Pawan Thapa, PT, Lisa Davis, LD, Amobichukwu Amanambu, AA, Matthew LaFevor, ML, Jonathan Frame, JF
Detecting river centrelines and estimating river water surface widths are valuable for measuring planform geometry. Extracting the river centreline and water surface width estimation from satellite images enables a better understanding of the river network dynamics and can be useful in predicting future changes. This study introduces a novel approach to detect river centrelines and water surface widths that leverages the powerful feature extraction capabilities of DeepLabV3, a state-of-the-art semantic segmentation model and integrates them with the geometric analysis strengths of the Medial Axis Transform (MAT). Our MAT approach identifies the midpoints of the river to detect the centreline. It calculates the distance from the centreline to the edge of the river and estimates the water surface width of the river. The effectiveness of this approach was validated through case studies of the Sipsey, Coosa, Tennessee and Mississippi Rivers. This approach utilizes Sentinel-1A Synthetic Aperture Radar (SAR) imagery, enabling data acquisition independent of the weather conditions. We validated this approach using the National Hydrography Dataset Plus (NHDPlus) and in situ water surface width measurements from the HYDRoacoustic dataset in support of the Surface Water Oceanographic Topography (HYDRoSWOT) and cross-section width from the United States Geological Survey (USGS). The MAT approach accurately extracted centrelines and estimated water surface widths for the straight and meandering river sections. Quantitatively, the fine-tuned DeepLabV3 model achieved a 0.933 F1-score for water mask extraction, while the resulting centreline RMSEs against NHDPlus ranged from 0.55 m (Sipsey River) to 3.10 m (Mississippi River), and water surface width estimations generally varied by 2–15% from in-situ measurements. The accuracy of the method is high for straight and meandering rivers; however, errors, primarily caused by complex river morphology, increased in the Mississippi River because its braided channel system challenged the ability of MAT to define a consistent centreline and water surface width. However, it exhibited reduced accuracy and significant spatial deviations when applied to complex braided sections of the Mississippi River. This approach will significantly advance the field of planform geometry measurement by providing researchers with reliable, scalable and practical methodologies that can be used to develop robust and efficient tools.
河流中心线的探测和河流水面宽度的估算是测量平台几何形状的重要手段。从卫星图像中提取河流中心线和水面宽度估算可以更好地了解河网动态,并可用于预测未来的变化。本研究引入了一种检测河流中心线和水面宽度的新方法,该方法利用了DeepLabV3(一种最先进的语义分割模型)强大的特征提取功能,并将其与中轴变换(MAT)的几何分析优势相结合。我们的MAT方法通过识别河流的中点来检测中线。它计算从中心线到河流边缘的距离,并估计河流的水面宽度。通过对西普西河、库萨河、田纳西州和密西西比河的案例研究,验证了这种方法的有效性。该方法利用Sentinel-1A合成孔径雷达(SAR)图像,使数据采集独立于天气条件。我们使用国家水文数据集Plus (NHDPlus)和水声数据集的现场水面宽度测量来验证该方法,以支持地表水海洋地形(HYDRoSWOT)和美国地质调查局(USGS)的横截面宽度。MAT方法可以准确地提取中心线,并对直流和曲流河段的水面宽度进行估计。在定量上,经过微调的DeepLabV3模型在水掩膜提取方面获得了0.933 f1得分,而NHDPlus的中线rmse范围为0.55 m (Sipsey River)至3.10 m (Mississippi River),水面宽度估计与原位测量值一般相差2-15%。对于直、曲流河流,该方法的精度较高;然而,主要由复杂的河流形态引起的误差在密西西比河中增加,因为其辫状河道系统挑战了MAT定义一致的中心线和水面宽度的能力。然而,当应用于密西西比河复杂的辫状断面时,它表现出降低的精度和显著的空间偏差。通过为研究人员提供可靠、可扩展和实用的方法,该方法将显著推进平台几何测量领域的发展,这些方法可用于开发健壮且高效的工具。
{"title":"Enhanced river planform analysis using deep learning and medial axis transform with Sentinel 1A imagery","authors":"Pawan Thapa, PT, Lisa Davis, LD, Amobichukwu Amanambu, AA, Matthew LaFevor, ML, Jonathan Frame, JF","doi":"10.1002/esp.70158","DOIUrl":"https://doi.org/10.1002/esp.70158","url":null,"abstract":"<p>Detecting river centrelines and estimating river water surface widths are valuable for measuring planform geometry. Extracting the river centreline and water surface width estimation from satellite images enables a better understanding of the river network dynamics and can be useful in predicting future changes. This study introduces a novel approach to detect river centrelines and water surface widths that leverages the powerful feature extraction capabilities of DeepLabV3, a state-of-the-art semantic segmentation model and integrates them with the geometric analysis strengths of the Medial Axis Transform (MAT). Our MAT approach identifies the midpoints of the river to detect the centreline. It calculates the distance from the centreline to the edge of the river and estimates the water surface width of the river. The effectiveness of this approach was validated through case studies of the Sipsey, Coosa, Tennessee and Mississippi Rivers. This approach utilizes Sentinel-1A Synthetic Aperture Radar (SAR) imagery, enabling data acquisition independent of the weather conditions. We validated this approach using the National Hydrography Dataset Plus (NHDPlus) and in situ water surface width measurements from the HYDRoacoustic dataset in support of the Surface Water Oceanographic Topography (HYDRoSWOT) and cross-section width from the United States Geological Survey (USGS). The MAT approach accurately extracted centrelines and estimated water surface widths for the straight and meandering river sections. Quantitatively, the fine-tuned DeepLabV3 model achieved a 0.933 F1-score for water mask extraction, while the resulting centreline RMSEs against NHDPlus ranged from 0.55 m (Sipsey River) to 3.10 m (Mississippi River), and water surface width estimations generally varied by 2–15% from in-situ measurements. The accuracy of the method is high for straight and meandering rivers; however, errors, primarily caused by complex river morphology, increased in the Mississippi River because its braided channel system challenged the ability of MAT to define a consistent centreline and water surface width. However, it exhibited reduced accuracy and significant spatial deviations when applied to complex braided sections of the Mississippi River. This approach will significantly advance the field of planform geometry measurement by providing researchers with reliable, scalable and practical methodologies that can be used to develop robust and efficient tools.</p>","PeriodicalId":11408,"journal":{"name":"Earth Surface Processes and Landforms","volume":"50 12","pages":""},"PeriodicalIF":2.7,"publicationDate":"2025-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145037711","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hao Huang, Wang Lu, Zhihua Zhang, Bolin Huang, Luqi Wang
Due to the particular morphology and complex environments in the Three Gorges Reservoir Area (TGRA), the dynamic failure process of rocky reservoir banks is difficult to quantify, especially the transition relationship between progressive deformation and sudden failure. In this context, the Guanmuling dangerous rock mass (GDRM) in the TGRA was taken as an example to study the evolution model of rocky reservoir banks. Combined with the indoor tests and field surveys, the damage evolution and the critical state of GDRM were determined through theoretical deduction. Afterwards, the mechanical parameters of the critical state were extracted, and the numerical calculation was used to analyse the dynamic collapse of the rocky reservoir banks. It can be found that the disintegration of the rocky reservoir banks was caused by the combined action of the bias pressure under the self-weight and the deterioration of the base rock. Moreover, the statistical analysis of the force bond fracture was used to characterize the evolution process of rocky reservoir banks, which can effectively reflect the nonlinear transformation stages. The related contents can provide a novel approach to quantifying the collapse process of unstable rocks in a complex mechanical environment.
{"title":"Theoretical analysis and numerical simulation to characterize the nonlinear accelerated disaster process of rocky reservoir banks","authors":"Hao Huang, Wang Lu, Zhihua Zhang, Bolin Huang, Luqi Wang","doi":"10.1002/esp.70162","DOIUrl":"https://doi.org/10.1002/esp.70162","url":null,"abstract":"<p>Due to the particular morphology and complex environments in the Three Gorges Reservoir Area (TGRA), the dynamic failure process of rocky reservoir banks is difficult to quantify, especially the transition relationship between progressive deformation and sudden failure. In this context, the Guanmuling dangerous rock mass (GDRM) in the TGRA was taken as an example to study the evolution model of rocky reservoir banks. Combined with the indoor tests and field surveys, the damage evolution and the critical state of GDRM were determined through theoretical deduction. Afterwards, the mechanical parameters of the critical state were extracted, and the numerical calculation was used to analyse the dynamic collapse of the rocky reservoir banks. It can be found that the disintegration of the rocky reservoir banks was caused by the combined action of the bias pressure under the self-weight and the deterioration of the base rock. Moreover, the statistical analysis of the force bond fracture was used to characterize the evolution process of rocky reservoir banks, which can effectively reflect the nonlinear transformation stages. The related contents can provide a novel approach to quantifying the collapse process of unstable rocks in a complex mechanical environment.</p>","PeriodicalId":11408,"journal":{"name":"Earth Surface Processes and Landforms","volume":"50 12","pages":""},"PeriodicalIF":2.7,"publicationDate":"2025-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145037709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Alluvial fans in coastal regions serve as valuable archives of past climate variability, but the potential insights that could be derived from their aggradational histories remain largely unexplored. In this study, the depositional history of the ~60-m-thick Iwatahara terrace deposits along the coastal Tenryu River, central Japan, was reconstructed based on post-IR IRSL dating of K-feldspar grains. Multi-grain measurements of both pIRIR50/150 and pIRIR50/225 signals, along with single-grain measurements of pIRIR50/225, were conducted to estimate depositional ages. Fading corrections were applied using different models, and their validity was evaluated based on the corrected ages of lagoonal muds independently dated to MIS 7c. Among the various combinations of fading correction models and luminescence signals, the close agreement between the pIRIR50/225 ages corrected using one of the models and the expected age range for MIS 7c led to the selection of this model–signal combination as a reasonable approach for constraining depositional age. The results revealed three distinct phases of fan aggradation during MIS 8–6: 255–245 ka, 220–210 ka, and a major episode at 180–160 ka. Notably, the 180–160 ka deposits overlie those attributed to the MIS 7 sea-level highstand (~215 ka), despite an overall sea-level fall after ~200 ka. This stratigraphic relationship may indicate that the effects of fluvial incision driven by sea-level fall were outpaced by a substantially increased sediment supply from upstream during this period. The significant aggradation at 180–160 ka may have been driven primarily by enhanced sediment supply, resulting from intensified East Asian summer monsoon precipitation and widespread slope instability linked to a lowered treeline and reduced vegetation cover during this glacial period. These findings underscore the importance of thick alluvial fan deposits as sensitive recorders of climatic fluctuations.
{"title":"Alluvial fan aggradation during the MIS 6 sea-level lowstand in the lower reach of the Tenryu River, Japan","authors":"Yuji Ishii","doi":"10.1002/esp.70146","DOIUrl":"https://doi.org/10.1002/esp.70146","url":null,"abstract":"<p>Alluvial fans in coastal regions serve as valuable archives of past climate variability, but the potential insights that could be derived from their aggradational histories remain largely unexplored. In this study, the depositional history of the ~60-m-thick Iwatahara terrace deposits along the coastal Tenryu River, central Japan, was reconstructed based on post-IR IRSL dating of K-feldspar grains. Multi-grain measurements of both pIRIR<sub>50/150</sub> and pIRIR<sub>50/225</sub> signals, along with single-grain measurements of pIRIR<sub>50/225</sub>, were conducted to estimate depositional ages. Fading corrections were applied using different models, and their validity was evaluated based on the corrected ages of lagoonal muds independently dated to MIS 7c. Among the various combinations of fading correction models and luminescence signals, the close agreement between the pIRIR<sub>50/225</sub> ages corrected using one of the models and the expected age range for MIS 7c led to the selection of this model–signal combination as a reasonable approach for constraining depositional age. The results revealed three distinct phases of fan aggradation during MIS 8–6: 255–245 ka, 220–210 ka, and a major episode at 180–160 ka. Notably, the 180–160 ka deposits overlie those attributed to the MIS 7 sea-level highstand (~215 ka), despite an overall sea-level fall after ~200 ka. This stratigraphic relationship may indicate that the effects of fluvial incision driven by sea-level fall were outpaced by a substantially increased sediment supply from upstream during this period. The significant aggradation at 180–160 ka may have been driven primarily by enhanced sediment supply, resulting from intensified East Asian summer monsoon precipitation and widespread slope instability linked to a lowered treeline and reduced vegetation cover during this glacial period. These findings underscore the importance of thick alluvial fan deposits as sensitive recorders of climatic fluctuations.</p>","PeriodicalId":11408,"journal":{"name":"Earth Surface Processes and Landforms","volume":"50 11","pages":""},"PeriodicalIF":2.7,"publicationDate":"2025-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/esp.70146","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145012842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The Atlantic Coast of south-western Namibia is renowned for its Pliocene to Holocene diamondiferous deposits, which contributed more than 63 million carats of diamonds to the global market. A continuum of fossil shoreline deposits associated with barriers to linear and pocket beaches stretches over circa 110 km in length. Of these, the most highly economic are the fossil linear and pocket beach deposits that are preserved over highly competent Proterozoic bedrock. Potholes and gullies, the prominent bedrock-trapsite features, have controlled diamond concentration. By contrast, the barrier shorelines that developed on unconsolidated fluvial and marine sediments at a palaeo-river mouth are less productive. Here, trapsites are absent and diamond accumulation and retention occurred via interstitial trapping in a coarse gravel framework under highly energetic littoral settings. It therefore follows that diamond enrichment is governed by the sedimentological characteristics of the gravel allied to the dynamics of their depositional environments. We examine the relationship of diamond enrichment with the littoral processes at an environmental and subenvironmental level of a latest Pliocene/earliest Pliocene gravel barrier beach complex (BBC). Results show variability in both diamond concentrations and sizes across the barrier that commensurate with a diversity of morpho-sedimentary dynamics.
The study, a first of its kind, provides insights into the diamond enrichment of a BBC. It demonstrates how detailed sedimentological reconstruction of the barrier environments can improve the exploration efficacy of such diamond-bearing littoral placers.
{"title":"Diamondiferous gravel barrier beach placer: Morpho-sedimentary dynamics and diamond distribution connectivity, SW Namibia","authors":"Renato I. (Spaggs) Spaggiari, Emese M. Bordy","doi":"10.1002/esp.70140","DOIUrl":"https://doi.org/10.1002/esp.70140","url":null,"abstract":"<p>The Atlantic Coast of south-western Namibia is renowned for its Pliocene to Holocene diamondiferous deposits, which contributed more than 63 million carats of diamonds to the global market. A continuum of fossil shoreline deposits associated with barriers to linear and pocket beaches stretches over circa 110 km in length. Of these, the most highly economic are the fossil linear and pocket beach deposits that are preserved over highly competent Proterozoic bedrock. Potholes and gullies, the prominent bedrock-trapsite features, have controlled diamond concentration. By contrast, the barrier shorelines that developed on unconsolidated fluvial and marine sediments at a palaeo-river mouth are less productive. Here, trapsites are absent and diamond accumulation and retention occurred via interstitial trapping in a coarse gravel framework under highly energetic littoral settings. It therefore follows that diamond enrichment is governed by the sedimentological characteristics of the gravel allied to the dynamics of their depositional environments. We examine the relationship of diamond enrichment with the littoral processes at an environmental and subenvironmental level of a latest Pliocene/earliest Pliocene gravel barrier beach complex (BBC). Results show variability in both diamond concentrations and sizes across the barrier that commensurate with a diversity of morpho-sedimentary dynamics.</p><p>The study, a first of its kind, provides insights into the diamond enrichment of a BBC. It demonstrates how detailed sedimentological reconstruction of the barrier environments can improve the exploration efficacy of such diamond-bearing littoral placers.</p>","PeriodicalId":11408,"journal":{"name":"Earth Surface Processes and Landforms","volume":"50 11","pages":""},"PeriodicalIF":2.7,"publicationDate":"2025-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/esp.70140","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145022202","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}