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Investigating nonlinear factors influencing multi-scale urban land surface temperature using machine learning models
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作者 SHI Yue FAN Qiang +2 位作者 SUN Shuang SONG Xiaonan ZHANG Bing 《Journal of Geographical Sciences》 2025年第9期1998-2014,共17页
With the continuous evolution of urban surface types,the impact of the urban heat island effect on the human population has intensified.Investigating the factors influencing urban thermal environments is crucial for p... With the continuous evolution of urban surface types,the impact of the urban heat island effect on the human population has intensified.Investigating the factors influencing urban thermal environments is crucial for providing theoretical support to urban planning and decision-making.In this study,Shenyang was selected to comprehensively analyse multiple factors,including topography,human activity,vegetation and landscape.Moreover,we used the random forest algorithm to explore nonlinear factors influencing land surface temperature(LST)over four years in the study area.The results revealed that from 2005 to 2020,the total areas with sub-high and high-temperature zones in northern Shenyang steadily increased.The area ratio of these zones increased from 20.18% in 2005 to 24.86% in 2020.Additionally,significant and strong correlations were observed between LST and variables such as the enhanced vegetation index(EVI),normalised difference vegetation index(NDVI),population density,proportion of cropland and proportion of impervious land.In 2010,proportion of impervious land exhibited the strongest correlation with LST at the 5 km scale,reaching 0.852(p<0.01).The 4 km grid scale was identified as the optimal grid size for this study,while the 2 km grid performed the worst.In 2020,NDVI emerged as the most significant factor influencing LST.These findings provide valuable guidance for improving urban planning and developing sustainable strategies. 展开更多
关键词 land surface temperature random forest nonlinear influencing factors grid scale Shenyang city
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The Influence of External Stothastic factors to Heart Rhythm Variability Nonlinear Dynamic Analysis
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作者 WanLei ZhengChongxUn LiuFeng YuHui(Biomedical Engineering Institute Xi’an Jiao Tong University , Xi’an 7401009, P.R.China) 《Chinese Journal of Biomedical Engineering(English Edition)》 1999年第3期32-34,共3页
关键词 The influence of External Stothastic factors to Heart Rhythm Variability nonlinear Dynamic Analysis
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Study of the second harmonic sound field from a circular piston source and the influence in the nonlinearity parameter tomography 被引量:1
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作者 ZHANG Dong CHEN Xi GONG Xiufen (State Key Lab . of Modern Acoustics, Institute of Acoustics, Nanjing University Nanjing 210093) 《Chinese Journal of Acoustics》 1999年第3期272-279,共8页
In the nonlinearity parameter B/A tomography using the second harmonic wav, it is very important to analyze the ultrasonic field of the transducer, especially the generation of the second harmonic wave in the near... In the nonlinearity parameter B/A tomography using the second harmonic wav, it is very important to analyze the ultrasonic field of the transducer, especially the generation of the second harmonic wave in the nearfield. In this paper, the theoretical study and experimental measurements of the second harmoinc pressure field from a circular piston source are performed.And the effect on the nonlinearity parameter tomograaphy is discussed. The results will be used to decrease the error of reconstruction in nonlinearity parameter tomography and bring the ultrasoinc diagnosis a step forward 展开更多
关键词 MHz Study of the second harmonic sound field from a circular piston source and the influence in the nonlinearity parameter tomography
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