Urban Landscape Change Analysis Using Local Climate Zones and Object-Based Classification in the Salt Lake Metro Region, Utah, USA

被引:23
作者
Collins, Jed [1 ]
Dronova, Iryna [1 ]
机构
[1] Univ Calif Berkeley, Dept Landscape Architecture & Environm Planning, 202 Wurster Hall 2000, Berkeley, CA 94720 USA
关键词
local climate zones; supervised classification; OBIA; urbanization; change detection; FUTURE GROWTH SCENARIOS; HEAT-ISLAND; IMAGE-ANALYSIS; LAND-COVER; BACKGROUND CLIMATE; AIR-TEMPERATURE; WASATCH FRONT; IMPACTS; WUDAPT; VULNERABILITY;
D O I
10.3390/rs11131615
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Urban areas globally are vulnerable to warming climate trends exacerbated by their growing populations and heat island effects. The Local Climate Zone (LCZ) typology has become a popular framework for characterizing urban microclimates in different regions using various classification methods, including a widely adopted pixel-based protocol by the World Urban Database and Access Portal Tools (WUDAPT) Project. However, few studies to date have explored the potential of object-based image analysis (OBIA) to facilitate classification of LCZs given their inherent complexity, and few studies have further used the LCZ framework to analyze land cover changes in urban areas over time. This study classified LCZs in the Salt Lake Metro Region, Utah, USA for 1993 and 2017 using a supervised object-based analysis of Landsat satellite imagery and assessed their change during this time frame. The overall accuracy, measured for the most recent classification period (2017), was equal to 64% across 12 LCZs, with most of the error resulting from similarities among highly developed LCZs and non-developed classes with sparse or low-stature vegetation. The observed 1993-2017 changes in LCZs indicated a regional tendency towards primarily suburban, open low-rise development, and large low-rise and paved classes. However, despite the potential for local cooling with landscape transitions likely to increase vegetation cover and irrigation compared to pre-development conditions, summer averages of Landsat-derived top-of-atmosphere brightness temperatures showed a pronounced warming between 1992-1994 and 2016-2018 across the study region, with a 0.1-2.9 degrees C increase among individual LCZs. Our results indicate that future applications of LCZs towards urban change analyses should develop a stronger understanding of LCZ microclimate sensitivity to changes in size and configuration of urban neighborhoods and regions. Furthermore, while OBIA is promising for capturing the heterogeneous and multi-scale nature of LCZs, its applications could be strengthened by adopting more generalizable approaches for LCZ-relevant segmentation and validation, and by incorporating active remote sensing data to account for the 3D complexity of urban areas.
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页数:27
相关论文
共 92 条
[1]  
Akbari H., 2005, ENERGY SAVING POTENT
[2]   The challenge of farmland preservation - Lessons from a six-nation comparison [J].
Alterman, R .
JOURNAL OF THE AMERICAN PLANNING ASSOCIATION, 1997, 63 (02) :220-243
[3]  
[Anonymous], 2016, P 4 INT C COUNT URB
[4]  
Baatz M., 2000, ANGEW GEOGRAPHISCHE, P12, DOI DOI 10.3390/RS5010183
[5]  
BECHET B, 2017, J SOIL SEDIMENT, P1
[6]   SUHI analysis using Local Climate Zones-A comparison of 50 cities [J].
Bechtel, Benjamin ;
Demuzere, Matthias ;
Mills, Gerald ;
Zhan, Wenfeng ;
Sismanidis, Panagiotis ;
Small, Christopher ;
Voogt, James .
URBAN CLIMATE, 2019, 28
[7]   Generating WUDAPT Level 0 data - Current status of production and evaluation [J].
Bechtel, Benjamin ;
Alexander, Paul J. ;
Beck, Christoph ;
Boehner, Juergen ;
Brousse, Oscar ;
Ching, Jason ;
Demuzere, Matthias ;
Fonte, Cidalia ;
Gal, Tamas ;
Hidalgo, Julia ;
Hoffmann, Peter ;
Middel, Ariane ;
Mills, Gerald ;
Ren, Chao ;
See, Linda ;
Sismanidis, Panagiotis ;
Verdonck, Marie-Leen ;
Xu, Guang ;
Xu, Yong .
URBAN CLIMATE, 2019, 27 :24-45
[8]   Classification of Local Climate Zones Using SAR and Multispectral Data in an Arid Environment [J].
Bechtel, Benjamin ;
See, Linda ;
Mills, Gerald ;
Foley, Micheal .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2016, 9 (07) :3097-3105
[9]   Mapping Local Climate Zones for a Worldwide Database of the Form and Function of Cities [J].
Bechtel, Benjamin ;
Alexander, Paul J. ;
Boehner, Juergen ;
Ching, Jason ;
Conrad, Olaf ;
Feddema, Johannes ;
Mills, Gerald ;
See, Linda ;
Stewart, Iain .
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2015, 4 (01) :199-219
[10]   The effects of green spaces (Palme trees) on the microclimate in arides zones, case study: Ghardaia, Algeria [J].
Bencheikh, Hamida ;
Rchid, Ameur .
TERRAGREEN 2012: CLEAN ENERGY SOLUTIONS FOR SUSTAINABLE ENVIRONMENT (CESSE), 2012, 18 :10-20