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Machine learning applications in tight porous media: Challenges, advances, and future directions 机器学习在致密多孔介质中的应用:挑战、进展和未来方向
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-10-14 DOI: 10.1016/j.earscirev.2025.105306
Guiang Li , Chengyan Lin , Yuqi Wu , Pengjie Ma , Pejman Tahmasebi , Chunmei Dong , Weibin Liu , Xinyu Du , Ziru Zhao
As recoverable conventional energy resources decline, tight formations have gained significant global attention due to their potential as unconventional sources. The intrinsic heterogeneity and extremely low permeability of these geological systems, combined with the complexity of large data dimensions, present considerable challenges for traditional numerical and experimental approaches. Machine learning (ML), a robust data-driven tool, offers the potential to predict properties by capturing intricate, nonlinear relationships between input features and outcomes. However, a thorough review of ML applications to geological challenges, particularly in tight formations, is necessary to inform future research and clarify the current state of this field. This paper, grounded in bibliometric analysis and recent studies, explores four key areas: lithofacies identification and prediction, image segmentation and pore-fracture network reconstruction, subsurface property estimation, and the evaluation of resource potential and sweet spot detection. The review underscores the limitations of conventional methods, examines the application of ML in these areas, and assesses the advantages and drawbacks of various ML techniques. Furthermore, it addresses critical challenges, including data quality and imbalanced dataset solutions, model interpretability and explainable artificial intelligence (XAI) implementations, and domain knowledge integration through interdisciplinary collaboration, while outlining future research directions encompassing advanced generative modeling approaches, the development of standardized benchmark datasets, and the implementation of physics-informed neural networks (PINNs) with enhanced geological constraints. These systematic advancements hold the potential to significantly enhance ML's role in understanding and characterizing the complexities of tight reservoir systems.
随着可采常规能源资源的减少,致密地层作为非常规能源的潜力引起了全球的广泛关注。这些地质系统固有的非均质性和极低的渗透率,再加上大数据维度的复杂性,对传统的数值和实验方法提出了相当大的挑战。机器学习(ML)是一种强大的数据驱动工具,通过捕获输入特征和结果之间复杂的非线性关系,提供了预测属性的潜力。然而,全面回顾机器学习在地质挑战中的应用,特别是在致密地层中的应用,对于未来的研究和澄清该领域的现状是必要的。本文以文献计量学分析和最新研究为基础,探讨了岩相识别与预测、图像分割与孔隙-裂缝网络重建、地下物性估计、资源潜力评价与甜点检测四个关键领域。本文强调了传统方法的局限性,探讨了机器学习在这些领域的应用,并评估了各种机器学习技术的优缺点。此外,它还解决了关键挑战,包括数据质量和不平衡数据集解决方案,模型可解释性和可解释的人工智能(XAI)实现,以及通过跨学科协作的领域知识集成,同时概述了未来的研究方向,包括先进的生成建模方法,标准化基准数据集的开发,以及在增强地质约束条件下实现物理信息神经网络(pinn)。这些系统的进步有可能大大提高机器学习在理解和表征致密储层系统复杂性方面的作用。
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引用次数: 0
A comprehensive interpretation of thermochronological data in the Hengduan Mountains with tectonic implications 横断山脉热年代学资料的综合解释及其构造意义
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-10-10 DOI: 10.1016/j.earscirev.2025.105296
Junqing He , Rong Yang , Sean D. Willett , Maria Giuditta Fellin , Yunpeng Wu , Katrina Gelwick , Xuhua Shi , Colin Maden
The Hengduan Mountains, located on the southeastern edge of the Tibetan Plateau, is a key area for understanding the lateral growth and outward expansion of the Tibetan Plateau. Although several kinematic models have been proposed, uncertainties remain. To refine our understanding of the deformation and exhumation histories of the Hengduan Mountains, the region is divided into 103 subareas, and new apatite and zircon (U-Th)/He ages combined with existing data are inverted for exhumation rates for each subarea using iterative pseudo-age-elevation profiles and Gaussian Linear Inversion of Data to Exhumation rate (GLIDE) modeling. These methods, calibrated with the current geothermal gradient, yield consistent exhumation patterns. Our results indicate two distinct phases of active deformation during the mid- to late Cenozoic. From the Oligocene to early Miocene, lateral shearing dominated to the west of the Ailao Shan–Red River Shear Zone, while crustal shortening prevailed along the Longmen Shan–Anninghe–Yalong–Yulong (Jinhe–Qinghe) Thrust Belts to the east. From the late Miocene to the present, the activation of the Xianshuihe–Xiaojiang Strike-Slip System marked a shift toward more diffuse and intensified deformation. This is reflected in increased activity along the Longmen Shan Thrust Belt, the southward migration of shortening from the Yalong–Yulong (Jinhe–Qinghe) Thrust Belts, and enhanced regional exhumation, particularly in the Three Rivers Region. The transition between the two phases is driven by changing boundary conditions due to rollback of the surrounding subducted plates offering more space or the rollback of southeastern Indian mantle lithosphere inducing a larger flow during the northward indentation of the Indian plate corner.
虽然提出了几个运动学模型,但不确定性仍然存在。为了完善对横断山脉变形和挖掘历史的认识,将横断山脉划分为103个分区,利用迭代伪年龄-高程剖面和高斯线性数据反演(GLIDE)模型,结合现有数据反演各分区的挖掘速率,反演出新的磷灰石和锆石(U-Th)/He年龄。这些方法,与当前的地热梯度校准,产生一致的挖掘模式。结果表明,中生代中晚期有两个不同的活动变形阶段。渐新世至早中新世,哀牢山—红河剪切带西侧以侧向剪切为主,而龙门山—安宁河—雅龙—玉龙(金河—清河)逆冲带东侧以地壳缩短为主。晚中新世至今,鲜水河—小江走滑系统的活化标志着该区向更扩散、更强化的变形方向转变。这主要表现在龙门山冲断带活动增加,雅龙-玉龙(金河-清河)冲断带缩短向南迁移,区域发掘增加,特别是在三江地区。这两个阶段之间的转变是由于周围俯冲板块的回滚提供了更多的空间或印度东南地幔岩石圈的回滚在印度板块角向北凹陷期间引起了更大的流动而导致的边界条件的变化所驱动的。
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引用次数: 0
A geological record of highly explosive eruptions from Sumatra (Indonesia) 苏门答腊岛(印度尼西亚)高爆炸性火山喷发的地质记录
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-10-10 DOI: 10.1016/j.earscirev.2025.105303
F. Forni , M. Phua , M.G. Fellin , J.A. Oalmann , B. Jicha , K. Bradley , C. Maden , H. Rifai , C. Bouvet de Maisonneuve
Explosive volcanism on the island of Sumatra (Indonesia) has produced infrequent, yet destructive caldera-forming eruptions such as those from the well-known Toba caldera. Although the Toba ignimbrites have been studied extensively, pyroclastic deposits from other highly explosive eruptions in the region have received much less attention. Here, we present a comprehensive characterization of proximal pyroclastic deposits associated with highly explosive eruptions across the western Sunda volcanic arc. We use a multifaceted approach that integrates literature with original proximal stratigraphic data, along with detailed geochemical and geochronological investigations. Although the compositions of the studied pyroclastic deposits are predominantly rhyolitic and estimates of intensive parameters indicate similar pre-eruptive storage conditions across the different sectors of the Sumatran arc, their characteristic geochemical signatures, combined with mineral assemblages, allow for the distinctive fingerprinting of the individual volcanic sources. Our geochronological data reveal that between ∼ 7.3 Ma and 33 ka, the Sumatran region experienced multiple highly explosive eruptions (VEI ≥ 6) often associated with caldera collapses, as well as moderately explosive eruptions (VEI ≤ 5) from stratovolcanoes. The apparent frequency of highly explosive eruptions increased gradually during the Quaternary and peaked in the last 48 ky. These findings substantially redefine the regional frequency of highly explosive eruptions from Sumatra. Additionally, given that most information regarding explosive Sumatran eruptions are derived from deep-sea tephra layers with unknown sources, our results provide a strong underpinning for robust tephra correlations along the western Sunda volcanic arc and the wider Southeast Asia region.
苏门答腊岛(印度尼西亚)上的爆炸性火山活动产生了罕见的、但具有破坏性的火山口形成喷发,例如著名的多巴火山口。虽然人们对多巴火山的火成岩进行了广泛的研究,但该地区其他高爆炸性喷发的火山碎屑沉积物却很少受到关注。在这里,我们提出了一个全面的特征,近端火山碎屑沉积与高爆炸性喷发有关横跨西巽他火山弧。我们采用多方面的方法,将文献与原始的近端地层数据以及详细的地球化学和地质年代学调查相结合。虽然所研究的火山碎屑沉积物的成分主要是流纹岩,并且密集参数的估计表明,苏门答腊弧不同部分的爆发前储存条件相似,但它们的特征地球化学特征与矿物组合相结合,允许对单个火山源进行独特的指纹识别。我们的地质年代数据显示,在~ 7.3 Ma和33 ka之间,苏门答腊地区经历了多次高爆炸性喷发(VEI≥6),通常与破火山口崩塌有关,以及来自层状火山的中度爆炸性喷发(VEI≤5)。高爆发性喷发的表观频率在第四纪逐渐增加,并在最近48天达到峰值。这些发现在很大程度上重新定义了苏门答腊岛高爆炸性喷发的区域频率。此外,考虑到大多数关于苏门答腊火山爆发的信息都来自于来源不明的深海热毯层,我们的研究结果为沿着西巽他火山弧和更广泛的东南亚地区的热毯相关性提供了强有力的基础。
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引用次数: 0
A 7000-year record of human influence on Global River Deltas: Geomorphology, stratigraphy, the Anthropocene overprint and future 人类对全球河流三角洲影响的7000年记录:地貌学、地层学、人类世叠印和未来
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-10-10 DOI: 10.1016/j.earscirev.2025.105302
E. Anthony , J. Syvitski , K.M. Cohen , Y. Saito , F. Zăinescu , A. Vespremeanu-Stroe , R.J. Nicholls , N. Marriner , A. Amorosi , V. Maselli , P.S.J. Minderhoud , T. Tamura , J. Day , C.D. Woodroffe , L. Preoteasa , F. Tatui , F. Sabatier , C. Morhange , M. Besset , P. Kemp , Z. Chen
With the inception of most of the world's deltas about 8000 years ago, deltaic floodplains started offering, about a thousand years later, arable land, water and ecosystem services for early human settlements. We identify delta geomorphic changes and proxies and geoarchaeological markers of the human presence on deltas and in their stratigraphy over the last 7000 years, and from ancient maps. We analyse the human-delta relationship in four phases: Neolithic, Metal Ages, Common Era, and Anthropocene, marking increasing human adaptation to changing delta geomorphology modulated by fluctuations in relative sea level and fluvial sediment supply. These adaptations fostered the emergence of urbanization and served as a catalyst for technological innovation and human modification of deltas. The sparse Neolithic human presence in delta stratigraphy gradually expanded to become pervasive in the contemporary Anthropocene, reflecting the twin effects of global population growth and increasingly favourable conditions for humans. We explore the links between early deltaic and non-deltaic communities and gauge the impact of humans on sediment supply from river catchments, and its consequences, notably in terms of frequent delta avulsions, expansion or vulnerability, and explore its inextricable links with climate variation. The Anthropocene is witnessing a profoundly transformed, globally distributed, human-managed delta landscape dominated by important urbanization, reduction in sediment supply, increasing intentional but also unintentional delta modifications, and vulnerability to sea-level rise compounded by exacerbated subsidence. Understanding the human-delta relationship over the past 7000 years contributes to fostering stronger links between geoscience and cultural heritage, to better delta management and sustainability, including an upstream river-basin scale perspective, and to better anticipation of delta futures, notably under the threat of sea-level rise.
大约8000年前,随着世界上大多数三角洲的出现,大约一千年后,三角洲洪泛平原开始为早期人类住区提供可耕地、水和生态系统服务。我们从古代地图中确定了过去7000年来三角洲及其地层学中人类存在的地貌变化、代用物和地质考古标志。我们从新石器时代、金属时代、普通时代和人类世四个阶段分析了人类与三角洲的关系,这标志着人类对相对海平面波动和河流沉积物供应调节的三角洲地貌变化的适应程度越来越高。这些适应促进了城市化的出现,并成为技术创新和人类改造三角洲的催化剂。三角洲地层中新石器时代人类的稀少存在逐渐扩大到当代人类世的普遍存在,反映了全球人口增长和人类日益有利的条件的双重影响。我们探索了早期三角洲和非三角洲群落之间的联系,并衡量了人类对河流集水区沉积物供应的影响及其后果,特别是在频繁的三角洲撕裂、扩张或脆弱性方面,并探讨了其与气候变化的密不可分的联系。人类世正在见证一个深刻变化的、全球分布的、人为管理的三角洲景观,其主导因素是重要的城市化、沉积物供应的减少、有意和无意的三角洲改造的增加,以及海平面上升和下沉加剧的脆弱性。了解过去7000年人类与三角洲的关系,有助于加强地球科学与文化遗产之间的联系,有助于更好地管理三角洲,提高三角洲的可持续性,包括从上游流域的角度出发,有助于更好地预测三角洲的未来,特别是在海平面上升的威胁下。
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引用次数: 0
Probing continental weathering at the global scale using Li, Mg and Si isotopes in fluvial sediments 河流沉积物中Li、Mg和Si同位素在全球尺度上探测大陆风化作用
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-10-02 DOI: 10.1016/j.earscirev.2025.105288
N. Vigier , J.-S. Ryu , Y. Goddéris , G. Bayon
This study presents lithium (Li) and magnesium (Mg) elemental and isotopic compositions in the clay- and silt-sized fractions of sediments from major rivers worldwide. Combined with previously published silicon (Si) isotope data, these results are used to reassess their potential as large-scale silicate weathering proxies and to characterize the soil state at the global scale.
Among the three isotopic systems studied, Li isotopes exhibit the largest variations and differences between clays and silts, whereas Mg isotopes show no significant size-dependent differences. River clays are significantly enriched in Li and Mg compared to silts, indicating higher abundances than the Upper Continental Crust (UCC). This enrichment is consistent with the preferential incorporation of Li and Mg into neoformed secondary phases. In contrast, silt-sized fractions contain substantial amounts of quartz and other Li- and Mg-depleted primary minerals. In line with recent research, we show that a provenance proxy is required for deconvolving the weathering signal from measured clay δ7Li values, using either Nd isotopes or average estimates for bedrock δ7Li compositions.
Unlike silicon isotope ratios (δ30Si) in fluvial clays, which correlate with environmental parameters, the weathering signal derived from Li isotopes appears independent of both clay mineralogy and climate. This challenges previous interpretations linking the evolution of clay δ7Li values to Late Quaternary climate variations.
We also provide the first global estimates for average Si, Mg and Li isotope compositions and concentrations in the clay- and silt-size fractions of fluvial sediments entering the ocean. Compared to the UCC, our estimates indicate systematic imbalance away from steady-state driven by an excess of elemental dissolved fluxes to the ocean. The excess supports the hypothesis that continental weathering is currently in disequilibrium, potentially due to lingering elevated mineral dissolution rates following the last deglaciation. It also indicates that anthropogenic contribution to the riverine dissolved load remains to be elucidated at the global scale.
本研究介绍了世界主要河流中粘土和粉砂状沉积物中锂(Li)和镁(Mg)的元素和同位素组成。结合先前发表的硅(Si)同位素数据,这些结果被用来重新评估它们作为大尺度硅酸盐风化指标的潜力,并在全球尺度上表征土壤状态。在研究的三个同位素系统中,Li同位素在粘土和粉砂中表现出最大的变化和差异,而Mg同位素则没有明显的尺寸依赖性差异。河流粘土的Li和Mg含量明显高于粉砂,丰度高于上陆壳(UCC)。这种富集与Li和Mg优先掺入新形成的次生相一致。相比之下,粉粒大小的馏分含有大量的石英和其他缺乏锂和镁的原生矿物。根据最近的研究,我们表明需要一个物源代理来反卷积测量粘土δ7Li值的风化信号,使用Nd同位素或基岩δ7Li组成的平均估计。与河流粘土中的硅同位素(δ30Si)与环境参数相关不同,Li同位素的风化信号与粘土矿物学和气候无关。这挑战了以往将粘土δ7Li值的演化与晚第四纪气候变化联系起来的解释。我们还首次提供了进入海洋的河流沉积物中粘土和粉砂大小部分的平均Si、Mg和Li同位素组成和浓度的全球估计。与UCC相比,我们的估计表明,由于过量的元素溶解通量进入海洋,系统不平衡偏离了稳态。这种过剩支持了大陆风化目前处于不平衡状态的假设,这可能是由于最后一次冰川消退后矿物溶解速率持续升高所致。这也表明,在全球尺度上,人类活动对河流溶解负荷的贡献仍有待阐明。
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引用次数: 0
Tracking the source heterogeneities and distinct origins of flood basalt provinces: Insights from Panjal, Rajmahal-Sylhet and Deccan Traps 洪水玄武岩省源非均质性和独特成因的追踪:来自Panjal, Rajmahal-Sylhet和Deccan Traps的见解
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-10-08 DOI: 10.1016/j.earscirev.2025.105300
M.P. Manu Prasanth , J. Gregory Shellnutt , M.L. Dora , Feng Guo , Xiao-Ping Xia , Xin Zhu , Lei Zou , Yu Zhu , K.R. Hari
The Panjal, Rajmahal–Sylhet, and Deccan Traps in India constitute voluminous flood basalt provinces emplaced under distinct tectono-magmatic regimes. The formation of Panjal Traps (∼289 Ma) is attributed to extensional tectonic processes—specifically lithospheric thinning and decompression melting of the lithospheric mantle domains associated with rifting of the Cimmerian terranes and opening of the Neo-Tethys Ocean, whereas the Rajmahal–Sylhet (∼117 Ma) and Deccan (∼66 Ma) Traps are considered to represent mantle plume-related large igneous provinces (LIPs) associated with the Kerguelen and Réunion hotspots, respectively. Using the most primitive basalt compositions, we constrained mantle potential temperatures (Tp), source lithologies, and melting depths of these spatially and temporally distinct provinces. The Panjal basalts yield Tp of 1379–1470 °C, with onset of melting at ∼81 km depth. The Rajmahal–Sylhet and Deccan basalts exhibit elevated Tp (1545–1639 °C and 1519–1556 °C), with melting initiated at depths of ∼177 km (Rajmahal–Sylhet) and ∼ 132 km (Deccan), respectively. Peridotite versus pyroxenite melting models suggest that plume-derived LIPs are best explained by the melting of hydrous peridotite sources. Pyroxenites are likely restricted to lithospheric mantle domains and are not intrinsic to deep mantle plume sources. The rapid increase in root mean square (RMS) plate velocities of India during the post-Pangean period are correlated with the spatio-temporally associated Mesozoic LIP events. This suggests that mantle plumes likely played a key role in accelerating India's motion by enhancing the influence of far-field plate boundary forces, possibly through thermomechanical erosion of the cratonic keel beneath the Indian plate.
印度的Panjal, Rajmahal-Sylhet和Deccan圈闭构成了巨大的洪水玄武岩省,位于不同的构造-岩浆制度下。Panjal圈闭(~ 289 Ma)的形成归因于伸展构造过程,特别是岩石圈减薄和岩石圈地幔域的减压融化与西默纪地体的裂化和新特提斯洋的张开有关,而Rajmahal-Sylhet圈闭(~ 117 Ma)和Deccan圈闭(~ 66 Ma)被认为代表了与Kerguelen和rsamuunion热点有关的地幔柱相关的大火成岩省(LIPs)。利用最原始的玄武岩成分,我们限制了这些时空不同省份的地幔位温(Tp)、源岩性和熔融深度。Panjal玄武岩产Tp 1379-1470°C,在~ 81 km深度开始熔化。Rajmahal-Sylhet和Deccan玄武岩表现出Tp升高(1545-1639°C和1519-1556°C),分别在深度~ 177 km (Rajmahal-Sylhet)和~ 132 km (Deccan)开始融化。橄榄岩与辉石岩的熔融模型表明,羽流成因的唇裂岩最好用含水橄榄岩源的熔融来解释。辉石岩可能局限于岩石圈地幔域,而不是深部地幔柱源所固有的。后盘古期印度板块速度的快速增长与中生代LIP事件的时空关联密切相关。这表明地幔柱可能通过增强远场板块边界力的影响,在加速印度的运动中发挥了关键作用,这可能是通过对印度板块下方克拉通龙骨的热机械侵蚀。
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引用次数: 0
Remote sensing applications for monitoring optically inactive water quality indicators: A comprehensive review 遥感监测光学非活性水质指标的应用综述
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-09-03 DOI: 10.1016/j.earscirev.2025.105259
Abdul Majed Sajib , Md Galal Uddin , Azizur Rahman , Reza Ahmadian , Agnieszka I. Olbert
<div><div>Monitoring water quality (WQ) is crucial to ensure the safety and health of our water resources. Despite their importance, contemporary WQ monitoring programs are struggling with challenges such as high costs, limited spatio-temporal resolution, and data reliability issues. A promising solution to these challenges is the integration of remote sensing (RS) techniques with machine learning (ML) and artificial intelligence (AI) algorithms, which can significantly improve the efficiency and accuracy of WQ monitoring. Based on the literature, most of the studies have focused on optically active (OA)-WQ indicators like chlorophyll-a and colored dissolved organic matter, etc., while a few studies have been carried out focusing on optically inactive (OI)-WQ indicators. But WQ monitoring requires a number of OA- and OI-WQ indicators; for instance, the European Union Water Framework Directive (WFD) recommend 11 fundamental WQ indicators, which include both OA- and OI-WQ. Therefore, it is essential to consider both types of indicators in a regular WQ monitoring program to develop an effective water resources management plan. However, several recent studies have shown that the development of RS-based OI-WQ indicator retrieval model(s) introduces considerable uncertainty in the final retrieval results due to various factors. Additionally, these studies highlight that most of the retrieval models may not be suitable for global application. To highlight these challenges, the goal of the research is to conduct a comprehensive analysis of various RS data and existing techniques in order to more accurately retrieve OI-WQ indicators such as pH, dissolved oxygen (DOX), biological oxygen demand (BOD<sub>5</sub>), total phosphorus (TP), total nitrogen (TN), and dissolved inorganic nitrogen (DIN) in different waterbodies. To achieve the research objectives, this study conducted a critical review analysis of 105 research publications, including journal papers and conference papers, from 2005 to 2023. The study not only identified different types of satellite data, such as Landsat, Sentinel, and Aqua/Terra (MODIS), which are widely used, but also identified the advantages and disadvantages of different models, including empirical, semi-empirical, and ML/AI-based methods that are widely used in developing RS-driven retrieval model(s) for various OI-WQ indicators. Additionally, the study identified a range of opportunities (e.g., proposing a structural framework, reliable global model, etc.) and limitations (e.g., lack of in-situ data, structural framework, optimal RS wavelength for different OI-WQ indicators, etc.) in existing retrieval models. Moreover, the analysis suggests that advanced ML/AI approaches can be effective in retrieving OI-WQ indicators compared to other techniques in terms of retrieval data accuracy and reliability. The study also highlights current limitations of RS data and retrieval methods, such as spatial and temporal constraints, the need
监测水质对确保水资源的安全和健康至关重要。尽管它们很重要,但当代WQ监测项目仍面临着诸如高成本、有限的时空分辨率和数据可靠性问题等挑战。应对这些挑战的一个有希望的解决方案是将遥感(RS)技术与机器学习(ML)和人工智能(AI)算法相结合,这可以显著提高WQ监测的效率和准确性。从文献来看,大部分研究集中在叶绿素-a、有色溶解有机质等光活性(OA)-WQ指标上,而对光非活性(OI)-WQ指标的研究较少。但WQ监控需要一些OA-和OI-WQ指标;例如,欧盟水框架指令(WFD)推荐了11项基本WQ指标,其中包括OA- WQ和OI-WQ。因此,要制定有效的水资源管理计划,就必须在定期的WQ监测方案中考虑这两种指标。然而,最近的一些研究表明,基于rs的OI-WQ指标检索模型的发展由于各种因素,在最终的检索结果中引入了相当大的不确定性。此外,这些研究还表明,大多数检索模型可能不适合全球应用。为了突出这些挑战,本研究的目标是对各种RS数据和现有技术进行综合分析,以便更准确地检索不同水体中的pH、溶解氧(DOX)、生物需氧量(BOD5)、总磷(TP)、总氮(TN)和溶解无机氮(DIN)等OI-WQ指标。为了实现研究目标,本研究对2005年至2023年的105篇研究论文进行了批判性回顾分析,包括期刊论文和会议论文。本研究不仅确定了广泛使用的Landsat、Sentinel和Aqua/Terra (MODIS)等不同类型的卫星数据,还确定了不同模型的优缺点,包括经验、半经验和基于ML/ ai的方法,这些方法被广泛用于开发各种vi - wq指标的rs驱动检索模型。此外,该研究还发现了现有检索模型中的一系列机会(如提出结构框架、可靠的全局模型等)和局限性(如缺乏原位数据、结构框架、不同OI-WQ指标的最佳RS波长等)。此外,分析表明,在检索数据的准确性和可靠性方面,与其他技术相比,先进的ML/AI方法可以有效地检索OI-WQ指标。该研究还强调了当前遥感数据和检索方法的局限性,如空间和时间限制、改进校准的需要以及对更广泛和更多样化的训练和测试数据集的需求。最后,研究结果强调了ML/AI算法在改进基于rs的WQ监测技术方面的巨大潜力,这可能对未来的水资源管理和可持续发展战略更有用。
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引用次数: 0
Terrestrial iron biosignatures and their potential in solar system exploration for astrobiology 地铁生物特征及其在太阳系天体生物学探索中的潜力
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-11-01 DOI: 10.1016/j.earscirev.2025.105318
Laura I. Tenelanda-Osorio , Andreas Kappler , Muammar Mansor
Iron (Fe) is one of the most abundant elements in the solar system. It plays an important role in life by participating in redox reactions for energy generation (e.g., by Fe(II)-oxidizing and Fe(III)-reducing microorganisms) and as a cofactor in multiple assimilatory metabolisms (e.g., DNA replication). Fe-metabolizing microorganisms are ubiquitous on Earth, from soils and sediments to deep-sea hydrothermal vents. They catalyze Fe redox transformations between its most common redox species Fe(II) and Fe(III), and couple this to carbon degradation, CO2 fixation, nitrate reduction and photosynthesis, thus linking the biogeochemical cycles of Fe with carbon and nitrogen. Biogenic Fe (oxyhydr)oxide minerals (BIOS), i.e. the products of neutrophilic Fe(II)-oxidizing microorganisms, are biosignatures of interest on Earth and potentially on other habitable bodies in our solar system, such as Mars and icy moons. Here, we review the habitats, mechanisms, products and preservation of Fe-metabolizing microorganisms on Earth. We translate this knowledge into a biosignature context for the search of potential Fe-metabolizing microorganisms in the solar system.
铁(Fe)是太阳系中最丰富的元素之一。它在生命中发挥着重要作用,参与氧化还原反应以产生能量(例如,通过铁(II)氧化和铁(III)还原微生物),并作为多种同化代谢的辅助因子(例如,DNA复制)。铁代谢微生物在地球上无处不在,从土壤和沉积物到深海热液喷口。它们催化铁在其最常见的氧化还原物种铁(II)和铁(III)之间的氧化还原转化,并将其与碳降解、二氧化碳固定、硝酸盐还原和光合作用结合起来,从而将铁与碳和氮的生物地球化学循环联系起来。生铁(氧)氧化物矿物(BIOS),即嗜中性铁(II)氧化微生物的产物,是地球上以及太阳系中其他可居住天体(如火星和冰冷的卫星)上感兴趣的生物特征。本文综述了地球上铁代谢微生物的栖息地、机制、产物和保存。我们将这些知识转化为在太阳系中寻找潜在铁代谢微生物的生物特征背景。
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引用次数: 0
Planetary albedo and reflected shortwave flux: Basic characteristics, mechanisms of change and future projections 行星反照率和反射短波通量:基本特征、变化机制和未来预测
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-09-11 DOI: 10.1016/j.earscirev.2025.105274
Ruixue Li , Bida Jian , Jiming Li, Jiayi Li, Zhenyu Cao, Yang Wang, Yuan Wang, Jianping Huang
The Earth's planetary albedo (PA) and reflected solar radiation (RSR) are critical for energy distribution and variability, significantly influencing the climate system and its response to climate change. This review presents an updated assessment of the characteristics, mechanisms, model simulations, and future projections of PA and RSR, providing valuable insights into their implications for the Earth's climate system. We summarize the trends and long-term variations in PA/RSR and their key drivers. Over the past two decades, global mean PA/RSR has significantly decreased, exacerbating Earth's energy imbalance, which is attributed to reduced low/mid-level cloud cover in tropical and subtropical oceans, retreating snow/ice cover at high latitudes, and reduced aerosol scattering at Northern Hemisphere mid-latitudes. Note that cloud fraction dominates RSR variations in most areas, but snow/ice coverage plays a larger role in polar coastal regions. Furthermore, we review the potential mechanisms that maintain hemispheric PA symmetry, highlighting the combined effects of tropical cloud movement and asymmetries in extratropical baroclinic activities. By applying the emergent constraint method and observations, we reduce the uncertainty of future projected RSR by 76 %. We find a significant decline in both global and hemispheric RSR this century, with trends slowing under low and medium emission scenarios, but accelerating under high emission scenarios. Finally, we emphasize future challenges in paleoclimatic radiation studies and the need for accurate long-term radiation data, and we suggest that strategies like emission reductions and reforestation may be vital for stabilizing Earth's PA on a long-term scale.
地球的行星反照率(PA)和太阳反射辐射(RSR)对能量分布和变率至关重要,对气候系统及其对气候变化的响应具有重要影响。本文综述了对PA和RSR的特征、机制、模式模拟和未来预测的最新评估,为它们对地球气候系统的影响提供了有价值的见解。我们总结了PA/RSR的趋势和长期变化及其主要驱动因素。近20年来,全球平均PA/RSR显著降低,加剧了地球能量不平衡,这主要是由于热带和亚热带海洋低空云量减少、高纬度冰雪覆盖减少以及北半球中纬度气溶胶散射减少所致。注意,在大多数地区,云分数主导RSR变化,但冰雪覆盖在极地沿海地区发挥更大的作用。此外,我们回顾了维持半球PA对称的潜在机制,强调了热带云运动和温带斜压活动不对称的综合影响。通过应用紧急约束方法和观测结果,我们将未来预测RSR的不确定性降低了76%。我们发现,本世纪全球和半球的RSR都显著下降,在低排放和中等排放情景下,趋势放缓,但在高排放情景下,趋势加速。最后,我们强调了未来古气候辐射研究面临的挑战和对准确长期辐射数据的需求,并提出了减排和重新造林等策略可能对长期稳定地球PA至关重要。
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引用次数: 0
Bridging the biomass gap: Advances, challenges and prospects in unlocking Radar's potential in terrestrial ecosystems 弥合生物量差距:释放雷达在陆地生态系统中的潜力的进展、挑战和前景
IF 1 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-09-11 DOI: 10.1016/j.earscirev.2025.105275
Sana Ullah , Majid Nazeer , Man Sing Wong
Radar (radio detection and ranging) technology operates in all weather and lighting conditions, making it a valuable tool for several purposes. It offers advantages such as the ability to penetrate vegetation canopies and ground surfaces. This study examines the progress, challenges, and prospects of using radar technology for improved biomass estimation in terrestrial ecosystems. Various sensors have been utilized for biomass estimation, including synthetic aperture radar (SAR), interferometric SAR (InSAR), and ground penetrating radar (GPR). SAR applications in tropical forests have employed C-band SAR sensors, such as Sentinal-1 A/B, while RADARSAT-2 has been used in temperate and subtropical forests. Advanced SAR (ASAR) has been effective in both tropical and temperate forests. L-band SAR sensors, such as phase array L-band SAR (PALSAR), have been used in tropical, temperate, boreal, and mixed forests, while unmanned aerial vehicle (UAV)-SAR and polarimetric L-band imaging SAR (PLIS) have been employed in boreal, mixed, and temperate forests, respectively. L-band InSAR has been used in boreal forests, and X-band InSAR, including Tandem-X and Shuttle Radar Topography Mission (SRTM) digital elevation model (DEM), has been implemented in boreal, tropical, and temperate forests. P-band SAR and polarimetric interferometry SAR (PolInSAR) have been used with ONERA aerial system SETHI in tropical forests, and GPR with field portable GEOTECH in subtropical forests. SAR sensors face challenges including signal attenuation due to incidence angle, polarization sensitivity, heterogeneous landscapes, data availability, and temporal decorrelation. InSAR sensors encounter phase decorrelation, baseline issues, and various errors. GPR sensors face signal attenuation, ground penetration, target detection, and ground truth validity challenges. To improve biomass estimation, this article suggests considering forest type-specific models, using multi-frequency SAR, employing polarimetric SAR (PolSAR) for scattering analysis, integrating radar with light emission and detection (LiDAR) or optical data, implementing advanced data processing techniques, and utilizing artificial intelligence (AI) and stochastic modeling.
雷达(无线电探测和测距)技术在所有天气和光照条件下工作,使其成为多种用途的宝贵工具。它具有穿透植被冠层和地面的能力等优点。本研究探讨了利用雷达技术改进陆地生态系统生物量估算的进展、挑战和前景。各种传感器已被用于生物量估算,包括合成孔径雷达(SAR)、干涉SAR (InSAR)和探地雷达(GPR)。热带森林的SAR应用采用c波段SAR传感器,例如sentinel -1 A/B,而温带和亚热带森林则使用RADARSAT-2。先进的SAR (ASAR)在热带和温带森林中都是有效的。l波段SAR传感器,如相控阵l波段SAR (PALSAR),已在热带、温带、北方和混交林中使用,而无人机(UAV)-SAR和偏振l波段成像SAR (PLIS)分别在北方、混合和温带森林中使用。l波段InSAR已用于北方森林,x波段InSAR,包括Tandem-X和航天飞机雷达地形任务(SRTM)数字高程模型(DEM),已在北方、热带和温带森林中实施。p波段SAR和偏振干涉SAR (PolInSAR)在热带森林中与ONERA航空系统SETHI结合使用,在亚热带森林中与野外便携式GEOTECH结合使用。SAR传感器面临的挑战包括入射角、极化灵敏度、异构景观、数据可用性和时间去相关导致的信号衰减。InSAR传感器会遇到相位去相关、基线问题和各种错误。探地雷达传感器面临着信号衰减、地面突防、目标探测和地面真值有效性等挑战。为了改进生物量估算,本文建议考虑森林类型模型,使用多频SAR,使用偏振SAR (PolSAR)进行散射分析,将雷达与光发射和探测(LiDAR)或光学数据相结合,采用先进的数据处理技术,并利用人工智能(AI)和随机建模。
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