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Sedimentary environment and major controlling factors of organic matter-rich shale from the Wufeng-Longmaxi formation in eastern Sichuan Basin, China 中国四川盆地东部五峰-龙马溪地层富有机质页岩的沉积环境及主要控制因素
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1007/s11707-024-1108-z
Yang Wang, Hanyu Zhang, Yanming Zhu, Shangbin Chen, Qingshun Cao, Manli Huang, Jinghui Yang, Yunsheng Zhang

The major controlling factors of organic matter and its enrichment model of the black shale from the Wufeng-Longmaxi Formation were explored by investigating the vertical variation characteristics, as well as major element and trace element abundances in the Wuxi Bailu section. The results show that the sedimentary tectonic setting of the Wufeng-Longmaxi Formation in the north-east margin of the upper Yangtze platform is located on the active continental margin, which is a passive continental margin and continental island arc. The parent rock in the source area is mainly felsic volcanic rocks mixed with small amounts of sedimentary recycling materials. Due to increased plate activity and a drop in sea levels, terrigenous pyroclastic input increased. The palaeoclimate was semi-humid, and a robust dysoxic-reduction environment and a high level of palaeoproductivity, causing the formation of the organic-rich shale in the Wufeng Formation. At the base of the Longmaxi Formation, the sedimentary water body was affected by global transgression, showing a strong anoxic-reductive environment, and the paleoclimate was a warm and humid condition. The palaeoproductivity level was high, resulting in the formation of organic shale. Due to the sea level drop at the top of the Longmaxi Formation, the sedimentary water was in an oxic-reduced environment, but the input of terrigenous pyroclastic matter increased. Because the paleoclimate was warm and humid and the palaeoproductivity level was high, organic-rich shale was formed. The findings demonstrate that terrigenous clastic input circumstances, palaeoproductivity conditions, and paleoredox conditions had the greatest influence on the enrichment of organic matter in the Wufeng-Longmaxi Formation. Thus, organic matter enrichment was controlled by multiple paleoenvironmental factors.

通过研究五峰-龙马溪地层黑色页岩的垂直变化特征以及无锡白鹿剖面的主要元素和微量元素丰度,探讨了五峰-龙马溪地层黑色页岩有机质的主要控制因素及其富集模式。结果表明,长江上游地台东北缘五峰-龙马溪地层的沉积构造背景位于活动大陆边缘,为被动大陆边缘和大陆岛弧。源区母岩主要为长粒火山岩,混有少量沉积循环物质。由于板块活动增加和海平面下降,原生火成岩输入量增加。古气候处于半湿润状态,缺氧还原环境旺盛,古生产率高,形成了五峰组富含有机质的页岩。在龙马溪地层的底部,沉积水体受到全球横断的影响,呈现出强烈的缺氧还原环境,古气候为温暖湿润。古生产力水平较高,形成了有机页岩。由于龙马溪地层顶部海平面下降,沉积水处于缺氧还原环境,但原生火成岩物质的输入量增加。由于古气候温暖潮湿,古生产力水平高,因此形成了富含有机质的页岩。研究结果表明,陆相碎屑岩的输入环境、古生产率条件和古氧化还原条件对五峰-龙马溪地层有机质富集的影响最大。因此,有机质富集受多种古环境因素的控制。
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引用次数: 0
Spatial statistical analysis of earthquakes in the Fethiye - Burdur fault zone 费特希耶-布尔杜尔断层带地震的空间统计分析
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1007/s11707-022-1080-4
Kerem Hepdeniz

Turkey is located in the Alpine-Himalayan seismic zone. The Anatolian plate has witnessed very severe and destructive earthquakes both in the past and today. In this study, statistical analyses of earthquakes that occurred between 1914 and 2019 along the Fethiye-Burdur fault zone, which is an active line, were conducted using geographic information systems. Analyses of standard distance, standard deviational eclipse, mean center, and median center were conducted to determine the geographic distributions of epicenters with a magnitude value of 3.5 and above. Quadrat and Average Nearest Neighbor analyses were used to reveal the spatial pattern. Anselin Local Moran I and Getis Ord Gi* method were used to determining where the earthquake epicenters are clustered locally. Kernel Density analyses were conducted to measure earthquake epicenters’ density. Quadrat analysis, Average Nearest Neighbor, Global Moran’s I, and Getis - Ord General G indices demonstrated that earthquakes are clustered in certain regions and are related to each other positionally. Anselin Moran’s I regional analyses revealed that high values were clustered in the West of Burdur city center and the district of Yeşilova, and similar results were obtained in the Getis Ord Gi* method.

土耳其位于阿尔卑斯-喜马拉雅地震带。安纳托利亚板块在过去和现在都发生过非常严重的破坏性地震。本研究利用地理信息系统,对 1914 年至 2019 年期间发生在费特希耶-布尔杜尔断层带(一条活跃的断层线)沿线的地震进行了统计分析。对标准距离、标准偏差食、平均中心和中位中心进行了分析,以确定震级值为 3.5 及以上的震中的地理分布。四分法和平均近邻分析用于揭示空间模式。采用安塞林局部莫兰 I 法和 Getis Ord Gi* 法确定地震震中的局部聚集位置。核密度分析用于测量地震震中的密度。四分区分析、平均近邻、全球莫兰 I 指数和 Getis - Ord General G 指数表明,地震聚集在某些区域,并且在位置上相互关联。Anselin Moran's I 区域分析显示,地震高值集中在布尔杜尔市中心西部和叶西罗瓦区,Getis Ord Gi* 方法也得到了类似的结果。
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引用次数: 0
Response of forest belt on the south slope of Tianshan Mountains in China to global warming during 1990–2020 1990-2020 年中国天山南坡林带对全球变暖的响应
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1007/s11707-024-1105-2
Liyuan Zheng, Yong Zhang, Chao Lu, Wensheng Zhang, Bo Tan, Lai Jiang, Yanzhen Zhang, Chengbang An

Mountain vegetation is highly sensitive to changes in climate. Currently, there is no consensus regarding the direction and magnitude of the spatial migration of mountain vegetation in response to climate change. Past studies have reported that climate change promotes upward or downward movement of plant species along an altitude gradient. Based on meteorological data and remote sensing images, this study analyzed the spatial distribution and dynamic trend of mountain altitudinal vegetation belts on the southern slope of the Tianshan Mountains over the past 30 years and discussed the climatic driving factors of these changes. The results showed that the forest belt in this area is unusual because it is embedded in the grassland belt in a patch-like manner and shows discontinuous changes or replacements along the vertical gradient. With the coexistence of warm humidification and warm drying on the southern slope of the Tianshan Mountains, the response of the upper and lower altitudes of the forest belt to climate change was similar, showing a trend of migration to higher-altitude areas. The main climatic factors affecting the migration of the upper and lower altitudes varied spatially. In general, the upper limit of the forest belt had a higher association with precipitation during the vegetative growth season, while the contribution of temperature-related factors to the lower limit of the forest belt was greater.

山区植被对气候变化高度敏感。目前,关于山区植被因气候变化而发生的空间迁移的方向和幅度还没有达成共识。过去的研究报告指出,气候变化会促进植物物种沿海拔梯度向上或向下迁移。本研究基于气象数据和遥感影像,分析了天山南坡近30年来山地海拔植被带的空间分布和动态变化趋势,并探讨了这些变化的气候驱动因素。结果表明,该地区的林带不同寻常,它呈斑块状嵌入草原带中,并沿垂直梯度呈不连续的变化或更替。在天山南坡暖湿化与暖干化并存的情况下,林带上下海拔对气候变化的响应相似,呈现向高海拔地区迁移的趋势。影响上下海拔迁移的主要气候因素在空间上存在差异。一般来说,在植被生长季节,林带上限与降水的关系更大,而温度相关因素对林带下限的影响更大。
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引用次数: 0
Gas content evaluation in deep coal seam with an improved method and its geological controls 用改进方法评估深煤层瓦斯含量及其地质控制因素
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1007/s11707-024-1103-4
Haiqi Li, Shida Chen, Dazhen Tang, Shuling Tang, Jiaosheng Yang

An improved evaluation method for estimating gas content during the inversion process of deep-burial coal was established based on the on-site natural desorption curves. The accuracy of the US Bureau of Mines (USBM), Polynomial fitting, Amoco, and the improved evaluation methods in the predicting of lost gas volume in deep seams in the Mabidong Block of the Qinshui Basin were then compared. Furthermore, the calculation errors of these different methods in simulating lost gas content based on coring time were compared. A newly established nonlinear equation was developed to estimate the minimum error value, by controlling the lost time within 16 min, the related errors can be reduced. The improved evaluation was shown to accurately and rapidly predict the gas content in deep seams. The results show that the deep coal bed methane accumulation is influenced by various factors, including geological structure, hydrodynamic conditions, roof lithology, and coalification. Reverse faults and weak groundwater runoff can hinder the escape of methane, and these factors should be considered in the future exploration and development of coalbed methane.

根据现场自然解吸曲线,建立了深埋煤反演过程中估算瓦斯含量的改进评价方法。然后比较了美国矿业局(USBM)、多项式拟合、阿莫科和改进的评估方法在预测沁水盆地马壁洞区块深部煤层瓦斯损失量方面的准确性。此外,还比较了这些不同方法根据取芯时间模拟失气量的计算误差。建立了一个新的非线性方程来估算最小误差值,通过将损失时间控制在 16 分钟内,可以减少相关误差。结果表明,改进后的评估能准确、快速地预测深煤层的瓦斯含量。结果表明,深部煤层瓦斯积聚受多种因素影响,包括地质构造、水动力条件、顶板岩性和煤化作用。逆断层和弱地下水径流会阻碍煤层气的逸出,在未来的煤层气勘探和开发中应考虑这些因素。
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引用次数: 0
The characteristics and future projections of fire danger in the areas around mega-city based on meteorological data–a case study of Beijing 基于气象数据的特大城市周边地区火险特征及未来预测--以北京为例
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-11 DOI: 10.1007/s11707-024-1107-0
Mengxin Bai, Wupeng Du, Zhixin Hao, Liang Zhang, Pei Xing

It is crucial to investigate the characteristics of fire danger in the areas around Beijing to increase the accuracy of fire danger monitoring, forecasting, and management. Using meteorological data from 17 national meteorological stations in the areas around Beijing from 1981–2021, this study calculated the fire weather index (FWI) and analyzed its spatiotemporal characteristics. It was found that the high and low fire danger periods were in April–May and July–August, with spatial patterns of “decrease in the northwest–increase in the southeast” and a significant increase throughout the areas around Beijing, respectively. Next, the contributions of different meteorological factors were quantified by the multiple regression method. We found that during the high fire danger period, the northern and southern parts were affected by precipitation and minimum relative humidity, respectively. However, most areas were influenced by wind speed during the low fire danger period. Finally, comparing with the FWI characteristics under different SSP scenarios, we found that the FWI decreased during high fire danger period and increased during low fire danger period under different SSP scenarios (i.e., SSP245, SSP585) for periods of 2021–2050, 2071–2100, 2021–2100, except for SSP245 in 2071–2100 with an increasing trend both in high and low fire danger periods. This study implies that there is a higher probability of FWI in the low fire danger period, threatening the ecological environment and human health. Therefore, it is necessary to enhance research on fire danger during the low fire danger period to improve the ability to predict summer fire danger.

研究北京周边地区的火险特征对于提高火险监测、预报和管理的准确性至关重要。本研究利用北京周边地区 17 个国家气象站 1981-2021 年的气象资料,计算了火险气象指数(FWI),并分析了其时空特征。研究发现,火险高发期和低发期分别出现在 4 月至 5 月和 7 月至 8 月,空间模式分别为 "西北减小-东南增大 "和整个北京周边地区显著增大。接下来,我们用多元回归法量化了不同气象因子的贡献。我们发现,在高火险期,北部和南部地区分别受到降水和最低相对湿度的影响。然而,在低火险期,大部分地区受到风速的影响。最后,比较不同 SSP 情景下的 FWI 特性,我们发现在 2021-2050 年、2071-2100 年、2021-2100 年期间,不同 SSP 情景(即 SSP245、SSP585)下的 FWI 在高火险期下降,在低火险期上升,但 2071-2100 年期间的 SSP245 在高火险期和低火险期均呈上升趋势。这项研究表明,在低火险期发生 FWI 的概率较高,会对生态环境和人类健康造成威胁。因此,有必要加强对低火险期火险的研究,以提高预测夏季火险的能力。
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引用次数: 0
Storage, pattern and driving factors of soil organic carbon in the desert rangelands of northern Xinjiang, north-west China 中国西北部新疆北部荒漠牧场土壤有机碳的储存、模式及驱动因素
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1007/s11707-022-0978-1
Huixia Liu, Zongjiu Sun, Yuxuan Cui, Yiqiang Dong, Panxing He, Shazhou An, Xianhua Zhang

Soil organic carbon (SOC) is a critical variable used to determine the carbon balance. However, large uncertainties arise when predicting the SOC stock in soil profiles in Chinese grasslands, especially on desert rangelands. Recent studies have shown that desert ecosystems may be potential carbon sinks under global climate change. Because of the high spatial heterogeneity, time-consuming sampling methods, and difficult acquisition process, the relationships the SOC storage and distribution have with driving factors in desert rangelands remain poorly understood. Here, we investigated and developed an SOC database from 3162 soil samples (collected at depths of 0–10 cm and 10–20 cm) across 527 sites, as well as the climate conditions, vegetation types, and edaphic factors associated with the sampling sites in the desert rangelands of northern Xinjiang, north-west China. This study aims to determine the SOC magnitude and drivers in desert rangelands. Our findings demonstrate that the SOC and SOC density (SOCD) were 0.05–37.13 g·kg−1 and 19.23–9740.62 g·m−2, respectively, with average values of 6.81 ± 5.31 g·kg−1 and 1670.38 ± 1202.52 g·m−2, respectively. The spatial distributions of SOC and SOCD all showed gradually decreasing trends from south-west to north-east. High-SOC areas were mainly distributed in the piedmont lowlands of the Ili valley, while low-SOC regions were mainly concentrated in the north-west area of Altay. The redundancy analysis results revealed that all environmental factors accounted for approximately 37.6% of the spatial variability in SOC; climate factors, vegetation factors, and soil properties explained 15.0%, 1.7%, and 12.3%, respectively. The structural equation model (SEM) further indicated that evapotranspiration, average annual precipitation, and the SWC were the dominant factors affecting SOC accumulation, mainly through direct effects, although indirect effects were also delivered by the vegetation factors. Taken together, the results obtained herein updated the SOC data pool available for desert rangelands and clarified the main driving factors of SOC variations. This study provided supporting data for the sustainable use and management of desert rangelands and the global ecosystem carbon budget.

土壤有机碳(SOC)是确定碳平衡的关键变量。然而,在预测中国草地(尤其是荒漠牧场)土壤剖面中的 SOC 储量时,存在很大的不确定性。最近的研究表明,在全球气候变化的情况下,荒漠生态系统可能是潜在的碳汇。由于空间异质性高、采样方法耗时长、获取过程困难,人们对荒漠牧场中 SOC 储量和分布与驱动因素的关系仍然知之甚少。在此,我们对中国西北部新疆北部荒漠牧场的527个地点的3162个土壤样本(采集深度为0-10厘米和10-20厘米),以及与采样地点相关的气候条件、植被类型和环境因子进行了调查,并建立了SOC数据库。本研究旨在确定荒漠牧场的 SOC 量级和驱动因素。研究结果表明,SOC和SOC密度(SOCD)分别为0.05-37.13 g-kg-1和19.23-9740.62 g-m-2,平均值分别为6.81 ± 5.31 g-kg-1和1670.38 ± 1202.52 g-m-2。SOC 和 SOCD 的空间分布均呈自西南向东北逐渐降低的趋势。高 SOC 区域主要分布在伊犁河谷的山麓低地,而低 SOC 区域主要集中在阿勒泰西北部地区。冗余分析结果显示,所有环境因素约占 SOC 空间变异的 37.6%;气候因素、植被因素和土壤特性分别解释了 15.0%、1.7% 和 12.3%。结构方程模型(SEM)进一步表明,蒸散量、年平均降水量和 SWC 是影响 SOC 积累的主导因素,主要通过直接效应产生影响,但植被因子也会产生间接效应。综上所述,本研究的结果更新了沙漠牧场的 SOC 数据库,并阐明了 SOC 变化的主要驱动因素。这项研究为荒漠牧场的可持续利用和管理以及全球生态系统碳预算提供了支持数据。
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引用次数: 0
Quantitative assessment of the supply, demand and flows of ecosystem services in the Yangtze River Basin, China 中国长江流域生态系统服务供需和流量的定量评估
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1007/s11707-024-1114-1
Dongjie Guan, Xiaofeng Fan, Lilei Zhou, Kangwen Zhu

Ecosystem service flow is essential for transporting, transforming, and maintaining ecosystem services and connecting supply and demand. This study attempted to quantitatively assess the supply and demand flows of ecosystem services in the Yangtze River Basin in 2000, 2010, and 2020; assess the evolution of the spatial patterns of ecosystem service flow at the provincial, watershed and urban agglomeration scales; and design a zoning standard for ecosystem service flow. The results showed as follows. 1) Between 2000 and 2020, the Yangtze River had a progressive drop in its freshwater supply, water conservation service and carbon sequestration service flows. The decline rates for these services were measured at 10.90%, 11.11%, and 5.17%, respectively. The climate regulation service flow exhibited a pattern of initial fall followed by a subsequent increase, characterized by a decline rate of 35.53%. 2) The lowest was the ecosystem service flow in the lower reaches of the Yangtze River and the Yangtze River Delta urban agglomeration. Freshwater supply service flow and water conservation service flow were the highest in the upper reaches of the Yangtze River and the Chengdu-Chongqing urban agglomeration. Carbon sequestration service flow and climate regulation service flow were the highest in the middle reaches of the Yangtze River Basin and the urban agglomeration in the middle reaches of the Yangtze River. 3) From 2000 to 2020, the change ratios of the area proportion of the confluence, flow, and outflow areas in the Yangtze River Basin were 1.06, 3.17, and 0.86, respectively. The results of this research could offer decision support for regulating ecosystem services in the Yangtze River Basin, promoting sustainable regional development and achieving rational use of the basin resources.

生态系统服务流是运输、转化和维持生态系统服务以及连接供需双方的关键。本研究试图定量评估长江流域 2000 年、2010 年和 2020 年的生态系统服务供需流,评估生态系统服务流在省级、流域和城市群尺度上的空间格局演变,并设计生态系统服务流的分区标准。结果如下1) 2000-2020 年间,长江淡水供应、水利服务和碳汇服务流量逐步下降。这些服务流量的下降率分别为 10.90%、11.11% 和 5.17%。气候调节服务流量呈现先降后升的模式,下降率为 35.53%。2)长江下游和长三角城市群的生态系统服务流量最低。长江上游和成渝城市群的淡水供应服务流量和水利服务流量最高。碳汇服务流量和气候调节服务流量在长江流域中游和长江中游城市群最高。3)2000-2020 年,长江流域汇入区、流入区、流出区面积比例变化率分别为 1.06、3.17 和 0.86。本研究成果可为调节长江流域生态系统服务功能、促进区域可持续发展、实现流域资源合理利用提供决策支持。
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引用次数: 0
Reconstruction of sedimentary paleoenvironment of Permian Lucaogou Formation and its implications for the organic matter enrichment in south-eastern Junggar Basin, China 二叠系卢草沟组沉积古环境重建及其对中国准噶尔盆地东南部有机质富集的影响
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1007/s11707-022-1070-6
Yong Tang, Xiatian Wang, Tao Wang, Chenlu Hei, Shuang Liang, Hu Cheng

The Permian Lucaogou Formation represents one of the most important hydrocarbon source rock intervals in the Junggar Basin, although the sedimentary paleoenvironment and organic matter enrichment mechanism of the Lucaogou Formation remain controversial. We studied the temporal evolution of the sedimentary paleoenvironment in the Lucaogou Formation by analyzing the elemental composition and total organic carbon content of 27 hydrocarbon source rock samples from the J305 well in the Jimsar Sag. Using these data, we found that the Lucaogou Formation overall was deposited in a semisaline to saline, reducing lake basin under an arid climate. We identified five organic matter-enriched intervals, which can be correlated with the parameters that indicate a wetter climate and a more anoxic lake environment. To compare sedimentary environments spatially, we compiled environmental indicators from 10 cores and outcrops in three sags around the Bogda Mountains. The compilation shows that the organic matter-enriched Jimsar Sag experienced a more arid climate and a more saline and anoxic lake environment during the deposition of the Lucaogou Formation, which was possibly controlled by the paleogeographic position. We conclude that the spatially arid climate and anoxic environment induced organic matter burial in the Jimsar Sag, while temporal events of a more humid climate and more anoxic environment triggered the enrichment of organic matter in some intervals of the Lucaogou Formation.

二叠系卢草沟层是准噶尔盆地最重要的烃源岩层段之一,但卢草沟层的沉积古环境和有机质富集机制仍存在争议。我们通过分析来自吉木萨尔萨格 J305 井的 27 个烃源岩样本的元素组成和总有机碳含量,研究了卢卡沟地层沉积古环境的时间演化。利用这些数据,我们发现卢卡沟地层总体上沉积在一个半咸至咸水、气候干旱的还原湖盆地中。我们确定了五个富含有机质的区间,这些区间可与表明气候较湿润、湖泊环境缺氧程度较高的参数相关联。为了在空间上比较沉积环境,我们汇编了博格达山脉周围三个山包的 10 个岩心和露头的环境指标。结果表明,在卢卡沟地层沉积过程中,富含有机质的吉木萨尔沙格经历了更为干旱的气候以及更为含盐和缺氧的湖泊环境,这可能受古地理位置的控制。我们的结论是,空间上的干旱气候和缺氧环境诱发了吉木萨尔沙格的有机质埋藏,而时间上更湿润的气候和更缺氧的环境则引发了卢卡沟地层某些区间的有机质富集。
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引用次数: 0
A Grad-CAM and capsule network hybrid method for remote sensing image scene classification 用于遥感图像场景分类的 Grad-CAM 和胶囊网络混合方法
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1007/s11707-022-1079-x
Zhan He, Chunju Zhang, Shu Wang, Jianwei Huang, Xiaoyun Zheng, Weijie Jiang, Jiachen Bo, Yucheng Yang

Remote sensing image scene classification and remote sensing technology applications are hot research topics. Although CNN-based models have reached high average accuracy, some classes are still misclassified, such as “freeway,” “spare residential,” and “commercial_area.” These classes contain typical decisive features, spatial-relation features, and mixed decisive and spatial-relation features, which limit high-quality image scene classification. To address this issue, this paper proposes a Grad-CAM and capsule network hybrid method for image scene classification. The Grad-CAM and capsule network structures have the potential to recognize decisive features and spatial-relation features, respectively. By using a pre-trained model, hybrid structure, and structure adjustment, the proposed model can recognize both decisive and spatial-relation features. A group of experiments is designed on three popular data sets with increasing classification difficulties. In the most advanced experiment, 92.67% average accuracy is achieved. Specifically, 83%, 75%, and 86% accuracies are obtained in the classes of “church,” “palace,” and “commercial_area,” respectively. This research demonstrates that the hybrid structure can effectively improve performance by considering both decisive and spatial-relation features. Therefore, Grad-CAM-CapsNet is a promising and powerful structure for image scene classification.

遥感图像场景分类和遥感技术应用是研究热点。虽然基于 CNN 的模型已经达到了较高的平均准确率,但仍有一些类被误分类,如 "高速公路"、"闲置住宅 "和 "商业区"。这些类别包含典型的决定性特征、空间相关特征以及混合决定性特征和空间相关特征,从而限制了高质量的图像场景分类。针对这一问题,本文提出了一种用于图像场景分类的 Grad-CAM 和胶囊网络混合方法。Grad-CAM 和胶囊网络结构分别具有识别决定性特征和空间相关特征的潜力。通过使用预训练模型、混合结构和结构调整,所提出的模型可以识别决定性特征和空间相关特征。我们在三个分类难度不断增加的流行数据集上设计了一组实验。在最先进的实验中,平均准确率达到了 92.67%。具体来说,"教堂"、"宫殿 "和 "商业区 "类别的准确率分别为 83%、75% 和 86%。这项研究表明,混合结构可以通过同时考虑决定性特征和空间相关特征来有效提高性能。因此,Grad-CAM-CapsNet 是一种用于图像场景分类的前景广阔且功能强大的结构。
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引用次数: 0
Controls on the facies and architecture evolution of a fan delta in Qinghai Lake, China 中国青海湖扇形三角洲地貌和结构演变的控制因素
IF 2 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1007/s11707-022-1054-6
Di Ma, Xinghe Yu, Shunli Li, Zhijie Zhang, Chao Fu, Hongwei Sun, Chun Liu

Deltaic sedimentary systems form the most favorable hydrocarbon reservoirs in continental faulted lacustrine basins, and their types and controlling factors directly affect the distribution of hydrocarbons. The systematic study of typical modern delta deposition provides significant guidance regarding the distribution of oil and gas reservoirs in the subsurface. For this reason, the Heima River delta in Qinghai Lake, which features multiple sediment sources and clear sedimentary evolution stages, was selected for this research. A detailed study of the sedimentology and architectural characteristics of the Heimahe delta in Qinghai Lake was conducted. A total of 4 types of gravel facies, 4 types of sand facies, and 2 types of mud facies were identified. This study also focuses on recognizing the architectural elements within channels and bars. The delta plain features debris-flow, switched, and migrated channels and vertical and bilateral aggradation bars. The delta front features migrated and filled channels and bilateral and lateral aggradation bars. Twenty-two representative outcrop sections were selected. Detailed observation and analysis of these sections revealed three stages: the progradation to aggradation (PA) stage, in which the deposits show evidence of sigmoid-type and coarse-grained sedimentation; the retrogradation (R) stage, which is characterized by imbricated regression; and the aggradation to progradation and degradation (APD) stage, which is characterized by a terraced-stepping, progression stacking pattern. Based on the integrated analysis of the sedimentary environment, outcrop lithofacies associations, architecture stacking patterns, fossils and bioclasts, we identified diverse depositional associations and constructed a sedimentary evolution model of the depositional system in this area. We suggest that the depositional system transitioned from an early single-provenance gravel-rich fan delta to a multi-provenance mud-rich delta and that two factors mainly controlled the transition: the southern boundary fault activity and lake level variations. The contemporaneous activity of the fault increased the accommodation in the low-stand systems tract, which resulted in continuous coarse-sediment deposition.

三角洲沉积体系是大陆断陷湖相盆地中最有利的碳氢化合物储层,其类型和控制因素直接影响碳氢化合物的分布。对典型的现代三角洲沉积进行系统研究,可为地下油气藏的分布提供重要指导。因此,本研究选择了具有多沉积源和清晰沉积演化阶段特征的青海湖黑马河三角洲作为研究对象。研究人员对青海湖黑马河三角洲的沉积学和建筑学特征进行了详细研究。共确定了 4 种砾石层、4 种砂层和 2 种泥层。本研究还重点识别了河道和栅栏内的建筑元素。三角洲平原的特征是泥石流、转换和迁移河道以及垂直和双向加筋。三角洲前沿的特征是迁移和填充的河道,以及双边和横向的加筋。选取了 22 个具有代表性的露头断面。通过对这些剖面的详细观察和分析,发现了三个阶段:从增生到增生(PA)阶段,沉积物呈现出阶梯型和粗粒沉积;逆增生(R)阶段,特征是褶皱式回归;增生到增生和退化(APD)阶段,特征是阶梯式递增堆积模式。根据对沉积环境、露头岩相组合、建筑堆积模式、化石和生物碎屑岩的综合分析,我们确定了多种沉积组合,并构建了该地区沉积系统的沉积演化模型。我们认为,沉积系统从早期的单源富含砾石的扇形三角洲过渡到多源富含泥质的三角洲,而控制这一过渡的主要因素有两个:南边界断层活动和湖泊水位变化。同时代的断层活动增加了低台地系统区的容纳性,从而导致了粗沉积物的持续沉积。
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Frontiers of Earth Science
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