自然资源陆地卫星激光测高标准产品高程精度评价

Terrain height assessment of satellite laser altimetry standard products for natural resources

卫星激光测高技术能够获取高精度地表高程分布信息,在对地观测领域具有独特的优势。中国近年来陆续发射的高分七号卫星和资源三号03星均搭载了激光测高系统,用于全球高程控制点获取。随着高分七号卫星、资源三号03星稳定在轨运行,并持续获取激光测高数据,中国首次在激光测高领域形成相关数据产品,即自然资源卫星激光测高标准产品(SLA03)。本文以平原、有森林覆盖的山地两个不同类型区域的高精度机载点云数据为参考,对中国自然资源卫星激光测高标准产品的高程精度进行综合评价。结果显示:在使用合适的阈值剔除人工建筑、树木冠层的激光点后,高分七号卫星SLA03数据在平原地区高程精度RMSE达到0.653 m,LE90为1.055 m,其中60%以上精度优于0.3 m,而在有森林覆盖的山地下降至1.210 m (RMSE)和2.002 m(LE90);资源三号03星SLA03数据在平原地区达到1.312 m (RMSE)和2.389 m (LE90),其中50%以上精度优于0.5 m,有森林覆盖的山地则为1.661 m (RMSE)和2.999 m (LE90)。另外,高分七号卫星SLA03数据受季节因素影响较为明显,主要由植被生长引起。相关结论能够指导自然资源卫星激光测高标准产品的深入应用,并为后续卫星激光测高载荷设计与参数论证提供支撑。

Satellite laser altimetry technology,with its ability to acquire highly accurate vertical distribution information,possesses unique advantages in the field of Earth observation.Currently,different satellite laser altimetry systems are operating in orbit both domestically and internationally.In recent years,China has launched the GF-7 satellite and ZY3-03 satellite,both equipped with laser altimetry systems,which are primarily employed for acquiring global laser elevation control points.With the steady operation of these satellites in orbit and the continuous acquisition of laser altimetry data,China has,for the first time,formed related data products in the field of laser altimetry,called Satellite Laser Altimetry standard(SLA03)data products for natural resources.To better understand the accuracy level of the products and guide the subsequent application and optimization,a comprehensive accuracy evaluation must be conducted.Based on the high-accurate airborne LiDAR data gathered in plain areas and mountainous regions with forests,thousands of laser points are collected to comprehensively evaluate the terrain height accuracy of the SLA03 data products for natural resources in this paper.After coordinate transformation and data conversion,the SLA03 data and reference data are unified into the same coordinate framework.Then,taking the size of the laser ground spot into consideration,the reference terrain elevations are obtained based on the points classified as ground from the LiDAR data.Multiple accuracy metrics,including overall bias,Mean Absolute Error(MAE),Root Mean Square Error(RMSE),and 90th percentile Linear Error(LE90),are utilized for elevation accuracy assessment.Results show that,after eliminating the laser points located at tree canopies or buildings using a proper threshold,the height accuracy of the SLA03 data products from the GF-7 satellite is 0.653 m in RMSE and 1.055 m in LE90 in plain areas,with over 60%under 0.3 m,but decreases to 1.210 m(RMSE)and 2.002 m(LE90)in mountainous regions with forests.The accuracy of the SLA03 data products from the ZY3-03 satellite is 1.312 m(RMSE)and 2.389 m(LE90)in plain areas with more than 50%under 0.5 m,while in the mountainous regions with forests,it declines to 1.661 m(RMSE)and 2.999 m(LE90).The potential for elevation control points in the plains is above 60%for both the GF-7 and ZY3-03 satellites,but additional screening is required before use.The elevation accuracy of SLA03 products from the GF-7 satellite is obviously affected by seasonal factors,which are mainly caused by vegetation growth.Meanwhile,the elevation accuracy of SLA03 products from the ZY3-03 satellite is inferior to that of the GF-7 satellite,hindering the former satellite from effectively distinguishing the impact of seasonal changes in vegetation.The relevant conclusions will guide the effective application of SLA03 products and provide support for the design and parameter argumentation of subsequent satellite laser altimetry systems.