Road Green Belt Extraction and Dynamic Analysis based on Vehicle LiDAR Points Cloud

Pengpeng LI; Yongqiang LI; Lailiang CAI; Yahan DONG; Huilong FAN

doi:10.12082/dqxxkx.2020.190196

[1] 陈雷, 张丽微, 杨善云, 等. 夏冬两季城郊公路绿化带的降噪效果差异分析[J]. 环境工程学报, 2017,11(9):5320-5325. [ ChenL, Zhang LW, Yang SY, et al. Variation analysis of noise-reduction effect by green belts of suburban road in summer and winter[J]. Chinese Journal of Environmental Engineering, 2017,11(9):5320-5325. ] [ Chen L, Zhang L W, Yang S Y, et al. Variation analysis of noise-reduction effect by green belts of suburban road in summer and winter[J]. Chinese Journal of Environmental Engineering, 2017,11(9):5320-5325. ]

[2] 张志永, 李全明, 南海龙, 等. 北京平原地区公路典型绿化带降噪功能初探[J]. 林业科学研究, 2017,30(2):329-334. [ Zhang ZY, Li QM, Nan HL, et al. Study on noise attenuation of green belts in plain area[J]. Forest Research, 2017,30(2):329-334. ] [ Zhang Z Y, Li Q M, Nan H L, et al. Study on noise attenuation of green belts in plain area[J]. Forest Research, 2017,30(2):329-334. ]

[3] 刘潇忆, 牛雅琼, 文星星, 等. 不同绿化带对城市道路噪声削减的影响[J]. 城市环境与城市生态, 2016,29(6):18-21. [ Liu XY, Niu YQ, Wen XX, et al. Investigation of traffic noise reduction on urban road by different green belts[J]. Urban Environment & Urban Ecology, 2016,29(6):18-21. ] [ Liu X Y, Niu Y Q, Wen X X, et al. Investigation of traffic noise reduction on urban road by different green belts[J]. Urban Environment & Urban Ecology, 2016,29(6):18-21. ]

[4] 范丽雅, 刘树华, 刘辉志, 等. 绿化带对城市大气环境及空气质量的影响[J]. 气候与环境研究, 2006,11(1):85-93. [ Fan LY, Liu SH, Liu HZ, et al. The impact of greenbelt on urban atmospheric environment and airquality[J]. Climatic and Environment Research, 2006,11(1):85-93. ] [ Fan L Y, Liu S H, Liu H Z, et al. The impact of greenbelt on urban atmospheric environment and airquality[J]. Climatic and Environment Research, 2006,11(1):85-93. ]

[5] 王斐, 刘艳红, 冯代丽, 等. 城市绿地信息提取的研究进展[J]. 中国农学通报, 2017,33(10):67-71. [ WangF, Liu YH, Feng DL, et al. Research progress of information extraction of urban green space[J]. Chinese Agricultural Science Bulletin, 2017,33(10):67-71. ] [ Wang F, Liu Y H, Feng D L, et al. Research progress of information extraction of urban green space[J]. Chinese Agricultural Science Bulletin, 2017,33(10):67-71. ]

[6] 张邦俊, 胡芬, 黄有兴, 等. 绿化带对交通噪声的衰减及对主观反应的影响[J]. 环境污染与防治, 1994,16(1):31-33. [ Zhang Bj, HuF, Huang YX, et al. Study on the index system and assessment method of industrial eco-engineering in Emei Semiconductor Material Factory[J]. Environment Pollution & Control, 1994,16(1), 31-33. ] [ Zhang B j, Hu F, Huang Y X, et al. Study on the index system and assessment method of industrial eco-engineering in Emei Semiconductor Material Factory[J]. Environment Pollution & Control, 1994,16(1),31-33. ]

[7] 鲍新雪, 王晓红, 吴丛, 等. 基于ETM+影像的绿地信息提取方法研究[J]. 测绘工程, 2016,25(10):26-30. [ Bao XX, Wang XH, WuC, et al. Research on information extraction method of green space based on ETM+ remote sensing image[J]. Engineering of Surveying and Mapping, 2016,25(10):26-30. ] [ Bao X X, Wang X H, Wu C, et al. Research on information extraction method of green space based on ETM+ remote sensing image[J]. Engineering of Surveying and Mapping, 2016,25(10):26-30. ]

[8] 杨柳, 陈延辉, 岳德鹏, 等. 无人机遥感影像的城市绿地信息提取[J]. 测绘科学, 2017,42(2):59-64. [ YangL, Chen YH, Yue DP, et al. Information extraction of urban green space based on UAV remote sensing image[J]. Science of Surveying and Mapping, 2017,42(2):59-64. ] [ Yang L, Chen Y H, Yue D P, et al. Information extraction of urban green space based on UAV remote sensing image[J]. Science of Surveying and Mapping, 2017,42(2):59-64. ]

[9] 尹艳豹, 唐守正, 郎璞梅, 等. 多回波机载LiDAR数据提取林地DEM的判别分析方法[J]. 林业科学, 2011,47(12):106-113. [ Yin YB, Tang SZ, Lang PM, et al. Determination of DEM based on Multiple-echo data of airborne LiDAR in mountainous wooded area using discriminant analysis[J]. ScientiaSilvaeSinicae, 2011,47(12):106-113. ] [ Yin Y B, Tang S Z, Lang P M, et al. Determination of DEM based on Multiple-echo data of airborne LiDAR in mountainous wooded area using discriminant analysis[J]. ScientiaSilvaeSinicae, 2011,47(12):106-113. ]

[10] et alRetrieving crop fractional cover and LAI based on airborne Lidardata[J]. Journal of Remote Sensing, 1276-1288(2011).

[11] et alAirborne LIDAR data segmentation based on 3D mathematical morphology[J]. Journal of Remote Sensing, 15, 1189-1201(2011).

[12] 余柏蒗, 刘红星, 吴健平. 一种应用机载LiDAR数据和高分辨率遥感影像提取城市绿地信息的方法[J]. 中国图象图形学报, 2010,15(5):782-789. [ Yu BL, Liu HX, Wu JP. A method for urban vegetation classification using airborne LiDAR data and high resolution remote sensing images[J]. Journal of Image and Graphics, 2010,15(5):782-789. ] [ Yu B L, Liu H X, Wu J P. A method for urban vegetation classification using airborne LiDAR data and high resolution remote sensing images[J]. Journal of Image and Graphics, 2010,15(5):782-789. ]

[13] 张小飞, 王仰麟, 李正国, 等. 三维城市景观生态研究[J]. 生态学报, 2007,27(7):2972-2982. [ Zhang XF, Wang YL, Li ZG, et al. Preliminary theory of three-dimensional urban landscape ecology[J]. Acta Ecologica Sinica, 2007,27(7):2972-2982. ] [ Zhang X F, Wang Y L, Li Z G, et al. Preliminary theory of three-dimensional urban landscape ecology[J]. Acta Ecologica Sinica, 2007,27(7):2972-2982. ]

[14] 卢秀山, 李清泉, 冯文灏, 等. 车载式城市信息采集与三维建模系统[J]. 武汉大学学报·工学版, 2003,36(3):76-80. [ Lu XS, Li QQ, Feng WH, et al. Vehicle-borne urban information acquisition and 3D modeling system[J]. Journal of Wuhan University of Hydraulic and Electric Engineering, 2003,36(3):76-80. ] [ Lu X S, Li Q Q, Feng W H, et al. Vehicle-borne urban information acquisition and 3D modeling system[J]. Journal of Wuhan University of Hydraulic and Electric Engineering, 2003,36(3):76-80. ]

[15] 3D change detection at street level using mobile laser scanning point clouds and terrestrial images[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 90, 23-35(2014).

[16] et alAutomated road markings extraction from mobile laser scanning data[J]. International Journal of Applied Earth Observation and Geoinformation, 32, 125-137(2014).

[17] 李海亭, 肖建华, 李艳红, 等. 机器学习在车载激光点云分类中的应用研究[J]. 华中师范大学学报(自然科学版), 2015,49(3):460-464. [ Li HT, Xiao JH, Li YH, et al. Application of machine learning in the vehicle-borne laser point cloud[J]. Journal of Central China Normal University (Natural Sciences), 2015,49(3):460-464. ] [ Li H T, Xiao J H, Li Y H, et al. Application of machine learning in the vehicle-borne laser point cloud[J]. Journal of Central China Normal University (Natural Sciences), 2015,49(3):460-464. ]

[18] 刘峰, 龚健雅. 基于3D LiDAR数据的城区植被识别研究[J]. 地理与地理信息科学, 2009,25(6):5-8. [ LiuF, Gong JY. Detection of urban vegetation with 3D liDAR[J]. Geography and Ge0-information Science, 2019,25(6):5-8. ] [ Liu F, Gong J Y. Detection of urban vegetation with 3D liDAR[J]. Geography and Ge0-information Science, 2019,25(6):5-8. ]

[19] 王昱. 基于车载LiDAR数据和街景照片的街道美景度评价[D]. 南京:南京大学, 2016. [ WangY. A novel evaluation method based on mobile LiDAR data and street view[D]. Nanjing: Nanjing Unicersity, 2016. ] [ Wang Y. A novel evaluation method based on mobile LiDAR data and street view[D]. Nanjing: Nanjing Unicersity,2016. ]

[20] 赵刚, 杨必胜. 基于Gradient Boosting的车载LiDAR点云分类[J]. 地理信息世界, 2016,23(3):47-52. [ ZhaoG, Yang BS. Mobile LiDAR point cloud classification based on gradient boosting[J]. Geomatics World, 2016,23(3):47-52. ] [ Zhao G, Yang B S. Mobile LiDAR point cloud classification based on gradient boosting[J]. Geomatics World, 2016,23(3):47-52. ]

[21] 喻亮. 基于车载激光扫描数据的地物分类和快速建模技术研究[D]. 武汉:武汉大学, 2011. [ YuL. Research on ground object classification and rapid modeling technology based on vehiclelaserscanning data[D]. Wuhan:Wuhan University, 2011. ] [ Yu L. Research on ground object classification and rapid modeling technology based on vehiclelaserscanning data[D]. Wuhan:Wuhan University, 2011. ]

[22] DEM generation from laser scanner data using a daptive TIN models[J]. International Archives of Photogrammetry and Remote Sensing, 33, 110-117(2000).

[23] 李卉, 李德仁, 黄先锋, 等. 一种渐进加密三角网LIDAR点云滤波的改进算法[J]. 测绘科学, 2009,34(3):39-40. [ LiH, Li DR, Huang XF, et al. Advanced adaptive TIN filter for LiDAR point clouds data[J]. Science of Surveying and Mapping, 2009,34(3):39-40. ] [ Li H, Li D R, Huang X F, et al. Advanced adaptive TIN filter for LiDAR point clouds data[J]. Science of Surveying and Mapping, 2009,34(3):39-40. ]

[24] Filtering air-borne laser scanning data with filtering air-borne laser scanning data with morphological methods[J]. Photogrammetric Engineering and Remote Sensing, 73, 175-185(2007).