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Performance Evaluation and Comparison of Modified Spectral Mixture Analysis Method for Different Images of Landsat Series Satellites

Author

Listed:
  • Xiaodong Huang

    (School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo 454000, China)

  • Wenkai Liu

    (School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo 454000, China
    School of Surveying and Geo-informatics, North China University of Water Resources and Electric Power, Zhengzhou 450045, China)

  • Yuping Han

    (The Yellow River Institute of Science, North China University of Water Resources and Electric Power, Zhengzhou 450045, China)

  • Chunying Wang

    (The Yellow River Institute of Science, North China University of Water Resources and Electric Power, Zhengzhou 450045, China)

  • Han Wang

    (School of Water Conservancy, North China University of Water Resources and Electric Power, Zhengzhou 450045, China)

  • Sai Hu

    (School of Environmental Science and Spatial Informatics, China University of Mining and Technology, Xuzhou 221116, China)

Abstract

Urban impervious surface is considered one of main factors affecting urban heat island and urban waterlogging. It is commonly extracted utilizing the original linear spectral mixture analysis (LSMA) model. However, due to the deficiencies of this method, many improvements and modifications have been proposed. In this paper, a modified dynamic endmember linear spectral mixture analysis (DELSMA) model was introduced and tested in Zhengzhou, China, using different images of Landsat series satellites. The accuracy and performance of DELSMA model was evaluated in terms of R M S E , r and R 2 . Results show that (1) the DELSMA model performed equally well for Landsat-5 Thematic Mapper (TM) and Landsat-7 Enhanced Thematic Mapper (ETM+) images, and obtained better accuracy by using Landsat-8 Operational Land Imager (OLI) than Landsat TM/ETM+; (2) the DELSMA model achieved a better performance than the original LSMA model consistently, using images of Landsat from different sensors. Based exclusively on the overall accuracy reports, the DELSMA model proved to be a more efficient method for extracting impervious surface. Our study will provide a reliable method of impervious surface estimation for the urban planner and management in monitoring urban expansion, revealing urban heat island, and estimating urban surface runoff, using time-series Landsat imagery.

Suggested Citation

  • Xiaodong Huang & Wenkai Liu & Yuping Han & Chunying Wang & Han Wang & Sai Hu, 2019. "Performance Evaluation and Comparison of Modified Spectral Mixture Analysis Method for Different Images of Landsat Series Satellites," Sustainability, MDPI, vol. 11(22), pages 1-18, November.
    • Handle: RePEc:gam:jsusta:v:11:y:2019:i:22:p:6227-:d:284370
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    References listed on IDEAS

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    1. Huafei Yu & Yaolong Zhao & Yingchun Fu & Le Li, 2018. "Spatiotemporal Variance Assessment of Urban Rainstorm Waterlogging Affected by Impervious Surface Expansion: A Case Study of Guangzhou, China," Sustainability, MDPI, vol. 10(10), pages 1-22, October.
    2. Hongbo Zhao & Zhibin Ren & Juntao Tan, 2018. "The Spatial Patterns of Land Surface Temperature and Its Impact Factors: Spatial Non-Stationarity and Scale Effects Based on a Geographically-Weighted Regression Model," Sustainability, MDPI, vol. 10(7), pages 1-21, June.
    3. Chaobin Yang & Xingyuan He & Fengqin Yan & Lingxue Yu & Kun Bu & Jiuchun Yang & Liping Chang & Shuwen Zhang, 2017. "Mapping the Influence of Land Use/Land Cover Changes on the Urban Heat Island Effect—A Case Study of Changchun, China," Sustainability, MDPI, vol. 9(2), pages 1-17, February.
    4. Han Li & Long Li & Longqian Chen & Xisheng Zhou & Yifan Cui & Yunqiang Liu & Weiqiang Liu, 2019. "Mapping and Characterizing Spatiotemporal Dynamics of Impervious Surfaces Using Landsat Images: A Case Study of Xuzhou, East China from 1995 to 2018," Sustainability, MDPI, vol. 11(5), pages 1-22, February.
    5. DMSLB Dissanayake & Takehiro Morimoto & Yuji Murayama & Manjula Ranagalage, 2019. "Impact of Landscape Structure on the Variation of Land Surface Temperature in Sub-Saharan Region: A Case Study of Addis Ababa using Landsat Data (1986–2016)," Sustainability, MDPI, vol. 11(8), pages 1-18, April.
    6. Hui Zhang & Jiong Cheng & Zhifeng Wu & Cheng Li & Jun Qin & Tong Liu, 2018. "Effects of Impervious Surface on the Spatial Distribution of Urban Waterlogging Risk Spots at Multiple Scales in Guangzhou, South China," Sustainability, MDPI, vol. 10(5), pages 1-20, May.
    7. Yanping Qian & Zhen Wu, 2019. "Study on Urban Expansion Using the Spatial and Temporal Dynamic Changes in the Impervious Surface in Nanjing," Sustainability, MDPI, vol. 11(3), pages 1-22, February.
    8. Min Min & Hongbo Zhao & Changhong Miao, 2018. "Spatio-Temporal Evolution Analysis of the Urban Heat Island: A Case Study of Zhengzhou City, China," Sustainability, MDPI, vol. 10(6), pages 1-23, June.
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