The influence of land-cover type on the relationship between NDVI–LST and LST-Tair

归一化差异植被指数 环境科学 土地覆盖 白天 中分辨率成像光谱仪 光谱辐射计 城市热岛 大气科学 植被(病理学) 植被覆盖 空气温度 气温日变化 植物覆盖 气候学 线性回归 气象学 土地利用 反射率 卫星 气候变化 地理 统计 数学 地质学 光学 考古 海洋学 物理 土木工程 航空航天工程 天蓬 医学 病理 工程类
作者
Forough Marzban,Sahar Sodoudi,René Preusker
出处
期刊:International Journal of Remote Sensing [Taylor & Francis]
卷期号:39 (5): 1377-1398 被引量:134
标识
DOI:10.1080/01431161.2017.1402386
摘要

Air temperature (T2m or Tair) measurements from 20 ground weather stations in Berlin were used to estimate the relationship between air temperature and the remotely sensed land surface temperature (LST) measured by Moderate Resolution Imaging Spectroradiometer over different land-cover types (LCT). Knowing this relationship enables a better understanding of the magnitude and pattern of Urban Heat Island (UHI), by considering the contribution of land cover in the formation of UHI. In order to understand the seasonal behaviour of this relationship, the influence of the normalized difference vegetation index (NDVI) as an indicator of degree of vegetation on LST over different LCT was investigated. In order to evaluate the influence of LCT, a regression analysis between LST and NDVI was made. The results demonstrate that the slope of regression depends on the LCT. It depicts a negative correlation between LST and NDVI over all LCTs. Our analysis indicates that the strength of correlations between LST and NDVI depends on the season, time of day, and land cover. This statistical analysis can also be used to assess the variation of the LST–T2m relationship during day- and night-time over different land covers. The results show that LSTDay and LSTNight are correlated significantly (p = 0.0001) with T2mDay (daytime air temperature) and T2mNight (night-time air temperature). The correlation (r) between LSTDay and TDay is higher in cold seasons than in warm seasons. Moreover, during cold seasons over every LCT, a higher correlation was observed during daytime than during night-time. In contrast, a reverse relationship was observed during warm seasons. It was found that in most cases, during daytime and in cold seasons, LST is lower than T2m. In warm seasons, however, a reverse relationship was observed over all land-cover types. In every season, LSTNight was lower than or close to T2mNight.
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