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Role of Dipeptidyl Dipeptidase 4 Inhibitors in the Management of Diabetic Foot. 二肽基二肽酶 4 抑制剂在糖尿病足治疗中的作用。
IF 4.2 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-12-01 Epub Date: 2022-02-28 DOI: 10.1177/15347346221082776
Wen-Hui Yu, Tong Zhang, Heng Xu

Background: Patients with diabetes mellitus face difficulties in wound healing. It is important to explore therapeutic options for diabetic complications such as ulcers. This study evaluates the role of dipeptidyl dipeptidase 4 inhibitors (DPP4i) in the management of diabetic foot. Methods: Literature search was conducted in electronic databases (Google Scholar, Ovid, PubMed, Science Direct, and Springer) and studies were selected for inclusion if they reported the incidence rate of diabetic foot ulcer during DPP4i treatment or evaluated the effect of DPP4i on wound healing. Incidence rates of foot ulcer, amputation and peripheral vascular disease were pooled to achieve overall estimates. Meta-analyses of odds ratios were performed to evaluate the risk of foot ulcer, amputation, and peripheral vascular disease with DPP4i, and to examine the effect of DPP4i treatment on ulcer healing. Results: Ten studies (532354 DPP4i and 2092010 non-DPP4i treated diabetes patients) were included. Incidence rates of foot ulcer, amputation, and peripheral vascular disease were 3.80 [95% confidence interval (CI): 0.22, 7.39], 0.82 [95%CI: 0.60, 1.05], and 22.33 [95%CI: 9.14, 35.53] per 1000 person-years respectively in patients treated with DPP4i and 3.60 [95%CI: 1.77, 5.39], 0.76 [95%CI: 0.58, 0.94], and 20.9 [95%CI: 16.04, 25.81] per 1000 person-years respectively in patients treated with non-DPP4i drugs. Risk of ulcer or amputation with DPP4i was not consistent across studies. Odds of non-healing of ulcer were significantly lower with DPP4i in comparison with controls (odds ratio: 0.27 [95%CI: 0.10, 0.71]; p = 0.008). Conclusion: Incidence rates of diabetic foot and amputation are found to be similar with DPP4i and non-DPP4i drugs. DPP4i improved wound healing of diabetic foot in 3-month randomized trials.

背景:糖尿病患者在伤口愈合方面面临困难。探索溃疡等糖尿病并发症的治疗方案非常重要。本研究评估了二肽基二肽酶 4 抑制剂(DPP4i)在糖尿病足治疗中的作用。研究方法在电子数据库(Google Scholar、Ovid、PubMed、Science Direct 和 Springer)中进行文献检索,如果研究报告了 DPP4i 治疗期间糖尿病足溃疡的发病率或评估了 DPP4i 对伤口愈合的影响,则将其纳入研究。对足部溃疡、截肢和外周血管疾病的发病率进行汇总,以得出总体估计值。进行了几率比的元分析,以评估使用 DPP4i 治疗足部溃疡、截肢和外周血管疾病的风险,并研究 DPP4i 治疗对溃疡愈合的影响。研究结果共纳入 10 项研究(532354 名接受 DPP4i 治疗的糖尿病患者和 2092010 名未接受 DPP4i 治疗的糖尿病患者)。足部溃疡、截肢和外周血管疾病的发病率分别为 3.80 [95% 置信区间 (CI):0.22, 7.39]、0.82 [95%CI: 0.60, 1.05] 和 22.33 [95%CI: 9.14, 35.在接受 DPP4i 药物治疗的患者中,每 1000 人年分别为 3.60 [95%CI: 1.77, 5.39]、0.76 [95%CI: 0.58, 0.94]和 20.9 [95%CI: 16.04, 25.81]。不同研究中使用 DPP4i 的溃疡或截肢风险并不一致。与对照组相比,使用 DPP4i 后溃疡不愈合的几率明显降低(几率比:0.27 [95%CI: 0.10, 0.71]; p = 0.008)。结论糖尿病足和截肢的发病率在使用 DPP4i 和非 DPP4i 药物时相似。在为期 3 个月的随机试验中,DPP4i 可改善糖尿病足的伤口愈合。
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引用次数: 0
Slope Unit Maker (SUMak): an efficient and parameter-free algorithm for delineating slope units to improve landslide modeling 斜坡单元制作器 (SUMak):一种用于划分斜坡单元的高效无参数算法,可改善滑坡建模
IF 4.6 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-01-03 DOI: 10.5194/nhess-24-1-2024
Jacob B. Woodard, B. Mirus, Nathan J. Wood, K. Allstadt, Benjamin A. Leshchinsky, Matthew M. Crawford
Abstract. Slope units are terrain partitions bounded by drainage and divide lines. In landslide modeling, including susceptibility modeling and event-specific modeling of landslide occurrence, slope units provide several advantages over gridded units, such as better capturing terrain geometry, improved incorporation of geospatial landslide-occurrence data in different formats (e.g., point and polygon), and better accommodating the varying data accuracy and precision in landslide inventories. However, the use of slope units in regional (> 100 km2) landslide studies remains limited due, in part, to the large computational costs and/or poor reproducibility with current delineation methods. We introduce a computationally efficient algorithm for the parameter-free delineation of slope units that leverages tools from within TauDEM and GRASS, using an R interface. The algorithm uses geomorphic laws to define the appropriate scaling of the slope units representative of hillslope processes, avoiding the often ambiguous determination of slope unit size. We then demonstrate how slope units enable more robust regional-scale landslide susceptibility and event-specific landslide occurrence maps.
摘要斜坡单元是以排水线和分界线为边界的地形分区。在滑坡建模(包括易发性建模和滑坡发生的特定事件建模)中,与网格单元相比,斜坡单元具有若干优势,例如能更好地捕捉地形几何形状,更好地纳入不同格式(如点和多边形)的地理空间滑坡发生数据,以及更好地适应滑坡清单中不同的数据精度和准确性。然而,在区域(大于 100 平方公里)滑坡研究中,斜坡单元的使用仍然有限,部分原因是计算成本高和/或当前划分方法的可重复性差。我们介绍了一种计算效率高的无参数斜坡单元划分算法,该算法利用 TauDEM 和 GRASS 中的工具,并使用 R 接口。该算法利用地貌规律来定义代表山坡过程的斜坡单元的适当比例,避免了通常模棱两可的斜坡单元大小的确定。然后,我们演示了斜坡单元如何实现更强大的区域尺度滑坡易发性和特定事件滑坡发生图。
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引用次数: 0
Total water levels along the South Atlantic Bight during three along-shelf propagating tropical cyclones: relative contributions of storm surge and wave runup 三个沿岸传播的热带气旋期间南大西洋海湾的总水位:风暴潮和海浪上升的相对作用
IF 4.6 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-12-22 DOI: 10.5194/nhess-23-3895-2023
Chu-En Hsu, K. Serafin, Xiao Yu, C. Hegermiller, J. Warner, M. Olabarrieta
Abstract. Total water levels (TWLs), including the contribution of wind waves, associated with tropical cyclones (TCs) are among the most damaging hazards faced by coastal communities. TC-induced economic losses are expected to increase because of stronger TC intensity, sea level rise, and increased populations along the coasts. TC intensity, translation speed, and distance to the coast affect the magnitude and duration of increased TWLs and wind waves. Under climate change, the proportion of high-intensity TCs is projected to increase globally, whereas the variation pattern of TC translation speed also depends on the ocean basin and latitude. There is an urgent need to improve our understanding of the linkages between TC characteristics and TWL components. In the past few years, hurricanes Matthew (2016), Dorian (2019), and Isaias (2020) propagated over the South Atlantic Bight (SAB) with similar paths but resulted in different coastal impacts. We combined in situ observations and numerical simulations with the Coupled Ocean–Atmosphere–Wave–Sediment Transport (COAWST) modeling system to analyze the extreme TWLs under the three TCs. Model verification showed that the TWL components were well reproduced by the present model setup. Our results showed that the peak storm surge and the peak wave runup depended mainly on the TC intensity, the distance to the TC eye, and the TC heading direction. A decrease in TC translation speed primarily led to longer exceedance durations of TWLs, which may result in more severe economic losses. Wave-dependent water level components (i.e., wave setup and wave swash) were found to dominate the peak TWL within the near-TC field. Our results also showed that in specific conditions, the prestorm wave runup associated with the TC-induced swell may lead to TWLs higher than at the peak of the storm. This was the case along the SAB during Hurricane Isaias. Isaias's fast TC translation speed and the fact that its swell was not blocked by any islands were the main factors contributing to these peak TWLs ahead of the storm peak.
摘要与热带气旋(TC)相关的总水位(TWL),包括风浪的影响,是沿海社区面临的最具破坏性的灾害之一。由于热带气旋强度增强、海平面上升和沿岸人口增加,预计热带气旋造成的经济损失将会增加。热带气旋强度、平移速度和与海岸的距离会影响 TWL 和风浪增加的幅度和持续时间。在气候变化的情况下,预计全球高强度热带气旋的比例将增加,而热带气旋平移速度的变化规律也取决于海盆和纬度。我们迫切需要进一步了解热气旋特征与 TWL 成分之间的联系。在过去几年中,飓风马修(2016 年)、多里安(2019 年)和伊萨亚斯(2020 年)在南大西洋湾(SAB)上空传播的路径相似,但造成的沿岸影响不同。我们将现场观测和数值模拟与海洋-大气-波浪-沉积物传输耦合(COAWST)建模系统相结合,分析了这三个热带风暴下的极端 TWL。模式验证表明,目前的模式设置很好地再现了 TWL 的各组成部分。结果表明,风暴潮峰值和浪高峰值主要取决于热带气旋强度、到热带气旋眼的距离以及热带气旋的方向。热气旋平移速度的降低主要导致 TWL 的超标持续时间延长,从而可能导致更严重的经济损失。研究发现,与波浪有关的水位成分(即波浪起伏和波浪冲刷)主导了近热带气旋场内的 TWL 峰值。我们的研究结果还表明,在特定条件下,与热带气旋引起的涌浪相关的风暴前波浪上升可能会导致 TWL 高于风暴峰值。伊萨亚斯飓风期间沿 SAB 的情况就是如此。伊萨亚斯飓风的热带气旋平移速度快,而且其涌浪没有受到任何岛屿的阻挡,这些都是导致在风暴峰值之前出现最大 TWL 的主要因素。
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引用次数: 5
Wind as a natural hazard in Poland 风是波兰的一种自然灾害
IF 4.6 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-12-15 DOI: 10.5194/nhess-23-3839-2023
T. Chmielewski, P. Bońkowski
Abstract. The paper deals with wind speeds of extreme wind events in Poland and the descriptions of their effects. Two recent estimations developed by the Institute of Meteorology and Water Management in Warsaw and by Halina Lorenc (a previous co-worker of the institute) are presented here. Their strong and weak points are briefly described. The 37 annual maximum gusts of wind speeds measured at all meteorological stations between 1971 and 2007 are analysed by an extremal probability paper, block-maxima (BM), and peak-over-threshold (OVT) approaches. Based on the measured and estimated wind speeds (taken from existing literature), the authors suggest new estimations for extreme winds that may occur in Poland. Shortly, Poland will construct important structures, such as a central air terminal and (some) nuclear power plants, so knowledge about extreme winds in our country is significant for engineers who will design these structures.
摘要本文涉及波兰极端风事件的风速及其影响描述。本文介绍了华沙气象和水管理研究所以及 Halina Lorenc(该研究所的前同事)最近开发的两种估算方法。它们的优缺点将在此简要介绍。对 1971 年至 2007 年期间在所有气象站测量到的 37 个年度最大阵风风速,采用极值概率论、块-最大值 (BM) 和峰值超过阈值 (OVT) 等方法进行了分析。根据测量和估计的风速(取自现有文献),作者对波兰可能出现的极端风速提出了新的估计。不久之后,波兰将建造重要的建筑,如中央航站楼和(部分)核电站,因此了解我国的极端风对设计这些建筑的工程师来说意义重大。
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引用次数: 0
The role of response efficacy and self-efficacy in disaster preparedness actions for vulnerable households 应对效能和自我效能在弱势家庭备灾行动中的作用
IF 4.6 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-12-14 DOI: 10.5194/nhess-23-3789-2023
Dong Qiu, B. Lv, Yuepeng Cui, Zexiong Zhan
Abstract. The effects of response efficacy and self-efficacy on disaster preparedness have been widely reported. However, most studies only prove their relationship to disaster preparedness in general terms without ascertaining whether they also variously impact the disaster preparedness of diverse vulnerable families (i.e., caring for older and/or disabled adults (COD), caring for a child (CC), and low capacity (LC)). In this study, disaster preparedness is divided into two dependent variables: adequate and minimal preparedness. A quantitative analysis was conducted using 4559 samples drawn from the 2021 National Household Survey to investigate the relationship between response efficacy and self-efficacy with preparedness measures adopted by vulnerable households. Binary logistic regression results indicated that households with vulnerable groups are generally more likely to report lower disaster preparedness. Response efficacy is more critical to LC and COD families, while self-efficacy is more important to LC and CC families. Based on these findings, interventions can be tailored to suit different family types and help vulnerable families better prepare for disasters.
摘要应对效能感和自我效能感对备灾的影响已被广泛报道。然而,大多数研究只是笼统地证明了它们与备灾的关系,而没有确定它们是否也会对不同的弱势家庭(即照顾老年人和/或残疾成人(COD)、照顾儿童(CC)和低能力(LC))的备灾产生不同的影响。在本研究中,备灾分为两个因变量:充分备灾和最低备灾。研究利用 2021 年全国住户调查中抽取的 4559 个样本进行了定量分析,以调查应对效能和自我效能与弱势家庭所采取的备灾措施之间的关系。二元逻辑回归结果表明,弱势群体家庭一般更有可能报告较低的备灾水平。应对效能对 LC 和 COD 家庭更为重要,而自我效能对 LC 和 CC 家庭更为重要。根据这些研究结果,可以针对不同的家庭类型采取相应的干预措施,帮助弱势家庭更好地做好备灾准备。
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引用次数: 0
Climatological occurrences of hail and tornadoes associated with mesoscale convective systems in the United States 美国与中尺度对流系统有关的冰雹和龙卷风气候现象
IF 4.6 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-12-14 DOI: 10.5194/nhess-23-3823-2023
Jingyu Wang, Jiwen Fan, Zhe Feng
Abstract. Hail and tornadoes are hazardous weather events responsible for significant property damage and economic loss worldwide. The most devastating occurrences of hail and tornadoes are commonly produced by supercells in the United States. However, these supercells may also grow upscale into mesoscale convective systems (MCSs) or be embedded within them. The relationship between hail and tornado occurrences with MCSs in the long-term climatology has not been thoroughly examined. In this study, radar features associated with MCSs are extracted from a 14-year MCS tracking database across the contiguous United States, and hazard reports are mapped to these MCS features. We investigate the characteristics of hail and tornadoes in relation to MCSs, considering seasonal and regional variabilities. On average, 8 %–17 % of hail events and 17 %–32 % of tornado events are associated with MCSs, depending on the criteria used to define MCSs. The highest total and MCS-associated hazard events occur from March to May, while the highest MCS-associated portion (23 % for hail and 45 % for tornadoes) is observed in winter (December–February) due to the dominance of MCSs caused by strong synoptic forcing. As hailstone size increases, the fraction associated with MCS decreases, but there is an increasing trend for tornado severity from EF0 to EF3 (Enhanced Fujita Scale). Violent tornadoes at EF4 and EF5 associated with MCSs were also observed, which are generated by supercells embedded within MCSs.
摘要冰雹和龙卷风是危险的天气事件,在全球范围内造成重大财产损失和经济损失。在美国,最具破坏性的冰雹和龙卷风通常是由超级气团产生的。不过,这些超级气团也可能向中尺度对流系统(MCS)的上层发展,或嵌入其中。在长期气候学中,冰雹和龙卷风的发生与中尺度对流系统之间的关系尚未得到深入研究。在这项研究中,我们从美国毗连地区 14 年的 MCS 跟踪数据库中提取了与 MCS 相关的雷达特征,并将灾害报告映射到这些 MCS 特征上。考虑到季节性和区域性变化,我们研究了冰雹和龙卷风与 MCS 相关的特征。平均而言,8%-17% 的冰雹事件和 17%-32% 的龙卷风事件与多气候系统有关,具体取决于定义多气候系统的标准。3 月至 5 月发生的危害事件总数和与多边监控系统相关的危害事件数最多,而与多边监控系统相关的危害事件数最多的部分(冰雹为 23%,龙卷风为 45%)则出现在冬季(12 月至 2 月),原因是强对流强迫导致的多边监控系统占主导地位。随着冰雹粒径的增大,与多导气候系统有关的部分有所减少,但龙卷风的严重程度从 EF0 到 EF3(增强藤田风级)呈上升趋势。此外,还观测到了与多级龙卷风相关的 EF4 和 EF5 级猛烈龙卷风,这些龙卷风是由嵌入多级龙卷风中的超级气团产生的。
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引用次数: 0
Hurricane Irma: an unprecedented event over the last 3700 years? Geomorphological changes and sedimentological record in Codrington Lagoon, Barbuda 飓风艾尔玛:过去 3700 年中前所未有的事件?巴布达科德灵顿泻湖的地貌变化和沉积记录
IF 4.6 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-12-06 DOI: 10.5194/nhess-23-3761-2023
M. Biguenet, E. Chaumillon, P. Sabatier, Antoine Bastien, Emeline Geba, Fabien Arnaud, T. Coulombier, N. Feuillet
Abstract. Low-lying coasts and small islands, such as in the Lesser Antilles, are particularly vulnerable to hurricane-induced marine floods. In September 2017, category 5 Hurricane Irma, with winds up to 360 km h−1, hit the northern Caribbean islands and caused the destruction of 95 % of the structures on Barbuda Island. We investigated the geomorphological impacts and the sedimentological record related to the storm surge of this hurricane in Barbuda's Codrington Lagoon. Following Hurricane Irma, two wide inlets developed across the Codrington sandy barrier. One of these inlets was enlarged and was still open 4 years later. From available data, it seems that this barrier remained continuous for the last 250 years before Hurricane Irma. At a longer timescale, very high-resolution seismic exploration combined with sediment cores sampled in Codrington Lagoon were used to investigate Irma deposits and environmental changes for the last 3700 years. The evolution from a low-energy small and shallow lagoon to the modern wide and high-energy lagoon recorded by the lagoon sediment fill was related to both long-term sea level rise and subsidence. The top of the lagoon fill consists of a thick and extensive sand sheet recording an abrupt increase in energy. Given its location at the top of the cores and its very recent age, supported by short-lived radionuclide data, together with large inlets opening and barrier erosion after Irma that imply a large sand supply to the lagoon, this sand sheet was attributed to Hurricane Irma. From our cores, it appears that this deposit is unique over more than 3700 years. Both the opening of a new inlet and the thick upper sand sheet support the exceptional character of Irma at the scale of centuries to millennia. Our study reinforces the idea that Hurricane Irma was exceptional in terms of intensity and may be associated with global warming.
摘要。低洼海岸和小岛,如小安的列斯群岛,特别容易受到飓风引发的海洋洪水的影响。2017年9月,风速高达每小时360公里的5级飓风“厄玛”袭击了加勒比海北部岛屿,造成巴布达岛上95%的建筑被毁。研究了此次飓风对巴布达科德林顿泻湖风暴潮的地貌影响和沉积学记录。飓风厄玛过后,科德林顿沙障形成了两个宽阔的入口。其中一个入口被扩大,4年后仍然开放。从现有的数据来看,在飓风“厄玛”之前的250年里,这个屏障似乎一直是连续的。在更长的时间尺度上,高分辨率地震勘探结合了Codrington泻湖沉积物岩心样本,用于研究Irma沉积物和过去3700年的环境变化。从低能量的小而浅的泻湖到由泻湖填沙记录的现代宽而高能的泻湖的演变与长期的海平面上升和沉降有关。泻湖填充物的顶部由厚而宽的沙层组成,记录了能量的突然增加。考虑到它位于岩心顶部的位置,以及它的年代非常近,加上短寿命放射性核素数据的支持,再加上Irma之后的大入口开放和屏障侵蚀,这意味着大量的沙子供应给泻湖,这个沙洲被归因于飓风Irma。从我们的岩心来看,这个沉积物在3700多年来是独一无二的。新入口的开放和厚厚的上层沙层都支撑着伊尔玛在几个世纪到几千年的尺度上的独特特征。我们的研究强化了飓风厄玛在强度方面异常的观点,并且可能与全球变暖有关。
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引用次数: 1
Characteristics of cloud-to-ground lightning (CG) and differences between +CG and −CG strokes in China regarding the China National Lightning Detection Network 中国国家雷电探测网络的云到地闪电(CG)特征及+CG和-CG闪电的差异
IF 4.6 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-12-04 DOI: 10.5194/nhess-23-3747-2023
R. Jiang, Guoping Zhang, Shudong Wang, Bing Xue, Zhengshuai Xie, Tingzhao Yu, Kuoyin Wang, Jin Ding, Xiaoxiang Zhu
Abstract. A lightning location system consisting of multiple ground-based stations is an effective means of lightning observation. The dataset from CNLDN (China National Lightning Detection Network) in 2016–2022 is employed to analyze the temporal and spatial lightning distributions and the differences between +CG (positive cloud-to-ground lightning) and −CG (negative cloud-to-ground lightning) strokes in China. On the annual scale, lightning activity is most prevalent during the summer months (June, July, and August), accounting for 72.6 % of the year. Spring sees more lightning than autumn, and winter has only a small amount in southeastern coastal areas. During the day, the frequency of lightning peaks at 15:00–17:00 CST (China standard time) and is lowest at 8:00–10:00 CST. For the period with high CG stroke frequency (summer of a year or afternoon of a day), the proportion of +CG strokes and the discharge peak current are relatively small. Winter in a year and morning or midnight in a day correspond to a greater +CG stroke proportion and discharge current. Spatially, low latitudes, undulating terrain, the seaside, and humid surfaces are favorable factors for lightning occurrence. Thus, the southeast coastland has the largest lightning stroke density, while the northwest deserts and basins and the western and northern Tibetan Plateau, with altitudes over 6000 m, have almost no lightning. The proportion of +CG strokes and the peak current are low in the southern region with high density but diverse in other regions. The Tibetan Plateau causes the diversity of lightning activity in China and lays the foundation for studying the impact of surface elevation on lightning. Results indicate that the +CG stroke proportion on the eastern and southern Tibetan Plateau is up to 15 %, larger than the plain regions. The peak current of −CG strokes is positively correlated with altitude, but +CG strokes show a negative correlation, resulting in a large difference in peak current between +CG and −CG on the plain and a small difference on the plateau.
摘要。由多个地面站组成的闪电定位系统是一种有效的闪电观测手段。利用CNLDN(中国国家闪电探测网)2016-2022年的数据,分析了中国闪电的时空分布以及+CG(正云对地闪电)和- CG(负云对地闪电)的差异。在全年范围内,闪电活动在夏季(6、7、8月)最为频繁,占全年的72.6%。春天比秋天有更多的闪电,而东南部沿海地区的冬季只有很少的闪电。白天,闪电频率在15:00-17:00(中国标准时间)达到峰值,在8:00-10:00(中国标准时间)达到最低。在CG冲程频率较高的时间段(一年中的夏季或一天中的下午),+CG冲程的比例和放电峰值电流相对较小。一年中的冬季和一天中的早晨或午夜对应较大的+CG冲程比例和放电电流。在空间上,低纬度、起伏地形、海边和潮湿地表是闪电发生的有利因素。因此,东南沿海地区雷击密度最大,而西北沙漠和盆地以及青藏高原西部和北部海拔在6000 m以上的地区几乎没有雷击。在高密度的南部地区+CG冲程和峰值电流的比例较低,而在其他地区则不同。青藏高原造成了中国闪电活动的多样性,为研究地表高程对闪电的影响奠定了基础。结果表明,青藏高原东部和南部+CG冲程比例高达15%,大于平原地区。−CG冲程的峰值电流与海拔高度呈正相关,而+CG冲程的峰值电流与海拔高度呈负相关,导致平原+CG和−CG的峰值电流差异较大,高原的峰值电流差异较小。
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引用次数: 0
Machine-learning-based nowcasting of the Vögelsberg deep-seated landslide: why predicting slow deformation is not so easy 基于机器学习的 Vögelsberg 深层滑坡预报:为何预测缓慢变形并非易事
IF 4.6 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-12-01 DOI: 10.5194/nhess-23-3723-2023
A. V. van Natijne, T. Bogaard, T. Zieher, J. Pfeiffer, R. Lindenbergh
Abstract. Landslides are one of the major weather-related geohazards. To assess their potential impact and design mitigation solutions, a detailed understanding of the slope processes is required. Landslide modelling is typically based on data-rich geomechanical models. Recently, machine learning has shown promising results in modelling a variety of processes. Furthermore, slope conditions are now also monitored from space, in wide-area repeat surveys from satellites. In the present study we tested if use of machine learning, combined with readily available remote sensing data, allows us to build a deformation nowcasting model. A successful landslide deformation nowcast, based on remote sensing data and machine learning, would demonstrate effective understanding of the slope processes, even in the absence of physical modelling. We tested our methodology on the Vögelsberg, a deep-seated landslide near Innsbruck, Austria. Our results show that the formulation of such a machine learning system is not as straightforward as often hoped for. The primary issue is the freedom of the model compared to the number of acceleration events in the time series available for training, as well as inherent limitations of the standard quality metrics such as the mean squared error. Satellite remote sensing has the potential to provide longer time series, over wide areas. However, although longer time series of deformation and slope conditions are clearly beneficial for machine-learning-based analyses, the present study shows the importance of the training data quality but also that this technique is mostly applicable to the well-monitored, more dynamic deforming landslides.
摘要。山体滑坡是与天气有关的主要地质灾害之一。为了评估其潜在影响和设计缓解方案,需要详细了解斜坡过程。滑坡建模通常基于数据丰富的地质力学模型。最近,机器学习在各种过程建模方面显示出有希望的结果。此外,现在还从空间监测斜坡情况,通过卫星进行大面积重复调查。在本研究中,我们测试了是否使用机器学习,结合现成的遥感数据,允许我们建立变形临近预报模型。基于遥感数据和机器学习的成功的滑坡变形临近预报,即使在没有物理建模的情况下,也将证明对边坡过程的有效理解。我们在奥地利因斯布鲁克附近的Vögelsberg深层滑坡上测试了我们的方法。我们的研究结果表明,这样一个机器学习系统的公式并不像人们通常希望的那样简单。主要问题是与时间序列中可用于训练的加速事件数量相比,模型的自由度,以及标准质量指标(如均方误差)的固有局限性。卫星遥感有可能在广大地区提供更长的时间序列。然而,尽管更长的变形和斜坡条件时间序列显然有利于基于机器学习的分析,但目前的研究表明,训练数据质量的重要性,而且这种技术主要适用于监测良好、更动态的变形滑坡。
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引用次数: 0
Human displacements from Tropical Cyclone Idai attributable to climate change 气候变化导致的热带气旋“伊代”造成的人口流离失所
2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2023-11-14 DOI: 10.5194/nhess-23-3467-2023
Benedikt Mester, Thomas Vogt, Seth Bryant, Christian Otto, Katja Frieler, Jacob Schewe
Abstract. Extreme weather events, such as tropical cyclones, often trigger population displacement. The frequency and intensity of tropical cyclones are affected by anthropogenic climate change. However, the effect of historical climate change on displacement risk has so far not been quantified. Here, we show how displacement can be partially attributed to climate change using the example of the 2019 Tropical Cyclone Idai in Mozambique. We estimate the population exposed to high water levels following Idai's landfall using a combination of a 2D hydrodynamical storm surge model and a flood depth estimation algorithm to determine inland flood depths from remote sensing images, factual (climate change) and counterfactual (no climate change) mean sea level, and maximum wind speed conditions. Our main estimates indicate that climate change has increased displacement risk from this event by approximately 12 600–14 900 additional displaced persons, corresponding to about 2.7 % to 3.2 % of the observed displacements. The isolated effect of wind speed intensification is double that of sea level rise. These results are subject to important uncertainties related to both data and modeling assumptions, and we perform multiple sensitivity experiments to assess the range of uncertainty where possible. Besides highlighting the significant effects on humanitarian conditions already imparted by climate change, our study provides a blueprint for event-based displacement attribution.
摘要极端天气事件,如热带气旋,经常引发人口流离失所。热带气旋的频率和强度受到人为气候变化的影响。然而,历史气候变化对流离失所风险的影响迄今尚未被量化。在这里,我们以2019年莫桑比克热带气旋伊代为例,说明流离失所如何部分归因于气候变化。我们使用二维流体动力风暴潮模型和洪水深度估计算法的组合来估计Idai登陆后暴露在高水位的人口,以确定内陆洪水深度,根据遥感图像,事实(气候变化)和反事实(无气候变化)平均海平面和最大风速条件。我们的主要估计表明,气候变化使这一事件造成的流离失所风险增加了约12,600 - 14,900人,相当于观察到的流离失所人数的2.7%至3.2%。风速增强的孤立效应是海平面上升的两倍。这些结果受到与数据和建模假设相关的重要不确定性的影响,我们执行多个灵敏度实验来评估可能的不确定性范围。除了强调气候变化对人道主义状况的重大影响外,我们的研究还为基于事件的流离失所归因提供了蓝图。
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引用次数: 0
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Natural Hazards and Earth System Sciences
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