factors and health inequity based on different greenspace metrics in 3 US urban communities," Journal of Exposure Science & Environmental Epidemiology, vol. 33, no. 2, pp. 218-228, 2023.
[3] S. Pal, P. Das, I. Mandal, R. Sarda, S. Mahato, K.-A. Nguyen, Y.-A. Liou, S. Talukdar, S. Debanshi, and T. K. Saha, "Effects of lockdown due to COVID-19 outbreak on air quality and anthropogenic heat in an industrial belt of India," Journal of Cleaner Production, vol. 297, p. 126674, 2021.
[4] F. Baró, L. Chaparro, E. Gómez-Baggethun, J. Langemeyer, D. J. Nowak, and J. Terradas, "Contribution of ecosystem services to air quality and climate change mitigation policies: the case of urban forests in Barcelona, Spain," Ambio, vol. 43, pp. 466-479, 2014.
[5] D. J. Nowak, S. Hirabayashi, M. Doyle, M. McGovern, and J. Pasher, "Air pollution removal by urban forests in Canada and its effect on air quality and human health," Urban Forestry & Urban Greening, vol. 29, pp. 40-48, 2018.
[6] M. J. Bechle, D. B. Millet, and J. D. Marshall, "Effects of income and urban form on urban NO2: Global evidence from satellites," Environmental science & technology, vol. 45, no. 11, pp. 4914-4919, 2011.
[7] L. P. Clark, D. B. Millet, and J. D. Marshall, "Air quality and urban form in US urban areas: Evidence from regulatory monitors," Environmental Science & Technology, vol. 45, no. 16, pp. 7028-7035, 2011.
[8] L. Liang and P. Gong, "Urban and air pollution: A multi-city study of long-term effects of urban landscape patterns on air quality trends. Sci. Rep. 10, 18618," ed, 2020.
[9] N. Rezaei and A. Millard-Ball, "Urban form and its impacts on air pollution and access to green space: A global analysis of 462 cities," Plos one, vol. 18, no. 1, p. e0278265, 2023.
[10] J. Sun, T. Zhou, and D. Wang, "Relationships between urban form and air quality: a reconsideration based on evidence from China’s five urban agglomerations during the COVID-19 pandemic," Land use policy, vol. 118, p. 106155, 2022.
[11] Y.-A. Liou, K.-A. Nguyen, and L.-T. Ho, "Altering urban greenspace patterns and heat stress risk in Hanoi city during Master Plan 2030 implementation," Land Use Policy, vol. 105, p. 105405, 2021.
[12] B. Zhou, D. Rybski, and J. P. Kropp, "The role of city size and urban form in the surface urban heat island," Scientific reports, vol. 7, no. 1, pp. 1-9, 2017.
[13] M. P. Heris, A. Middel, and B. Muller, "Impacts of form and design policies on urban microclimate: Assessment of zoning and design guideline choices in urban redevelopment projects," Landscape and Urban Planning, vol. 202, p. 103870, 2020.
[14] R. Wei, D. Song, N. H. Wong, and M. Martin, "Impact of urban morphology parameters on microclimate," Procedia Engineering, vol. 169, pp. 142-149, 2016.
[15] A. Kamal, S. M. H. Abidi, A. Mahfouz, S. Kadam, A. Rahman, I. G. Hassan, and L. L. Wang, "Impact of urban morphology on urban microclimate and building energy loads," Energy and Buildings, vol. 253, p. 111499, 2021.
[16] B. Stone Jr, "Urban sprawl and air quality in large US cities," Journal of environmental management, vol. 86, no. 4, pp. 688-698, 2008.
[17] J. Wu, W. Xie, W. Li, and J. Li, "Effects of Urban Landscape Pattern on PM2.5 Pollution--A Beijing Case Study," PLoS One, vol. 10, no. 11, p. e0142449, 2015.
[18] D. Łowicki, "Landscape pattern as an indicator of urban air pollution of particulate matter in Poland," Ecological Indicators, vol. 97, pp. 17-24, 2019.
[19] C.-A. Ku, "Exploring the Spatial and Temporal Relationship between Air Quality and Urban Land-Use Patterns Based on an Integrated Method," Sustainability, vol. 12, no. 7, 2020.
[20] H.-L. Liu and Y.-S. Shen, "The Impact of Green Space Changes on Air Pollution and Microclimates: A Case Study of the Taipei Metropolitan Area," Sustainability, vol. 6, no. 12, pp. 8827-8855, 2014.
[21] Q. Huang, C. Xu, W. Jiang, W. Yue, Q. Rong, Z. Gu, and M. Su, "Urban compactness and patch complexity influence PM2. 5 concentrations in contrasting ways: Evidence from the Guangdong-Hong Kong-Macao Greater Bay Area of China," Ecological Indicators, vol. 133, p. 108407, 2021.
[22] L. He, Y. Liu, P. He, and H. Zhou, "Relationship between air pollution and urban forms: Evidence from prefecture-level cities of the Yangtze River Basin," International Journal of Environmental Research and Public Health, vol. 16, no. 18, p. 3459, 2019.
[23] S. Jaafari, A. A. Shabani, M. Moeinaddini, A. Danehkar, and Y. Sakieh, "Applying landscape metrics and structural equation modeling to predict the effect of urban green space on air pollution and respiratory mortality in Tehran," Environ Monit Assess, vol. 192, no. 7, p. 412, Jun 3 2020.
[24] D. Fecht, L. Fortunato, D. Morley, A. L. Hansell, and J. Gulliver, "Associations between urban metrics and mortality rates in England," Environmental Health, vol. 15, no. 1, pp. 137-149, 2016.
[25] Y.-S. Shen and S.-C. C. Lung, "Mediation pathways and effects of green structures on respiratory mortality via reducing air pollution," Scientific reports, vol. 7, no. 1, pp. 1-9, 2017.
[26] R. S. Pandey and Y.-A. Liou, "Sea surface temperature (SST) and SST anomaly (SSTA) datasets over the last four decades (1977–2016) during typhoon season (May to November) in the entire Global Ocean, North Pacific Ocean, Philippine Sea, South China sea, and Eastern China Sea," Data in Brief, vol. 45, p. 108646, 2022.
[27] M. Mears, P. Brindley, A. Jorgensen, E. Ersoy, and R. Maheswaran, "Greenspace spatial characteristics and human health in an urban environment: An epidemiological study using landscape metrics in Sheffield, UK," Ecological Indicators, vol. 106, 2019.
[28] H.-T. Chang, C.-D. Wu, J.-D. Wang, P.-S. Chen, Y.-J. Wang, and H.-J. Su, "Green space structures and schizophrenia incidence in Taiwan: is there an association?," Environmental Research Letters, vol. 15, no. 9, 2020.
[29] A. B. Leitao and J. Ahern, "Applying landscape ecological concepts and metrics in sustainable landscape planning," Landscape and urban planning, vol. 59, no. 2, pp. 65-93, 2002.
[30] L. Taylor and D. F. Hochuli, "Defining greenspace: Multiple uses across multiple disciplines," Landscape and Urban Planning, vol. 158, pp. 25-38, 2017.
[31] International Association for Medical Assistance to Travellers-IAMAT, "Taiwan general health risks: Air pollution," 2020.
[32] M. o. T. Interior, "Monthly Report on Statistics," 2020.
[33] C.-H. Wu, I.-C. Tsai, P.-C. Tsai, and Y.-S. Tung, "Large–scale seasonal control of air quality in Taiwan," Atmospheric Environment, vol. 214, p. 116868, 2019.
[34] Y.-A. Liou, Q.-V. Nguyen, D.-V. Hoang, and D.-P. Tran, "Prediction of soil erosion and sediment transport in a mountainous basin of Taiwan," Progress in Earth and Planetary Science, vol. 9, no. 1, pp. 1-15, 2022.
[35] Q.-V. Nguyen, Y.-A. Liou, K.-A. Nguyen, and D.-P. Tran, "Enhancing basin sustainability: Integrated RUSLE and SLCC in land use decision-making," Ecological Indicators, vol. 155, p. 110993, 2023.
[36] S.-Y. Lu, "Study of rainfall characteristics and their changes on the Hengchun Peninsula," Taiwan Journal of Forestry Science, vol. 31, no. 1, pp. 49-60, 2016.
[37] R. S. Pandey and Y.-A. Liou, "Decadal behaviors of tropical storm tracks in the North West Pacific Ocean," Atmospheric Research, vol. 246, p. 105143, 2020.
[38] Y.-A. Liou and R. S. Pandey, "Interactions between typhoons Parma and Melor (2009) in North West Pacific Ocean," Weather and Climate Extremes, vol. 29, p. 100272, 2020.
[39] R. S. Pandey, Y.-A. Liou, and J.-C. Liu, "Season-dependent variability and influential environmental factors of super-typhoons in the Northwest Pacific basin during 2013–2017," Weather and Climate Extremes, vol. 31, p. 100307, 2021.
[40] M. S. Le and Y.-A. Liou, "Spatio-temporal assessment of surface moisture and evapotranspiration variability using remote sensing techniques," Remote Sensing, vol. 13, no. 9, p. 1667, 2021.
[41] Y.-A. Liou and M.-T. Thai, "Surface Water Availability and Temperature (SWAT): An Innovative Index for Remote Sensing of Drought Observation," IEEE Transactions on Geoscience and Remote Sensing, 2023.
[42] M. S. Le and Y.-A. Liou, "Temperature-Soil Moisture Dryness Index for Remote Sensing of Surface Soil Moisture Assessment," IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2021.
[43] Y.-A. Liou, J.-C. Liu, C.-C. Liu, C.-H. Chen, K.-A. Nguyen, and J. P. Terry, "Consecutive dual-vortex interactions between quadruple typhoons Noru, Kulap, Nesat and Haitang during the 2017 North Pacific typhoon season," Remote Sensing, vol. 11, no. 16, p. 1843, 2019.
[44] Y.-A. Liou, M. S. Le, and H. Chien, "Normalized difference latent heat index for remote sensing of land surface energy fluxes," IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 3, pp. 1423-1433, 2018.
[45] S. Imperatives, "Report of the World Commission on Environment and Development: Our common future," Accessed Feb, vol. 10, pp. 1-300, 1987.
[46] United Nations, "The Sustainable Development Agenda," 2021.
[47] A. M. Selim and D. M. Saeed, "Infrastructure projects for green cities between implementation challenges and efficiency indicators," transport, vol. 5, p. 6, 2021.
[48] United Nations, "Transforming Our World: The 2030 Agenda for Sustainable Development," 2015.
[49] M. B. Hyder and T. Z. Haque, "Understanding the linkages and importance of urban greenspaces for achieving sustainable development goals 2030," J. Sustain. Dev, vol. 15, p. 144, 2022.
[50] L. Benton-Short, M. Keeley, and J. Rowland, "Green infrastructure, green space, and sustainable urbanism: geography’s important role," Urban geography, vol. 40, no. 3, pp. 330-351, 2019.
[51] R. F. Hunter, H. Christian, J. Veitch, T. Astell-Burt, J. A. Hipp, and J. Schipperijn, "The impact of interventions to promote physical activity in urban green space: a systematic review and recommendations for future research," Social science & medicine, vol. 124, pp. 246-256, 2015.
[52] E. Rudnicka, P. Napierała, A. Podfigurna, B. Męczekalski, R. Smolarczyk, and M. Grymowicz, "The World Health Organization (WHO) approach to healthy ageing," Maturitas, vol. 139, pp. 6-11, 2020.
[53] L. Lottrup, U. K. Stigsdotter, H. Meilby, and A. G. Claudi, "The workplace window view: a determinant of office workers’ work ability and job satisfaction," Landscape Research, vol. 40, no. 1, pp. 57-75, 2015.
[54] P. A. Braveman, "Monitoring equity in health and healthcare: a conceptual framework," Journal of health, population and nutrition, pp. 181-192, 2003.
[55] S. Kaplan, "The restorative benefits of nature: Toward an integrative framework," Journal of environmental psychology, vol. 15, no. 3, pp. 169-182, 1995.
[56] L. Bounoua, N. Fathi, M. El Berkaoui, L. El Ghazouani, and M. Messouli, "Assessment of sustainability development in urban areas of Morocco," Urban science, vol. 4, no. 2, p. 18, 2020.
[57] N. Mudau, D. Mwaniki, L. Tsoeleng, M. Mashalane, D. Beguy, and R. Ndugwa, "Assessment of SDG indicator 11.3. 1 and urban growth trends of major and small cities in South Africa," Sustainability, vol. 12, no. 17, p. 7063, 2020.
[58] E. Elgizawy, "The significance of urban green areas for the Sustainable community," in Egypt by Al-Azhar Engineering-Thirteenth International Conference-2014. Arch. Amira Mostafa, 2014, vol. 1, no. 0.
[59] M. G. Turner, R. H. Gardner, R. V. O′neill, and R. V. O′Neill, Landscape ecology in theory and practice. Springer, 2001.
[60] E. J. Gustafson, "Quantifying landscape spatial pattern: what is the state of the art?," Ecosystems, vol. 1, no. 2, pp. 143-156, 1998.
[61] K. H. Riitters, R. O′neill, C. Hunsaker, J. D. Wickham, D. Yankee, S. Timmins, K. Jones, and B. Jackson, "A factor analysis of landscape pattern and structure metrics," Landscape ecology, vol. 10, pp. 23-39, 1995.
[62] K. McGarigal and B. J. Marks, FRAGSTATS: spatial pattern analysis program for quantifying landscape structure. US Department of Agriculture, Forest Service, Pacific Northwest Research Station, 1995.
[63] S. A. Levin, "The problem of pattern and scale in ecology: the Robert H. MacArthur award lecture," Ecology, vol. 73, no. 6, pp. 1943-1967, 1992.
[64] J. Wu and O. L. Loucks, "From balance of nature to hierarchical patch dynamics: a paradigm shift in ecology," The Quarterly review of biology, vol. 70, no. 4, pp. 439-466, 1995.
[65] P. Kowe, O. Mutanga, and T. Dube, "Advancements in the remote sensing of landscape pattern of urban green spaces and vegetation fragmentation," International Journal of Remote Sensing, vol. 42, no. 10, pp. 3797-3832, 2021.
[66] A. Berland, K. Schwarz, D. L. Herrmann, and M. E. Hopton, "How environmental justice patterns are shaped by place: terrain and tree canopy in Cincinnati, Ohio, USA," Cities and the Environment (CATE), vol. 8, no. 1, p. 1, 2015.
[67] M. Luck and J. Wu, "A gradient analysis of urban landscape pattern: a case study from the Phoenix metropolitan region, Arizona, USA," Landscape ecology, vol. 17, pp. 327-339, 2002.
[68] J. E. Patino and J. C. Duque, "A review of regional science applications of satellite remote sensing in urban settings," Computers, Environment and Urban Systems, vol. 37, pp. 1-17, 2013.
[69] E. Uuemaa, Ü. Mander, and R. Marja, "Trends in the use of landscape spatial metrics as landscape indicators: A review," Ecological Indicators, vol. 28, pp. 100-106, 2013.
[70] Y. Qian, W. Zhou, W. Yu, and S. T. Pickett, "Quantifying spatiotemporal pattern of urban greenspace: new insights from high resolution data," Landscape ecology, vol. 30, pp. 1165-1173, 2015.
[71] M. G. Turner, "Spatial and temporal analysis of landscape patterns," Landscape ecology, vol. 4, pp. 21-30, 1990.
[72] E. Uuemaa, M. Antrop, J. Roosaare, R. Marja, and Ü. Mander, "Landscape metrics and indices: an overview of their use in landscape research," Living reviews in landscape research, vol. 3, no. 1, pp. 1-28, 2009.
[73] K. McGarigal, "FRAGSTATS help," University of Massachusetts: Amherst, MA, USA, p. 182, 2015.
[74] K. McGarigal, S. Cushman, and E. Ene, "Landscape metrics for categorical map patterns. FRAGSTATS v4 Spat," Pattern Anal. Progr. Categ. Contin. Maps, vol. 77, 2012.
[75] J. Vargas-Hernández, K. Pallagst, and J. Zdunek-Wielgołaska, "Urban green spaces as a component of an ecosystem," Handbook of engaged sustainability, pp. 885-916, 2018.
[76] J. O. Simonds, Landscape architecture: a manual of site planning and design (no. Sirsi) i9780070577091). 1997.
[77] A. Baklanov, L. T. Molina, and M. Gauss, "Megacities, air quality and climate," Atmospheric Environment, vol. 126, pp. 235-249, 2016.
[78] A. Larkin, A. van Donkelaar, J. A. Geddes, R. V. Martin, and P. Hystad, "Relationships between changes in urban characteristics and air quality in East Asia from 2000 to 2010," Environmental science & technology, vol. 50, no. 17, pp. 9142-9149, 2016.
[79] S. Wang, S. Gao, S. Li, and K. Feng, "Strategizing the relation between urbanization and air pollution: Empirical evidence from global countries," Journal of Cleaner Production, vol. 243, 2020.
[80] E. Wagner, "Impacts on air pollution in urban areas," Environmental Management, vol. 18, no. 5, pp. 759-765, 1994.
[81] D. Schwela, "Air pollution and health in urban areas," Reviews on environmental health, vol. 15, no. 1-2, pp. 13-42, 2000.
[82] Y.-A. Liou, T.-H. Vo, K.-A. Nguyen, and J. P. Terry, "Air Quality Improvement Following COVID-19 Lockdown Measures and Projected Benefits for Environmental Health," Remote Sensing, vol. 15, no. 2, p. 530, 2023.
[83] C. O’Malley, P. Piroozfar, E. R. Farr, and F. Pomponi, "Urban Heat Island (UHI) mitigating strategies: A case-based comparative analysis," Sustainable Cities and Society, vol. 19, pp. 222-235, 2015.
[84] S. Tsoka, K. Tsikaloudaki, T. Theodosiou, and D. Bikas, "Urban Warming and Cities’ Microclimates: Investigation Methods and Mitigation Strategies—A Review," Energies, vol. 13, no. 6, 2020.
[85] R. E. Livezey and R. Tinker, "Some meteorological, climatological, and microclimatological considerations of the severe US heat wave of mid-July 1995," Bulletin of the American Meteorological Society, vol. 77, no. 9, pp. 2043-2054, 1996.
[86] C. Sarrat, A. Lemonsu, V. Masson, and D. Guedalia, "Impact of urban heat island on regional atmospheric pollution," Atmospheric environment, vol. 40, no. 10, pp. 1743-1758, 2006.
[87] L. Hu, A. J. Monaghan, and N. A. Brunsell, "Investigation of Urban Air Temperature and Humidity Patterns during Extreme Heat Conditions Using Satellite-Derived Data," Journal of Applied Meteorology and Climatology, vol. 54, no. 11, pp. 2245-2259, 2015.
[88] A. L. Hass, K. N. Ellis, L. Reyes Mason, J. M. Hathaway, and D. A. Howe, "Heat and Humidity in the City: Neighborhood Heat Index Variability in a Mid-Sized City in the Southeastern United States," Int J Environ Res Public Health, vol. 13, no. 1, Jan 11 2016.
[89] G. Luber and M. McGeehin, "Climate change and extreme heat events," American journal of preventive medicine, vol. 35, no. 5, pp. 429-435, 2008.
[90] O. V. Wilhelmi and M. H. Hayden, "Connecting people and place: a new framework for reducing urban vulnerability to extreme heat," Environmental Research Letters, vol. 5, no. 1, p. 014021, 2010.
[91] Y. Shi, C. Ren, K. K.-L. Lau, and E. Ng, "Investigating the influence of urban land use and landscape pattern on PM2. 5 spatial variation using mobile monitoring and WUDAPT," Landscape and urban planning, vol. 189, pp. 15-26, 2019.
[92] R. S. De Groot, R. Alkemade, L. Braat, L. Hein, and L. Willemen, "Challenges in integrating the concept of ecosystem services and values in landscape planning, management and decision making," Ecological complexity, vol. 7, no. 3, pp. 260-272, 2010.
[93] S. Li and Z. Fan, "Evaluation of urban green space landscape planning scheme based on PSO-BP neural network model," Alexandria Engineering Journal, vol. 61, no. 9, pp. 7141-7153, 2022.
[94] G. Barker, A framework for the future: green networks with multiple uses in and around towns and cities. English Nature Peterborough, 1997.
[95] W. Y. Chen and C. Y. Jim, "Assessment and valuation of the ecosystem services provided by urban forests," Ecology, planning, and management of urban forests, pp. 53-83, 2008.
[96] K.-A. Nguyen, Y.-A. Liou, T.-H. Vo, D. D. Cham, and H. S. Nguyen, "Evaluation of urban greenspace vulnerability to typhoon in Taiwan," Urban Forestry & Urban Greening, vol. 63, p. 127191, 2021.
[97] D. J. Nowak, D. E. Crane, and J. C. Stevens, "Air pollution removal by urban trees and shrubs in the United States," Urban forestry & urban greening, vol. 4, no. 3-4, pp. 115-123, 2006.
[98] M. Gascon, M. Triguero-Mas, D. Martínez, P. Dadvand, D. Rojas-Rueda, A. Plasència, and M. J. Nieuwenhuijsen, "Residential green spaces and mortality: A systematic review," Environment international, vol. 86, pp. 60-67, 2016.
[99] R. Mitchell, T. Astell-Burt, and E. A. Richardson, "A comparison of green space indicators for epidemiological research," J Epidemiol Community Health, vol. 65, no. 10, pp. 853-858, 2011.
[100] T. Sanders, X. Feng, P. P. Fahey, C. Lonsdale, and T. Astell-Burt, "Greener neighbourhoods, slimmer children? Evidence from 4423 participants aged 6 to 13 years in the longitudinal study of Australian children," International Journal of Obesity, vol. 39, no. 8, pp. 1224-1229, 2015.
[101] K. Lambert, G. Bowatte, R. Tham, C. Lodge, L. Prendergast, J. Heinrich, M. J. Abramson, S. Dharmage, and B. Erbas, "Residential greenness and allergic respiratory diseases in children and adolescents–a systematic review and meta-analysis," Environmental research, vol. 159, pp. 212-221, 2017.
[102] J.-W. Han, H. Choi, Y.-H. Jeon, C.-H. Yoon, J.-M. Woo, and W. Kim, "The effects of forest therapy on coping with chronic widespread pain: Physiological and psychological differences between participants in a forest therapy program and a control group," International journal of environmental research and public health, vol. 13, no. 3, p. 255, 2016.
[103] S. R. Kellert, "Building for life: Designing and understanding the human-nature connection," Renewable Resources Journal, vol. 24, no. 2, p. 8, 2006.
[104] T. Hartig, R. Mitchell, S. De Vries, and H. Frumkin, "Nature and health," Annual review of public health, vol. 35, pp. 207-228, 2014.
[105] V. Jennings, L. Larson, and J. Yun, "Advancing sustainability through urban green space: Cultural ecosystem services, equity, and social determinants of health," International Journal of environmental research and public health, vol. 13, no. 2, p. 196, 2016.
[106] N. Kabisch, S. Qureshi, and D. Haase, "Human–environment interactions in urban green spaces—A systematic review of contemporary issues and prospects for future research," Environmental Impact assessment review, vol. 50, pp. 25-34, 2015.
[107] C. Twohig-Bennett and A. Jones, "The health benefits of the great outdoors: A systematic review and meta-analysis of greenspace exposure and health outcomes," Environmental research, vol. 166, pp. 628-637, 2018.
[108] D. Rojas-Rueda, M. J. Nieuwenhuijsen, M. Gascon, D. Perez-Leon, and P. Mudu, "Green spaces and mortality: a systematic review and meta-analysis of cohort studies," The Lancet Planetary Health, vol. 3, no. 11, pp. e469-e477, 2019.
[109] P. Kumar, A. Druckman, J. Gallagher, B. Gatersleben, S. Allison, T. S. Eisenman, U. Hoang, S. Hama, A. Tiwari, A. Sharma, K. V. Abhijith, D. Adlakha, A. McNabola, T. Astell-Burt, X. Feng, A. C. Skeldon, S. de Lusignan, and L. Morawska, "The nexus between air pollution, green infrastructure and human health," Environ Int, vol. 133, no. Pt A, p. 105181, Dec 2019.
[110] W. Bealey, A. McDonald, E. Nemitz, R. Donovan, U. Dragosits, T. Duffy, and D. Fowler, "Estimating the reduction of urban PM10 concentrations by trees within an environmental information system for planners," Journal of Environmental Management, vol. 85, no. 1, pp. 44-58, 2007.
[111] T. Litschke and W. Kuttler, "On the reduction of urban particle concentration by vegetation-a review," Meteorologische Zeitschrift, vol. 17, no. 3, pp. 229-240, 2008.
[112] T. Zupancic, C. Westmacott, and M. Bulthuis, The impact of green space on heat and air pollution in urban communities: A meta-narrative systematic review. David Suzuki Foundation Vancouver, 2015.
[113] F. Kong, H. Yin, P. James, L. R. Hutyra, and H. S. He, "Effects of spatial pattern of greenspace on urban cooling in a large metropolitan area of eastern China," Landscape and Urban Planning, vol. 128, pp. 35-47, 2014.
[114] X. Li, W. Zhou, Z. Ouyang, W. Xu, and H. Zheng, "Spatial pattern of greenspace affects land surface temperature: evidence from the heavily urbanized Beijing metropolitan area, China," Landscape ecology, vol. 27, no. 6, pp. 887-898, 2012.
[115] W. Shih, "Greenspace patterns and the mitigation of land surface temperature in Taipei metropolis," Habitat International, vol. 60, pp. 69-80, 2017.
[116] L. Wu and C. Chen, "Does pattern matter? Exploring the pathways and effects of urban green space on promoting life satisfaction through reducing air pollution," Urban Forestry & Urban Greening, vol. 82, p. 127890, 2023.
[117] D. R. Grafius, R. Corstanje, and J. A. Harris, "Linking ecosystem services, urban form and green space configuration using multivariate landscape metric analysis," Landsc Ecol, vol. 33, no. 4, pp. 557-573, 2018.
[118] A. E. Frazier and P. Kedron, "Landscape Metrics: Past Progress and Future Directions," Current Landscape Ecology Reports, vol. 2, no. 3, pp. 63-72, 2017.
[119] M. Liu, X. Li, D. Song, and H. Zhai, "Evaluation and Monitoring of Urban Public Greenspace Planning Using Landscape Metrics in Kunming," Sustainability, vol. 13, no. 7, 2021.
[120] F. Li, T. Zhou, and F. Lan, "Relationships between urban form and air quality at different spatial scales: A case study from northern China," Ecological Indicators, vol. 121, p. 107029, 2021.
[121] R. E. Turner, N. N. Rabalais, D. Justic′, and Q. Dortch, "Global patterns of dissolved N, P and Si in large rivers," Biogeochemistry, vol. 64, pp. 297-317, 2003.
[122] R. Ewing and R. Cervero, "Travel and the built environment: A meta-analysis," Journal of the American planning association, vol. 76, no. 3, pp. 265-294, 2010.
[123] G. Hoek, R. Beelen, K. De Hoogh, D. Vienneau, J. Gulliver, P. Fischer, and D. Briggs, "A review of land-use regression models to assess spatial variation of outdoor air pollution," Atmospheric environment, vol. 42, no. 33, pp. 7561-7578, 2008.
[124] J. A. Foley, R. DeFries, G. P. Asner, C. Barford, G. Bonan, S. R. Carpenter, F. S. Chapin, M. T. Coe, G. C. Daily, and H. K. Gibbs, "Global consequences of land use," science, vol. 309, no. 5734, pp. 570-574, 2005.
[125] K. M. Leyden, "Social capital and the built environment: the importance of walkable neighborhoods," American journal of public health, vol. 93, no. 9, pp. 1546-1551, 2003.
[126] R. J. Jackson, A. L. Dannenberg, and H. Frumkin, "Health and the built environment: 10 years after," American journal of public health, vol. 103, no. 9, pp. 1542-1544, 2013.
[127] B. Zhou, D. Rybski, and J. Kropp, "The role of city size and urban form in the surface urban heat island. Sci Rep 7: 4791," ed, 2017.
[128] Q. She, X. Peng, Q. Xu, L. Long, N. Wei, M. Liu, W. Jia, T. Zhou, J. Han, and W. Xiang, "Air quality and its response to satellite-derived urban form in the Yangtze River Delta, China," Ecological Indicators, vol. 75, pp. 297-306, 2017.
[129] Y. Tian, X. A. Yao, L. Mu, Q. Fan, and Y. Liu, "Integrating meteorological factors for better understanding of the urban form-air quality relationship," Landscape Ecology, vol. 35, pp. 2357-2373, 2020.
[130] C. Fan, L. Tian, L. Zhou, D. Hou, Y. Song, X. Qiao, and J. Li, "Examining the impacts of urban form on air pollutant emissions: Evidence from China," Journal of environmental management, vol. 212, pp. 405-414, 2018.
[131] Y. Liu, J. Wu, D. Yu, and Q. Ma, "The relationship between urban form and air pollution depends on seasonality and city size," Environ Sci Pollut Res Int, vol. 25, no. 16, pp. 15554-15567, Jun 2018.
[132] D. Wang, T. Zhou, and J. Sun, "Effects of urban form on air quality: A case study from China comparing years with normal and reduced human activity due to the COVID-19 pandemic," Cities, vol. 131, p. 104040, Dec 2022.
[133] Z. Chen, X. Xie, J. Cai, D. Chen, B. Gao, B. He, N. Cheng, and B. Xu, "Understanding meteorological influences on PM 2.5 concentrations across China: a temporal and spatial perspective," Atmospheric Chemistry and Physics, vol. 18, no. 8, pp. 5343-5358, 2018.
[134] K. Shi, Y. Li, Y. Chen, L. Li, and C. Huang, "How does the urban form-PM2. 5 concentration relationship change seasonally in Chinese cities? A comparative analysis between national and urban agglomeration scales," Journal of Cleaner Production, vol. 239, p. 118088, 2019.
[135] C. Lu and Y. Liu, "Effects of China’s urban form on urban air quality," Urban studies, vol. 53, no. 12, pp. 2607-2623, 2016.
[136] B. Giles-Corti, A. Vernez-Moudon, R. Reis, G. Turrell, A. L. Dannenberg, H. Badland, S. Foster, M. Lowe, J. F. Sallis, and M. Stevenson, "City planning and population health: a global challenge," The lancet, vol. 388, no. 10062, pp. 2912-2924, 2016.
[137] M. J. Nieuwenhuijsen and H. Khreis, "Car free cities: Pathway to healthy urban living," Environment international, vol. 94, pp. 251-262, 2016.
[138] S. Hankey and J. D. Marshall, "Urban Form, Air Pollution, and Health," Curr Environ Health Rep, vol. 4, no. 4, pp. 491-503, Dec 2017.
[139] M. Amani-Beni, B. Zhang, G.-D. Xie, and Y. Shi, "Impacts of Urban Green Landscape Patterns on Land Surface Temperature: Evidence from the Adjacent Area of Olympic Forest Park of Beijing, China," Sustainability, vol. 11, no. 2, 2019.
[140] Y.-A. Liou, K.-A. Nguyen, and L.-T. Ho, "Urban Green Spaces And Heat Stress Risk Patterns In Taipei City By Sentinel 2 Imagery," in IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, pp. 6340-6343: IEEE.
[141] A. Speak, J. Rothwell, S. Lindley, and C. Smith, "Urban particulate pollution reduction by four species of green roof vegetation in a UK city," Atmospheric Environment, vol. 61, pp. 283-293, 2012.
[142] N. Weber, D. Haase, and U. Franck, "Assessing modelled outdoor traffic-induced noise and air pollution around urban structures using the concept of landscape metrics," Landscape and Urban Planning, vol. 125, pp. 105-116, 2014.
[143] M. Alberti, "The effects of urban patterns on ecosystem function," International regional science review, vol. 28, no. 2, pp. 168-192, 2005.
[144] W.-Y. Shih and L. Mabon, "Green Infrastructure as a Planning Response to Urban Warming: A Case Study of Taipei Metropolis," in Urban Biodiversity and Ecological Design for Sustainable Cities: Springer, 2021, pp. 335-352.
[145] J. F. Hair, J. J. Risher, M. Sarstedt, and C. M. Ringle, "When to use and how to report the results of PLS-SEM," European Business Review, vol. 31, no. 1, pp. 2-24, 2019.
[146] N. Li, J. Wang, W. Yin, H. Jia, J. Xu, R. Hao, Z. Zhong, and Z. Shi, "Linking water environmental factors and the local watershed landscape to the chlorophyll a concentration in reservoir bays," Science of the Total Environment, vol. 758, p. 143617, 2021.
[147] M. Herold, J. Scepan, and K. C. Clarke, "The use of remote sensing and landscape metrics to describe structures and changes in urban land uses," Environment and planning A, vol. 34, no. 8, pp. 1443-1458, 2002.
[148] C. E. Gonzalez-Abraham, V. C. Radeloff, R. B. Hammer, T. J. Hawbaker, S. I. Stewart, and M. K. Clayton, "Building patterns and landscape fragmentation in northern Wisconsin, USA," Landscape Ecology, vol. 22, pp. 217-230, 2007.
[149] X. Yang and Z. Liu, "Quantifying landscape pattern and its change in an estuarine watershed using satellite imagery and landscape metrics," International Journal of Remote Sensing, vol. 26, no. 23, pp. 5297-5323, 2005.
[150] J. A. Jaeger, H.-G. Schwarz-von Raumer, H. Esswein, M. Müller, and M. Schmidt-Lüttmann, "Time series of landscape fragmentation caused by transportation infrastructure and urban development: a case study from Baden-Württemberg, Germany," Ecology and Society, vol. 12, no. 1, 2007.
[151] M. Zhu, J. Xu, N. Jiang, J. Li, and Y. Fan, "Impacts of road corridors on urban landscape pattern: a gradient analysis with changing grain size in Shanghai, China," Landscape ecology, vol. 21, pp. 723-734, 2006.
[152] R. A. Pielke Sr, G. Marland, R. A. Betts, T. N. Chase, J. L. Eastman, J. O. Niles, D. D. S. Niyogi, and S. W. Running, "The influence of land-use change and landscape dynamics on the climate system: relevance to climate-change policy beyond the radiative effect of greenhouse gases," Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences, vol. 360, no. 1797, pp. 1705-1719, 2002.
[153] C. P. Weaver and R. Avissar, "Atmospheric disturbances caused by human modification of the landscape," Bulletin of the American Meteorological Society, vol. 82, no. 2, pp. 269-282, 2001.
[154] S. Pauleit, R. Hansen, E. L. Rall, T. Zölch, E. Andersson, A. C. Luz, L. Szaraz, I. Tosics, and K. Vierikko, "Urban landscapes and green infrastructure," in Oxford research encyclopedia of environmental science, 2017.
[155] L. Breiman, "Random forests," Machine learning, vol. 45, no. 1, pp. 5-32, 2001.
[156] S. Talukdar, P. Singha, S. Mahato, S. Pal, Y.-A. Liou, and A. Rahman, "Land-use land-cover classification by machine learning classifiers for satellite observations—A review," Remote Sensing, vol. 12, no. 7, p. 1135, 2020.
[157] M. Jung, "LecoS — A python plugin for automated landscape ecology analysis," Ecological Informatics, vol. 31, pp. 18-21, 2016.
[158] K. McGarigal and B. J. Marks, "Spatial pattern analysis program for quantifying landscape structure," Gen. Tech. Rep. PNW-GTR-351. US Department of Agriculture, Forest Service, Pacific Northwest Research Station, pp. 1-122, 1995.
[159] R. Schumacker and R. G. Lomax, "A beginner’s guide to structural equation modeling (third)," ed: Mahwah, NJ: Lawrence Erlbaum Associates, 2010.
[160] J. F. Hair Jr, G. T. M. Hult, C. Ringle, and M. Sarstedt, A primer on partial least squares structural equation modeling (PLS-SEM). Sage publications, 2016.
[161] C. Cassel, P. Hackl, and A. H. Westlund, "Robustness of partial least-squares method for estimating latent variable quality structures," Journal of applied statistics, vol. 26, no. 4, pp. 435-446, 1999.
[162] J. F. Hair Jr, G. T. M. Hult, C. M. Ringle, and M. Sarstedt, A primer on partial least squares structural equation modeling (PLS-SEM). Sage publications, 2022.
[163] J. F. Hair Jr, G. T. M. Hult, C. M. Ringle, M. Sarstedt, N. P. Danks, and S. Ray, Partial least squares structural equation modeling (PLS-SEM) using R: A workbook. Springer Nature, 2021.
[164] G. D. Garson, "Partial least squares. Regression and structural equation models," ed: Statistical Publishing Associates, 2016.
[165] K. K.-K. Wong, "Partial least squares structural equation modeling (PLS-SEM) techniques using SmartPLS," Marketing Bulletin, vol. 24, no. 1, pp. 1-32, 2013.
[166] J. F. Hair, C. M. Ringle, and M. Sarstedt, "Partial Least Squares Structural Equation Modeling: Rigorous Applications, Better Results and Higher Acceptance," Long Range Planning, vol. 46, no. 1-2, pp. 1-12, 2013.
[167] S. N. Pandis and J. H. Seinfeld, "On the interaction between equilibration processes and wet or dry deposition," Atmospheric Environment. Part A. General Topics, vol. 24, no. 9, pp. 2313-2327, 1990.
[168] J. B. Shukla, A. K. Misra, S. Sundar, and R. Naresh, "Effect of rain on removal of a gaseous pollutant and two different particulate matters from the atmosphere of a city," Mathematical and Computer Modelling, vol. 48, no. 5-6, pp. 832-844, 2008.
[169] J. Nidzgorska-Lencewicz and M. Czarnecka, "Winter weather conditions vs. air quality in Tricity, Poland," Theoretical and Applied Climatology, vol. 119, no. 3-4, pp. 611-627, 2014.
[170] J.-A. E. Cavanagh and J. Clemons, "Do Urban Forests Enhance Air Quality?," Australasian Journal of Environmental Management, vol. 13, no. 2, pp. 120-130, 2006.
[171] C. C.-K. Chou, S. C. Liu, C.-Y. Lin, C.-J. Shiu, and K.-H. Chang, "The trend of surface ozone in Taipei, Taiwan, and its causes: Implications for ozone control strategies," Atmospheric Environment, vol. 40, no. 21, pp. 3898-3908, 2006.
[172] G. M. Mazzuca, X. Ren, C. P. Loughner, M. Estes, J. H. Crawford, K. E. Pickering, A. J. Weinheimer, and R. R. Dickerson, "Ozone production and its sensitivity to NO<sub><i>x</i></sub> and VOCs: results from the DISCOVER-AQ field experiment, Houston 2013," Atmospheric Chemistry and Physics, vol. 16, no. 22, pp. 14463-14474, 2016.
[173] E. Berezina, K. Moiseenko, A. Skorokhod, N. V. Pankratova, I. Belikov, V. Belousov, and N. F. Elansky, "Impact of VOCs and NOx on Ozone Formation in Moscow," Atmosphere, vol. 11, no. 11, 2020.
[174] S. Sillman, "The relation between ozone, NOx and hydrocarbons in urban and polluted rural environments," Atmospheric Environment, vol. 33, no. 12, pp. 1821-1845, 1999.
[175] Y. P. Peng, K. S. Chen, C. H. Lai, P. J. Lu, and J. H. Kao, "Concentrations of H2O2 and HNO3 and O3–VOC–NOx sensitivity in ambient air in southern Taiwan," Atmospheric Environment, vol. 40, no. 35, pp. 6741-6751, 2006.
[176] A. Thielmann, A. S. Prévôt, and J. Staehelin, "Sensitivity of ozone production derived from field measurements in the Italian Po basin," Journal of Geophysical Research: Atmospheres, vol. 107, no. D22, pp. LOP 7-1-LOP 7-10, 2002.
[177] M.-L. Chen, I.-F. Mao, and I.-K. Lin, "The PM2. 5 and PM10 particles in urban areas of Taiwan," Science of the total environment, vol. 226, no. 2-3, pp. 227-235, 1999.
[178] M. Lee, L. Lin, C.-Y. Chen, Y. Tsao, T.-H. Yao, M.-H. Fei, and S.-H. Fang, "Forecasting air quality in Taiwan by using machine learning," Scientific reports, vol. 10, no. 1, pp. 1-13, 2020.
[179] M. Teng, C. Huang, P. Wang, L. Zeng, Z. Zhou, W. Xiao, Z. Huang, and C. Liu, "Impacts of forest restoration on soil erosion in the Three Gorges Reservoir area, China," Sci Total Environ, vol. 697, p. 134164, Dec 20 2019.
[180] M. Sharma, S. Kishore, S. Tripathi, and S. Behera, "Role of atmospheric ammonia in the formation of inorganic secondary particulate matter: a study at Kanpur, India," Journal of Atmospheric Chemistry, vol. 58, no. 1, pp. 1-17, 2007.
[181] C.-S. Chen and Y.-L. Chen, "The rainfall characteristics of Taiwan," Monthly Weather Review, vol. 131, no. 7, pp. 1323-1341, 2003.
[182] W. Selmi, C. Weber, E. Rivière, N. Blond, L. Mehdi, and D. Nowak, "Air pollution removal by trees in public green spaces in Strasbourg city, France," Urban Forestry & Urban Greening, vol. 17, pp. 192-201, 2016.
[183] Q. Zhan, C. Yang, and H. Liu, "How do greenspace landscapes affect PM2. 5 exposure in Wuhan? Linking spatial-nonstationary, annual varying, and multiscale perspectives," Geo-spatial Information Science, pp. 1-16, 2022.
[184] P. Y. Rakoto, K. Deilami, J. Hurley, M. Amati, and Q. C. Sun, "Revisiting the cooling effects of urban greening: Planning implications of vegetation types and spatial configuration," Urban Forestry & Urban Greening, vol. 64, p. 127266, 2021.
[185] A. Makhelouf, "The effect of green spaces on urban climate and pollution," 2009.
[186] L. Zong, S. Liu, Y. Yang, G. Ren, M. Yu, Y. Zhang, and Y. Li, "Synergistic Influence of Local Climate Zones and Wind Speeds on the Urban Heat Island and Heat Waves in the Megacity of Beijing, China. Front," Earth Sci, vol. 9, p. 673786, 2021.
[187] K.-S. Chen, Y. Ho, C. Lai, Y. Tsai, and S.-J. Chen, "Trends in concentration of ground-level ozone and meteorological conditions during high ozone episodes in the Kao-Ping Airshed, Taiwan," Journal of the Air & Waste Management Association, vol. 54, no. 1, pp. 36-48, 2004.
[188] S. Chen, K. Cui, T.-Y. Yu, H.-R. Chao, Y.-C. Hsu, I.-C. Lu, R. D. Arcega, M.-H. Tsai, S.-L. Lin, and W.-C. Chao, "A big data analysis of PM2. 5 and PM10 from low cost air quality sensors near traffic areas," Aerosol and Air Quality Research, vol. 19, no. 8, pp. 1721-1733, 2019.
[189] H. Wang, J. Li, Y. Peng, M. Zhang, H. Che, and X. Zhang, "The impacts of the meteorology features on PM2. 5 levels during a severe haze episode in central-east China," Atmospheric Environment, vol. 197, pp. 177-189, 2019.
[190] B. Chen, S. Lu, and S. Li, "Dynamic analysis of PM2. 5 concentrations in urban forests in Beijing for variousweather conditions," Acta Ecologica Sinica, vol. 36, no. 5, pp. 1391-99, 2016.
[191] G. Latini, R. C. Grifoni, and G. Passerini, "Influence of meteorological parameters on urban and suburban air pollution," WIT Transactions on Ecology and the Environment, vol. 53, 2002.
[192] H.-J. Chu, C.-Y. Lin, C.-J. Liau, and Y.-M. Kuo, "Identifying controlling factors of ground-level ozone levels over southwestern Taiwan using a decision tree," Atmospheric environment, vol. 60, pp. 142-152, 2012.
[193] J.-M. Huang and L.-C. Chen, "A numerical study on mitigation strategies of urban heat islands in a tropical megacity: A case study in Kaohsiung City, Taiwan," Sustainability, vol. 12, no. 10, p. 3952, 2020.
[194] J. Wu, "Effects of changing scale on landscape pattern analysis: scaling relations," Landscape ecology, vol. 19, pp. 125-138, 2004.
[195] T. Nguyen, Y.-A. Liou, K.-A. Nguyen, R. C. Sharma, D.-P. Tran, C.-L. Liou, and D. D. Cham, "Assessing the effects of land-use types in surface urban heat islands for developing comfortable living in Hanoi City," Remote Sensing, vol. 10, no. 12, p. 1965, 2018.
[196] A. Mohajerani, J. Bakaric, and T. Jeffrey-Bailey, "The urban heat island effect, its causes, and mitigation, with reference to the thermal properties of asphalt concrete," Journal of environmental management, vol. 197, pp. 522-538, 2017.
[197] Y. Liu, H. P. H. Arp, X. Song, and Y. Song, "Research on the relationship between urban form and urban smog in China," Environment and Planning B: Urban Analytics and City Science, vol. 44, no. 2, pp. 328-342, 2017.
[198] X. Zhao, W. Zhou, T. Wu, and L. Han, "The impacts of urban structure on PM2. 5 pollution depend on city size and location," Environmental Pollution, vol. 292, p. 118302, 2022.
[199] D. Senevirathne, V. Jayasooriya, S. M. Dassanayake, and S. Muthukumaran, "Effects of pavement texture and colour on Urban Heat Islands: An experimental study in tropical climate," Urban Climate, vol. 40, p. 101024, 2021.
[200] M. De Sario, K. Katsouyanni, and P. Michelozzi, "Climate change, extreme weather events, air pollution and respiratory health in Europe," European Respiratory Journal, vol. 42, no. 3, pp. 826-843, 2013.
[201] D. C. Nogarotto and S. A. Pozza, "A review of multivariate analysis: is there a relationship between airborne particulate matter and meteorological variables?," Environmental monitoring and assessment, vol. 192, no. 9, p. 573, 2020.
[202] L. Zong, S. Liu, Y. Yang, G. Ren, M. Yu, Y. Zhang, and Y. Li, "Synergistic influence of local climate zones and wind speeds on the urban heat island and heat waves in the megacity of Beijing, China," Frontiers in Earth Science, vol. 9, p. 673786, 2021.
[203] M. Tu, Z. Liu, C. He, Z. Fang, and W. Lu, "The relationships between urban landscape patterns and fine particulate pollution in China: A multiscale investigation using a geographically weighted regression model," Journal of Cleaner Production, vol. 237, p. 117744, 2019.
[204] C. Lee, "Impacts of urban form on air quality in metropolitan areas in the United States," Computers, Environment and Urban Systems, vol. 77, p. 101362, 2019.
[205] M. Yuan, Y. Song, Y. Huang, S. Hong, and L. Huang, "Exploring the association between urban form and air quality in China," Journal of Planning Education and Research, vol. 38, no. 4, pp. 413-426, 2018.
[206] F. Li and T. Zhou, "Effects of urban form on air quality in China: An analysis based on the spatial autoregressive model," Cities, vol. 89, pp. 130-140, 2019.

指導教授

劉說安(Yuei-An Liou)

審核日期

2023-10-25

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