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Spatiotemporal dynamics of burned areas in the Caatinga Biome, Brazil: a GIS-based assessment 巴西Caatinga生物群系燃烧面积的时空动态:基于gis的评估
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-16 DOI: 10.1007/s12518-025-00677-9
Suelem Farias Soares Martins, Alex Mota dos Santos, Carlos Fabricio Assunção da Silva, Fabrizia Gioppo Nunes, Alexandre Arnhold, Anderson Paulo Rudke, Gerson dos Santos Lisboa

Spatial analyses of geographic data and information provide valuable insights for decision-making and enable understanding of the distribution of geographically localized phenomena. This research aims to explore the spatiotemporal dynamics of burned areas in the Caatinga Biome and their relationship with land use and land cover from 1985 to 2023. The analysis is based on Geographic Information Systems (GIS), integrating burn scar data with land use and land cover classifications. The main results revealed that fires occurred annually in natural vegetation formations, Savanna Formation, Forest Formation, and Grassland Formation (in this order), followed by land use classes such as Mosaic of Uses and Pasture Areas. However, it is not possible to conclude that the fires originated in natural vegetation. Burned areas within natural regions may have originated from anthropized areas, such as pastures in their immediate surroundings. The recurrent occurrence of fires in natural vegetation areas, potentially triggered by adjacent anthropized zones, highlights the need for preventive actions in transition areas between human-modified landscapes and native ecosystems. The annual variation patterns of burned areas remained consistent and persistent, although fluctuations were observed in pasture areas across all analyzed periods.

地理数据和信息的空间分析为决策提供了有价值的见解,并使人们能够理解地理局部现象的分布。本研究旨在探讨1985 - 2023年Caatinga生物群落燃烧面积的时空动态及其与土地利用和土地覆盖的关系。该分析基于地理信息系统(GIS),将烧伤疤痕数据与土地利用和土地覆盖分类相结合。主要研究结果表明,每年发生火灾的土地利用类型依次为自然植被层、稀树草原层、森林层和草地层。然而,不能断定火灾是由天然植被引起的。自然区域内的燃烧区域可能起源于人类活动区域,例如其周围的牧场。自然植被区经常发生火灾,可能是由邻近的人类活动区引起的,这突出表明需要在人类活动改变的景观和本地生态系统之间的过渡地区采取预防行动。烧毁地区的年变化模式保持一致和持久,尽管在所有分析期间都观察到牧场地区的波动。
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引用次数: 0
The effect of different areas and image band in the road extraction from high-resolution uav images using the Obia method 利用Obia方法研究了不同区域和图像频带对高分辨率无人机图像道路提取的影响
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-12 DOI: 10.1007/s12518-025-00678-8
Abdurahman Yasin Yiğit, Murat Uysal

This study semi-automatically detects road lines using object-based classification methods from orthophoto produced from UAV images. Three studies were carried out on images with visible and infrared wavelengths. The study's major aim is to examine the effect of spectral bands and different areas on classification accuracy. First, orthophotos were produced from UAV images of different areas and an object-based classification algorithm was used to detect roads. Then, statistical comparisons were made and, user accuracy in the three study regions ranged from 85 to 91%. Overall accuracies were calculated between 0.819 and 0.889, and the results were within the confidence interval.

本研究使用基于目标的分类方法从无人机图像产生的正射影像中半自动检测道路线。对可见光和红外波长的图像进行了三项研究。研究的主要目的是考察光谱波段和不同区域对分类精度的影响。首先,从不同区域的无人机图像生成正射影像,并使用基于目标的分类算法进行道路检测;然后,进行统计比较,三个研究区域的用户准确率在85%到91%之间。总体精度计算在0.819 ~ 0.889之间,结果在置信区间内。
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引用次数: 0
Orthometric and normal corrections for the Ecuadorian vertical control network 厄瓜多尔垂直控制网的正交和法向校正
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-11 DOI: 10.1007/s12518-025-00676-w
José L. Carrión Sánchez, Freddy Rodríguez Cevallos, Fredy Flores Estrella, Miguel Pozo Flores

Vertical Control Networks are critical in establishing Geodetic Reference Frames at both local and regional levels. The fundamental inputs for propagating geopotential differences, which help determine physical heights essential for the vertical components of these frames, are geometric leveling and gravity observations. In this study, we apply orthometric and normal corrections to the Vertical Control Network of Ecuador to obtain height differences that account for the effects of gravity. Since not all level references within the Vertical Control Network have corresponding gravity observations, we derive gravity values for calculating orthometric corrections through interpolation and Global Geopotential Models. Finally, we analyze the results by calculating the misclosure errors of the network loops. This analysis considers the impact of orthometric and normal corrections and variations in the gravity sources.

垂直控制网对于在地方和区域一级建立大地测量参考系至关重要。传播位势差的基本输入是几何水准和重力观测,位势差有助于确定这些框架的垂直分量所必需的物理高度。在这项研究中,我们对厄瓜多尔垂直控制网应用正交和法向校正,以获得考虑重力影响的高度差。由于并非垂直控制网内的所有水平参考都有相应的重力观测,因此我们通过插值和全球地势模型推导重力值,用于计算正测改正。最后,我们通过计算网络环路的误闭误差来分析结果。该分析考虑了重力源的正校正和法向校正以及变化的影响。
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引用次数: 0
Modeling post-disaster urban sprawl trajectories through ANN-based land use/land cover change analysis and scenario projection 基于人工神经网络的土地利用/土地覆盖变化分析和情景预测的灾后城市蔓延轨迹建模
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-09 DOI: 10.1007/s12518-025-00674-y
Alperen Meral

Urban expansion in the aftermath of natural disasters presents critical challenges to sustainable land use planning and environmental resilience. This study models post-disaster urban growth trajectories by analysing land use and land cover (LULC) changes from 2017 to 2025 and simulating future development scenarios up to 2040 using an Artificial Neural Network (ANN) integrated within the QGIS MOLUSCE module. Sentinel-2 satellite imagery and digital elevation models were employed to classify six LULC categories: built-up areas, croplands, rangelands, bare land, forested areas, and water bodies. The methodology was applied to the Central District of Elazığ, Türkiye a region significantly affected by the 2020 earthquake. Results reveal a substantial 60.89% increase in built-up areas, primarily driven by rapid post-disaster reconstruction. This expansion has coincided with notable reductions in cropland and rangeland coverage, while forest and water body areas have increased due to afforestation projects and water-related infrastructure investments. Scenario-based projections indicate that, if current urbanisation trends persist, pressure on ecologically sensitive and agriculturally valuable lands will likely intensify by 2040. The ANN model demonstrated high predictive accuracy, with an overall correctness of 97.52% and a Kappa coefficient of 0.96. Based on these findings, the study recommends integrated planning strategies that: (i) prevent development on fertile agricultural plains, (ii) incorporate ecological thresholds in urban site selection, (iii) avoid construction near seismic fault lines and water bodies, and (iv) promote green infrastructure solutions including ecological corridors, urban forests, and sustainable stormwater systems within post-disaster urban development frameworks.

自然灾害后的城市扩张对可持续土地利用规划和环境复原力提出了严峻挑战。本研究通过分析2017年至2025年土地利用和土地覆盖(LULC)的变化,并使用集成在QGIS MOLUSCE模块中的人工神经网络(ANN)模拟到2040年的未来发展情景,建立了灾后城市增长轨迹模型。利用Sentinel-2卫星影像和数字高程模型,对建成区、农田、放牧区、裸地、林地和水体等6类土地利用变化趋势区进行了分类。该方法应用于受2020年地震严重影响的中部地区Elazığ, trkiye。结果显示,受灾后快速重建的推动,建成区的人口增长了60.89%。与此同时,耕地和牧场面积显著减少,而由于造林项目和与水有关的基础设施投资,森林和水体面积有所增加。基于情景的预测表明,如果目前的城市化趋势持续下去,到2040年,对生态敏感和农业价值土地的压力可能会加剧。该模型具有较高的预测准确率,总体准确率为97.52%,Kappa系数为0.96。基于这些发现,该研究建议综合规划策略:(i)防止在肥沃的农业平原上开发;(ii)在城市选址中纳入生态阈值;(iii)避免在地震断层线和水体附近建设;(iv)在灾后城市发展框架内促进绿色基础设施解决方案,包括生态走廊、城市森林和可持续雨水系统。
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引用次数: 0
Enhancing village-level spatial planning with unmanned aerial vehicles: A comparative study of direct georeferencing and ground control points 利用无人机加强村级空间规划:直接地理参考与地面控制点的比较研究
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-08 DOI: 10.1007/s12518-025-00682-y
Gunawan Setyo Prabowo, Suprapedi Suprapedi, Muhammad Bisri, Wayan Firdaus Mahmudy, Ari Sugeng Budiyanta, Nur Sugi, Try Kusuma Wardana, Aries Asrianto Ramadian, Hartono Hartono, Rudi Choirul Anwar, Unggul Satrio Yudhotomo

Spatial information is critical to supporting the “Precision Village Data” concept, as accurate village-level spatial data enhances governmental decision-making and delivers various benefits. However, acquiring precise spatial data in developing countries such as Indonesia remains challenging due to outdated base maps and inconsistent reference frameworks. In response, Indonesia’s One Map Policy aims to resolve these issues. Unmanned Aerial Vehicles (UAVs) have emerged as a promising alternative for photogrammetric mapping. Modern UAVs can perform direct georeferencing to attain high levels of mapping accuracy. This study evaluates UAV-based georeferencing techniques for precision mapping in village-level spatial planning as part of implementing Indonesia’s One Map Policy. The novelty of this research lies in the comparative assessment of two UAV-based georeferencing systems (Emlid and Pixhawk) across a village-scale area of 140 hectares—larger than most comparable studies (< 100 hectares)—under identical operational conditions. Specifically, this study compares and evaluates the accuracy of two widely used georeferencing systems: Emlid and Pixhawk. The results indicate that while direct georeferencing without ground control points (GCP) achieves acceptable accuracy for medium-scale mapping, only the Emlid + GCP configuration meets Class I precision standards (< 0.1 m Circular Error at 90%). While using all available GCPs remains critical for high-precision applications, Emlid provides a more practical solution in contexts in which installing numerous GCPs is not feasible. This research contributes to optimizing UAV mapping techniques to meet Class I precision standards (1:5,000-scale maps), thereby supporting the achievement of the Sustainable Development Goals (SDGs) in rural areas through the implementation of “Precision Village Data.”

空间信息对于支持“精准村数据”概念至关重要,因为准确的村级空间数据可以增强政府决策并带来各种效益。然而,由于过时的基础地图和不一致的参考框架,在印度尼西亚等发展中国家获取精确的空间数据仍然具有挑战性。作为回应,印尼的“一张地图政策”旨在解决这些问题。无人驾驶飞行器(uav)已经成为摄影测量测绘的一个有前途的替代方案。现代无人机可以执行直接地理参考,以获得高水平的测绘精度。本研究评估了基于无人机的地理参考技术在村级空间规划中的精确测绘,作为实施印度尼西亚“一张地图”政策的一部分。这项研究的新颖之处在于在相同的操作条件下,对两个基于无人机的地理参考系统(Emlid和Pixhawk)在140公顷的村庄范围内进行了比较评估——比大多数可比研究(100公顷)都要大。具体来说,本研究比较和评估了两种广泛使用的地理参考系统:Emlid和Pixhawk的精度。结果表明,虽然没有地面控制点(GCP)的直接地理参考在中比例尺制图中达到了可接受的精度,但只有Emlid + GCP配置符合I类精度标准(90%时圆误差为0.1 m)。虽然使用所有可用的gcp对于高精度应用仍然至关重要,但在无法安装大量gcp的环境中,Emlid提供了更实用的解决方案。本研究有助于优化无人机测绘技术,使其达到一级精度标准(1:5 000比例尺地图),从而通过实施“精准村数据”,支持实现农村地区可持续发展目标(sdg)。
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引用次数: 0
Exploratory study of augmented reality in astronomy heritage education: user engagement in the copernicus garden at the Olsztyn planetarium 增强现实在天文遗产教育中的探索性研究:Olsztyn天文馆哥白尼花园的用户参与
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-05 DOI: 10.1007/s12518-025-00679-7
Rafał Kaźmierczak, Cezary Kowalczyk, Grzegorz Grunwald, Robert Skowroński, Magdalena Pilska-Piotrowska

Augmented Reality (AR) offers new opportunities for engaging audiences with cultural and scientific heritage. This study investigates the use of AR in astronomy education through the Copernicus Garden mobile application, developed for a weeklong event at the Olsztyn Planetarium. The research aimed to assess user engagement, perceived usefulness, and interface usability when interacting with AR-based representations of historical astronomical instruments. Data were collected from 767 participants using a mixed-methods approach: telemetry logs from the application, post-visit surveys, and in-depth interviews. Telemetry revealed that 43% of total usage time was dedicated to AR scenes, indicating high levels of interaction with 3D models such as the aerial telescope and solar quadrant. Survey responses confirmed positive perceptions of AR’s usefulness for learning, while interviews highlighted usability challenges related to device performance, scanning instructions, and connectivity. The findings suggest that AR can enhance visitor engagement and support informal science education, although evidence of direct learning outcomes remains limited. We also identify key design considerations for scalability, including simplified modes for low-spec devices, offline caching, and improved onboarding tutorials. This study contributes to research on immersive heritage interpretation by providing empirical evidence from a real-world deployment. Limitations include the short-term scope of the event and the reliance on engagement metrics rather than controlled learning assessments. Future work should extend to longitudinal studies and integration of AR into permanent cultural programming.

增强现实(AR)为吸引观众了解文化和科学遗产提供了新的机会。本研究通过哥白尼花园移动应用程序调查了AR在天文学教育中的应用,该应用程序是为Olsztyn天文馆为期一周的活动而开发的。该研究旨在评估用户参与度、感知有用性和界面可用性,当与基于ar的历史天文仪器表示进行交互时。使用混合方法从767名参与者中收集数据:来自应用程序的遥测日志、访问后调查和深度访谈。遥测显示,总使用时间的43%用于AR场景,这表明与空中望远镜和太阳象限仪等3D模型的互动程度很高。调查结果证实了AR对学习有用性的积极看法,而访谈则强调了与设备性能、扫描指令和连接性相关的可用性挑战。研究结果表明,AR可以增强游客的参与度,支持非正式的科学教育,尽管直接学习成果的证据仍然有限。我们还确定了可伸缩性的关键设计考虑因素,包括低规格设备的简化模式、离线缓存和改进的入门教程。本研究通过提供来自现实世界部署的经验证据,为沉浸式遗产解释的研究做出了贡献。限制包括活动的短期范围和对参与指标的依赖,而不是受控的学习评估。未来的工作应该扩展到纵向研究,并将AR整合到永久性的文化规划中。
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引用次数: 0
Deep learning-based detection of raft aquaculture using Sentinel-1 and Sentinel-2 data 基于Sentinel-1和Sentinel-2数据的筏养殖深度学习检测
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-04 DOI: 10.1007/s12518-025-00681-z
Van Truong Tran, Kinh Bac Dang, Tuan Linh Giang, Thi Ngan Do, Thi Ngoc Dang, Viet Thanh Pham, Vu Viet Quan Du, Cao Huan Nguyen

The expansion of the raft and aquaculture has substantially impacted worldwide seafood production in the 21st century. Aquaculture monitoring serves to identify both the progress of aquaculture development and water quality status while preventing environmental issues related to pollution or habitat destruction. Nowadays, deep learning models using optical and synthetic-aperture-radar remote sensing images makes monitoring and identifying raft aquaculture possible. This study aims to test DL models based on U-shaped and DeepLab architectures for detecting different types of raft aquaculture using optical and SAR data obtained from Sentinel sensors. Various options to optimize both models related to input fusion data, sub-input sizes, and model structure were applied. As a result, the U- shaped models using the Sentinel-2 images have higher performance in detecting rafts and floating rafts than the models using DeepLab and Sentinel-1 data. Optimal models can detect rafts with accuracy higher than 94% and F1 higher than 80%. The models using Sentinel-1 can only recognize integrated rafts, whereas Sentinel-2 models can distinguish both integrated and bamboo ones. The Sentinel-2 has a high level of detail in spatial resolution, allowing for highly accurate identification. On the other hand, Sentinel-1’s SAR technology is very effective in any weather conditions, making it highly important for uninterrupted surveillance and suitable for real-time monitoring. Integrating these data types requires careful consideration of operational and environmental factors to identify drifting fish rafts. The best model was used to track Vietnamese aquacultural zones throughout seasons and years and may be valuable for coastal managers.

筏子和水产养殖的扩张对21世纪全球海产品生产产生了重大影响。水产养殖监测的作用是确定水产养殖发展的进展和水质状况,同时防止与污染或生境破坏有关的环境问题。如今,利用光学和合成孔径雷达遥感图像的深度学习模型使监测和识别筏养殖成为可能。本研究旨在利用Sentinel传感器获得的光学和SAR数据,测试基于u形和DeepLab架构的深度学习模型,以检测不同类型的筏式水产养殖。应用了与输入融合数据、子输入大小和模型结构相关的各种选项来优化这两个模型。结果表明,基于Sentinel-2图像的U型模型比基于DeepLab和Sentinel-1数据的模型在探测筏和浮筏方面具有更高的性能。最优模型对筏的检测精度大于94%,F1大于80%。使用Sentinel-1的模型只能识别集成筏,而使用Sentinel-2的模型可以区分集成筏和竹筏。哨兵-2具有高水平的空间分辨率细节,允许高度精确的识别。另一方面,Sentinel-1的SAR技术在任何天气条件下都非常有效,因此对于不间断监视和实时监视非常重要。整合这些数据类型需要仔细考虑操作和环境因素,以确定漂流的鱼筏。最佳模型用于跟踪越南水产养殖区的各个季节和年份,可能对沿海管理人员有价值。
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引用次数: 0
Multiple circle intersections. An adjustment problem for observations in typical geodetic problems 多个圆相交。典型大地测量问题观测值的平差问题
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-04 DOI: 10.1007/s12518-025-00680-0
Tadeusz Gargula

The proposed research problem involves devising a complete numerical procedure for adjusting a distance-distance intersection. The objective of the problem is to find the optimum point of intersection for several circles, where the radii are the results of survey measurements. Two alternative methods are proposed: adjusting the radius lengths as indirect observations and adjusting the individual intersection point coordinates as direct pseudo-observations. Each method involves assessing the location accuracy of the intersected point. The derived equations were tested numerically on practical examples. The devised procedures will be integrated into an exhaustive numerical algorithm for diverse surveying problems that can be easily reduced to multiple distance-distance intersections.

所提出的研究问题涉及设计一个完整的调整距离-距离交叉口的数值程序。该问题的目标是找到几个圆的最优交点,这些圆的半径是测量结果。提出了两种替代方法:调整半径长度作为间接观测值,调整单个交点坐标作为直接伪观测值。每种方法都涉及评估交点的定位精度。通过实例对推导出的方程进行了数值验证。所设计的程序将被整合成一个详尽的数值算法,用于各种测量问题,这些问题可以很容易地简化为多个距离-距离交叉点。
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引用次数: 0
From density to tweets: mapping urban heat island drivers with geographic random forests 从密度到推特:用地理随机森林绘制城市热岛驱动因素
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-04 DOI: 10.1007/s12518-025-00663-1
Yusuf A. Aina, Elhadi Adam, Alex Wafer

The recent literature on land surface temperature (LST) and urban heat island (UHI) highlights the imperative for more studies on the relationship between LST/UHI and biophysical/socioeconomic factors, especially in arid environments. This study examines the spatio-temporal variations of LST or surface UHI (SUHI) induced by biophysical and socioeconomic factors in Riyadh, Saudi Arabia. Additionally, the normalization methods for comparing LSTs of different periods were examined. The LSTs of the study area for four years between 1985 and 2015 in June/July were derived from multi-date Landsat images. The SUHI index of the different land-use/land-cover types (high-density residential, medium-density residential, low-density residential, industrial, vegetation, and desert) was computed from the LST data to analyse their relationships. Thereafter, geographical random forest (GRF) analysis was used to determine the influence of biophysical and socioeconomic factors on LST/SUHI. The findings show differences in the minimum temperatures from 1995 in all the land-use types. The industrial area has the highest temperatures while the temperatures of the vegetation area are the lowest. However, the means of the normalised LST values depict decreasing values. The use of the normalized ratio scale (NRS) was not successful. The GRF analysis indicates that land use/land cover (65%) has the highest indirect influence on LST/SUHI index, followed by nighttime light (20%), traffic (16%), tweet density (15%), population (14%) and built-up area (4%). In conclusion, land use types and socioeconomic factors influence variations in LST/SUHI. The article contributes to the knowledge of planning for urban heat island mitigation by highlighting the influencing factors.

近年来关于地表温度和城市热岛的研究表明,在干旱环境下,地表温度和城市热岛与生物物理/社会经济因素之间的关系亟待进一步研究。本文研究了在生物物理和社会经济因素影响下,沙特阿拉伯利雅得地区地表温度和地表热岛指数的时空变化。此外,还研究了比较不同时期地表温度的归一化方法。研究区1985 - 2015年6 / 7月lst数据来源于多日期Landsat影像。利用地表温度数据计算不同土地利用/土地覆盖类型(高密度住宅、中密度住宅、低密度住宅、工业、植被和沙漠)的SUHI指数,分析它们之间的关系。随后,利用地理随机森林(GRF)分析确定生物物理和社会经济因素对LST/SUHI的影响。研究结果表明,自1995年以来,所有土地利用类型的最低气温都存在差异。工业区温度最高,植被区温度最低。然而,归一化后的平均LST值呈现递减趋势。标准化比例量表(NRS)的使用并不成功。GRF分析表明,土地利用/土地覆盖(65%)对LST/SUHI指数的间接影响最大,其次是夜间灯光(20%)、交通(16%)、推特密度(15%)、人口(14%)和建成区面积(4%)。总之,土地利用类型和社会经济因素影响LST/SUHI的变化。本文通过对城市热岛影响因素的重点分析,对城市热岛缓解规划有所帮助。
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引用次数: 0
Extraction and accuracy assessment of a GNSS-derived digital elevation model gnss衍生数字高程模型的提取与精度评估
IF 2.3 Q2 REMOTE SENSING Pub Date : 2025-12-04 DOI: 10.1007/s12518-025-00669-9
Marwaa K. Azeez, Aqeel A. Abdulhassan, Noor A. Alwan, Zahraa H. Obeid

Global Digital Elevation Models (DEMs), such as the Shuttle Radar Topography Mission (SRTM), play critical roles in different geoscientific works across the world. Nevertheless, such models, geo-referenced to the earth, can still lack accuracy in particular areas, warranting validation on the ground. The validation of the vertical accuracy of the SRTM DEM in the Berinj area, Iraq, was carried out using a ground Global Navigation Satellite System (GNSS) based high precision DEM as a benchmark. A ground campaign using Real Time Kinematic (RTK) and Precise Point Positioning (PPP) accumulated 783 elevation points. Kriging interpolation to a DEM in a Geographic Information System (GIS) environment provided a continuous, highly accurate reference DEM. There is a visible disparity in the results. As an example, 19.49 and 27.27 m represent the elevation range for the GNSS-based DEM. On the other hand, 21.00 and 34.00 m represent the SRTM DEM range. The results indicate that there is a disparity in range and maximum elevation between SRTM DEM and the GNSS-based DEM in favor of the SRTM DEM. The SRTM DEM also had a Root Mean Square Error (RMSE) of 3.65 m discrepancy, which is considered rather significant. The results of the study have demonstrated the local accuracy of the GNSS-based model, and highlighted the necessity of ground truthing for precise elevation data required for detailed hydrological and geomorphological models. A more accurate topographic map of the study area is the ultimate final product of the study.

全球数字高程模型(dem),如航天飞机雷达地形任务(SRTM),在全球不同的地球科学工作中发挥着至关重要的作用。尽管如此,这些与地球地理相关的模型在某些特定地区仍然缺乏准确性,因此需要在地面上进行验证。以地面全球导航卫星系统(GNSS)高精度DEM为基准,在伊拉克Berinj地区对SRTM DEM的垂直精度进行验证。使用实时运动学(RTK)和精确点定位(PPP)的地面战役积累了783个高程点。地理信息系统(GIS)环境下对DEM的Kriging插值提供了一个连续的、高精度的参考DEM。结果有明显的差异。以19.49 m和27.27 m为例,表示基于gnss的DEM的高程范围。另一方面,21.00和34.00 m代表SRTM DEM范围。结果表明,SRTM DEM与基于gnss的DEM在距离和最大高程上存在差异,有利于SRTM DEM。SRTM DEM的均方根误差(RMSE)也有3.65 m的差异,这被认为是相当显著的。研究结果证明了基于gnss的模型的局部精度,并强调了对详细水文和地貌模型所需的精确高程数据进行地面真实化的必要性。更准确的研究区域地形图是研究的最终成果。
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引用次数: 0
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Applied Geomatics
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