PUKYONG

Assessing the Impact of Rapid Urbanization and Associated Land Use Land Cover Variability on the Micro Climatic Conditions of Busan Metropolitan Area : The Urban Heat Island Effect

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Alternative Title
급속한 도시화와 토지피복변동성이 부산의 미소기후에 미치는 영향 평가: 열섬효과
Abstract
Urbanization has been the order of the day since the late 1800s; until the recent acceleration of urban population growth rate that has caught global attention. However, Busan is a case study situated in Asian continent which is predicted to accommodate alongside Africa the greatest quota of the over 68% urban population in 2050. This is a coastal city with a mountainous topography whose natural, economic and touristic endowment has attracted a lot of population since mid-20th century. The strategic location makes its ports a gateway to the Asian subregion and the world at large, thus stimulating industrialization, economic boom and unprecedented infrastructural development. Nonetheless, all these recent urbanization related-transformations equally impacted the micro climatic conditions of the area such as the urban heat island effect.
Consequently, this study sought to perform 3-decade monitoring of the spatiotemporal distribution of the surface urban heat island relative to urbanization across Busan metropolitan area, using Landsat time series thermal data. The land use land cover variability associated to urbanization trend was assessed using maximum likelihood supervised classification; and it conformed to at least 93.60% overall accuracy and 0.92 Kappa coefficient for the three designated years 1989, 2009 and 2020. The results displayed five LULC classes among which the Built-environment and Bare land experienced 10.10% and 2.73% increment to the detriment of Forest, Water body and Agriculture/Vegetation with 9.90%, 1.67% and 1.21% reduction between 1989 and 2020.
The UHI intensity was rigorously analyzed using spatial statistical tools like zonal statistics, hot spots analysis (Getis-Ord Gi*) and cluster and outlier analysis (Anselin Local Moran's I); in a quest to understand the spatial distribution and seasonal patterns within autonomous districts. Generally, the results displayed a huge disparity between summer and winter spatial and temporal trends of urban heat island, but with a net increment of over 1.65°C in intensity during these years. The progressive signatures of urbanization on UHI increase were evident all over and particularly in Gijang-gu, Dongnae-gu, Seo-gu and Yongdo-gu. There were equally districts that displayed extremely high urban heat island values all these years like Gangsoe-gu and Saha-gu. Otherwise, some districts like Buk-gu and Suyeong-gu experienced relatively low values of urban heat island all through, due to the cooling effect of rivers among others. However, Dongnae-gu demonstrated significant influence of other drivers of urban heat island than urbanization particularly in winter. During the study period, the maximum value observed in winter was 5.89°C, while the maximum value witnessed in summer was 4.72°C. Therefore, in order to ensure sustainable wellbeing in Busan, concerned stakeholders should improvise resilient and mitigation strategies considering the proportionate increase of urban heat island intensity with urbanization.
Author(s)
NKWAIN WILFRED NJUNGWI
Issued Date
2021
Awarded Date
2021. 8
Type
Dissertation
Keyword
Urbanization Land Use Land Cover Land Surface Temperature Spatiotemporal Surface Urban Heat Island
Publisher
부경대학교
URI
https://repository.pknu.ac.kr:8443/handle/2021.oak/1064
http://pknu.dcollection.net/jsp/common/DcLoOrgPer.jsp?sItemId=200000508362
Alternative Author(s)
쯩위
Affiliation
부경대학교 대학원
Department
대학원 지구환경시스템과학부공간정보시스템공학전공
Advisor
Chuluong Choi
Table Of Contents
I. INTRODUCTION 1
1. Background 1
A. Urbanization and Climate 2
B. Urban Climate Scales 4
2. Definition of Key Climate Terminology 7
A. Urban Heat Island (UHI) 7
B. Climate Change 9
C. Global Warming 9
3. Potential Underpinning Drivers of Urban Heat Islands 11
A. Impact of Solar Irradiance 12
B. Impact of Terrestrial Processes 17
C. Impact of Anthropogenic Activities 24
4. Problem Statement 28
5. Research Objectives 28
6. The Research Outline 29
II. LITERATURE REVIEW 32
1. Historical Background of Urban Heat Island 32
2. Urban Heat Island Definition and Classification 33
3. Factors Contributing to the Urban Heat Island Effect 35
4. Problems Related with the Phenomenon of Urban Heat Island 40
5. Tools Used to Evaluate Urban Heat Island Intensity 42
6. Urban Heat Island Mitigation Methods 46
A. Outdoor Strategies 46
B. Indoor Strategies 49
7. The Research Trend 49
III. METHODOLOGY AND DATA 57
1. Study Area 57
A. Administrative Zoning of Busan Metropolitan Area 61
2. Theoretical Background 69
A. Conversion of Digital Numbers (DN) to At-sensor Radiance 69
B. Conversion of Digital Numbers to Top of Atmosphere Reflectance 71
C. Top of Atmosphere Brightness Temperature (TB) 72
D. Land surface Emissivity (ε) 73
E. Land Surface Temperature (LST) 75
F. Determining Urban Heat Island Intensity (UHI) 76
3. Research Flow chart 77
4. Data 78
A. Data Collection 78
B. Data Preprocessing 81
C. Composite Bands 82
D. Data Processing 83
E. Image Classification 84
F. Object-Based Image Analysis Classification (OBIA) 84
G. Unsupervised classification 85
H. Supervised Classification 85
I. Maximum Likelihood Classification 86
J. Post-classification processing 88
K. Classification Accuracy Assessment 89
L. Change Detection 92
5. Extraction of the Built-Environment 93
A. Normalized Difference Built-up Index (NDBI) 95
B. Normalized Difference Water Index (NDWI) 95
C. Modified Normalized Difference Water Index (MNDWI) 96
D. Built-up Index (BU) 97
E. Built-up Extraction Method (BUEM) 97
F. Built Area Extraction Method (BAEM) 97
6. Zonal Statistics 97
7. Spatial Hot Spot Analysis (Getis-Ord Gi*) 99
8. Cluster and Outlier Analysis (Anselin Local Moran's I) 101
IV. RESULTS AND ANALYSES 103
1. Land Use Land Cover Analysis 103
2. Land Use Land Cover Change Analysis 107
3. Monitoring Urban Expansion 110
4. Land Surface Temperature Change 113
5. Temperature Variation on Various Land Use Land Cover Types 115
6. Interaction Between Land Surface Temperature and Land Cover Types 118
A. Land surface Temperature change in Vegetation 118
B. Land surface temperature Change in Developed Areas 120
C. Land Surface Temperature Change in Water Bodies 123
7. Spatial and Temporal Distribution of Urban Heat Island 125
A. Summer Urban Heat Island Effect 126
B. Winter Urban Heat Island Effect 127
8. Statistical Analysis of the Urban Heat Island 128
A. Zonal Statistics 128
B. Hot Spots Analysis (Getis-Ord Gi*) 135
C. Cluster and Outlier Analysis (Anselin Local Moran's I) 138
V. DISCUSSION AND CONCLUSION 142
1. Discussion 142
2. Limitations 152
3. Conclusions 153
4. Future Research 156
VI. REFERENCES 157
VII. APPENDICES 184
VIII. LIST OF ABBREVIATIONS 187
Degree
Master
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대학원 > 지구환경시스템과학부-공간정보시스템공학전공
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