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Developing Data-driven Transfer Learning Model to Locate Tropical Cyclone Centers on Satellite Infrared Imagery 基于卫星红外图像的热带气旋中心定位数据驱动迁移学习模型的开发
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-10-31 DOI: 10.1175/jtech-d-23-0026.1
Chong Wang, Xiaofeng Li
Abstract In this paper, a data-driven transfer learning (TL) model for locating tropical cyclone (TC) centers from satellite infrared images in the Northwest Pacific is developed. A total of 2450 satellite infrared TC images derived from 97 TC between 2015 and 2018 were used for this paper. The TC center location model (ResNet-TCL) with added residual fully-connected modules is built for the TC center location. The MAE of the ResNet-TCL model is 34.8 km. Then TL is used to improve the model performance, including obtaining a pre-trained model based on the ImageNet dataset, transferring the pre-trained model parameters to the ResNet-TCL model, and using TC satellite infrared imagery to fine-train the ResNet-TCL model. The results show that the TL-based model improves the location accuracy by 14.1% (29.3 km) over the No-TL model. The model performance increases logarithmically with the amount of training data. When the training data are large, the benefit of increasing the training samples is smaller than the benefit of using TL. The comparison of model results with the Best Track data of TCs shows that the MAEs of TCs center is 29.3 km for all samples and less than 20 km for H2-H5 TCs. In addition, the visualization of the TL-based TC center location model shows that the TL model can accurately extract the most important features related to TC center location, including TC eye, TC texture, and contour. On the other hand, the No-TL model does not accurately extract these features.
本文建立了一个数据驱动的迁移学习(TL)模型,用于利用西北太平洋地区的卫星红外图像定位热带气旋(TC)中心。本文使用了2015 - 2018年间来自97个TC的2450张卫星红外TC图像。建立了TC中心定位模型(ResNet-TCL),增加了剩余的全连接模块。ResNet-TCL模型的MAE为34.8 km。然后利用TL提高模型性能,包括基于ImageNet数据集获得预训练模型,将预训练模型参数传递到ResNet-TCL模型,并利用TC卫星红外图像对ResNet-TCL模型进行精细训练。结果表明,基于tl的模型比无tl模型的定位精度提高了14.1% (29.3 km)。随着训练数据量的增加,模型性能呈对数增长。当训练数据量较大时,增加训练样本的收益小于使用TL的收益。将模型结果与tc的Best Track数据进行比较,发现所有样本的tc中心MAEs均为29.3 km, H2-H5 tc中心MAEs均小于20 km。此外,基于TL的TC中心定位模型的可视化表明,TL模型可以准确提取与TC中心定位相关的最重要特征,包括TC眼、TC纹理和轮廓。另一方面,No-TL模型不能准确地提取这些特征。
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引用次数: 0
Drift characteristics of Sea-Bird dissolved oxygen optode sensors 海鸟型溶解氧光电传感器漂移特性研究
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-10-26 DOI: 10.1175/jtech-d-22-0103.1
Alice S. Ren, Daniel L. Rudnick, Alistair Twombly
Abstract The Sea-Bird 63 dissolved oxygen optode sensors used on various oceanographic platforms are known to drift over time. Corrections for drift are necessary for accurate dissolved oxygen measurements on the timescale of months to years. Here, drift on 14 Sea-Bird 63 dissolved oxygen optode sensors deployed on Spray underwater gliders over 5 years is described. The gliders with oxygen sensors were deployed regularly for 100-day missions as part of the California Underwater Glider Network (CUGN). A laboratory two-point calibration was performed on the oxygen sensor before and after glider deployment. Sensor drift during 100-day deployments was larger than during 100-day storage periods. Sensor behavior is modeled with a gain that asymptotes to 1.090 ± 0.005 with an e-folding timescale of 3.70 ± 0.361 years. At zero oxygen concentration, the sensor consistently reads around 3 μmol kg −1 ; a negative offset term is used in addition to the gain to correct the sensor oxygen. The correction procedure removes the error due to long time drift, one of the major sources of error, with an uncertainty of 0.5% (0.9% including outliers) or 0.5 μmol kg −1 depending on concentration, which improves the accuracy of the Sea-Bird 63 although uncertainty from other sources of error including the initial factory calibration and the sensor response time remain. Suggested procedures for implementing a two-point calibration procedure in the laboratory are discussed. Calibrations must be considered starting 6 months after initial factory calibration to keep error from sensor time drift under 1%.
摘要海鸟63型溶解氧光电传感器用于各种海洋学平台,已知会随时间漂移。为了在月到年的时间尺度上精确地测量溶解氧,对漂移进行校正是必要的。本文描述了5年来部署在Spray水下滑翔机上的14个海鸟63溶解氧光电传感器的漂移情况。这些装有氧气传感器的滑翔机作为加州水下滑翔机网络(CUGN)的一部分,定期执行为期100天的任务。在滑翔机展开前后对氧传感器进行了实验室两点标定。在100天的部署期间,传感器漂移大于100天的存储期间。传感器行为模型的增益渐近线为1.090±0.005,电子折叠时间标度为3.70±0.361年。在零氧浓度下,传感器读数稳定在3 μmol kg−1左右;除增益外,还使用负偏移项来校正传感器氧。校正过程消除了由于长时间漂移引起的误差,这是误差的主要来源之一,根据浓度的不同,不确定性为0.5%(包括异常值为0.9%)或0.5 μmol kg - 1,这提高了海鸟63的精度,尽管其他误差来源(包括初始工厂校准和传感器响应时间)的不确定性仍然存在。讨论了在实验室实施两点校准程序的建议程序。必须考虑在初始工厂校准后6个月开始校准,以使传感器时间漂移的误差低于1%。
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引用次数: 0
Estimating profiles of dissipation rate in the upper ocean using acoustic Doppler measurements made from surface following platforms 利用海面跟踪平台的声多普勒测量估计上层海洋耗散率的剖面
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-10-13 DOI: 10.1175/jtech-d-23-0027.1
Kristin Zeiden, Jim Thomson, James Girton
Abstract High resolution profiles of vertical velocity obtained from two different surface-following autonomous platforms, Surface Wave Instrument Floats with Tracking (SWIFTs) and a Liquid Robotics SV3 Wave Glider, are used to compute dissipation rate profiles ϵ ( ɀ ) between 0.5 and 5 m depth via the structure function method. The main contribution of this work is to update previous SWIFT methods (Thomson 2012) to account for bias due to surface gravity waves, which are ubiquitous in the near-surface region. We present a technique where the data are pre-filtered by removing profiles of wave orbital velocities obtained via empirical orthogonal function (EOF) analysis of the data prior to computing the structure function. Our analysis builds on previous work to remove wave bias in which analytic modifications are made to the structure function model (Scannell et al. 2017). However, we find the analytic approach less able to resolve the strong vertical gradients in ϵ ( ɀ ) near the surface. The strength of the EOF filtering technique is that it does not require any assumptions about the structure of non-turbulent shear, and does not add any additional degrees of freedom in the least-squares fit to the model of the structure function. In comparison to the analytic method, ϵ ( ɀ ) estimates obtained via empirical filtering have substantially reduced noise and clearer dependence on near-surface wind speed.
利用两个不同的表面跟踪自主平台(SWIFTs)和Liquid Robotics SV3 Wave Glider)获得的高分辨率垂直速度剖面,通过结构函数法计算0.5至5 m深度之间的耗散率剖面λ ()。这项工作的主要贡献是更新了以前的SWIFT方法(Thomson 2012),以解释地表重力波造成的偏差,地表重力波在近地表区域普遍存在。我们提出了一种技术,该技术通过去除在计算结构函数之前通过数据的经验正交函数(EOF)分析获得的波轨道速度剖面来对数据进行预滤波。我们的分析建立在先前的工作基础上,以消除对结构功能模型进行分析修改的波偏(Scannell et al. 2017)。然而,我们发现解析方法不太能够解决表面附近的强垂直梯度的λ ()。EOF滤波技术的优点在于它不需要对非湍流剪切结构进行任何假设,也不需要在结构函数模型的最小二乘拟合中增加任何额外的自由度。与解析方法相比,通过经验滤波获得的估算值显著降低了噪声,并且更清楚地依赖于近地面风速。
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引用次数: 0
Comparison of ADCP and ECCOv4r4 Currents in the Pacific Equatorial Undercurrent 太平洋赤道潜流ADCP和ECCOv4r4的比较
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-10-13 DOI: 10.1175/jtech-d-23-0013.1
David Halpern, Megan K. Le, Timothy A. Smith, Patrick Heimbach
Abstract The Pacific Equatorial Undercurrent (EUC) flows eastward across the Pacific at the equator in the thermocline. Its variability is related to El Niño. Moored acoustic Doppler current profiler (ADCP) measurements recorded at 4 widely-separated sites along the equator in the EUC were compared to currents generated by version 4 release 4 of the Estimating the Circulation and Climate of the Ocean (ECCOv4r4) global model-data synthesis product. We are interested to learn how well ECCOv4r4 currents could complement sparse in situ current measurements. ADCP measurements were not assimilated in ECCOv4r4. Comparisons occurred at 5-m depth intervals at 165°E, 170°W, 140°W, and 110°W over time intervals of 10-14 years from 1995-2010. Hourly values of ECCOv4r4 and ADCP EUC core speeds were strongly correlated; similar for the EUC transport per unit width (TPUW). Correlations were substantially weaker at 110°W. Although we expected means and standard deviations of ECCOv4r4 currents to be smaller than ADCP values because of ECCOv4r4’s grid representation error, the large differences were unforeseen. The appearance of ECCOv4r4 diurnal-period current oscillations was surprising. As the EUC moved eastward from 170°W to 140°W, the ECCOv4r4 TPUW exhibited a much smaller increase compared to the ADCP TPUW. A consequence of smaller ECCOv4r4 EUC core speeds was significantly fewer instances of gradient Richardson number (Ri) less than ¼ above and below the depth of the core speed compared to Ri computed with ADCP observations. We present linear regression analyses to use monthly-mean ECCOv4r4 EUC core speeds and TPUWs as proxies for ADCP measurements.
太平洋赤道潜流(EUC)在赤道的温跃层中向东流动。其变异性与El Niño有关。系泊声学多普勒电流廓线仪(ADCP)在欧洲大陆赤道沿线4个相距很远的地点记录的测量结果与全球模式数据综合产品《海洋环流和气候估算》(ECCOv4r4)第4版第4版产生的电流进行了比较。我们有兴趣了解ECCOv4r4电流如何很好地补充稀疏的原位电流测量。ADCP测量值未被ECCOv4r4同化。在1995-2010年10-14年的时间间隔内,在165°E、170°W、140°W和110°W的5 m深度间隔进行了比较。ECCOv4r4与ADCP EUC核速度逐小时值呈显著正相关;类似于EUC单位宽度传输(TPUW)。在110°W处相关性明显较弱。尽管由于ECCOv4r4的网格表示误差,我们预期ECCOv4r4电流的均值和标准差小于ADCP值,但巨大的差异是不可预见的。ECCOv4r4日周期电流振荡的出现令人惊讶。当EUC从170°W向东移动到140°W时,ECCOv4r4 TPUW比ADCP TPUW的增加幅度要小得多。较小的ECCOv4r4 EUC岩心速度的结果是,与ADCP观测计算的Ri相比,岩心速度深度上方和下方小于¼的梯度理查德森数(Ri)的实例显着减少。我们采用线性回归分析,使用ECCOv4r4 EUC核心速度和tpuw作为ADCP测量的代理。
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引用次数: 0
Airborne Radar Doppler Spectrum Width as a Scale-Dependent Turbulence Metric 机载雷达多普勒频谱宽度作为尺度相关的湍流度量
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-10-02 DOI: 10.1175/jtech-d-23-0056.1
Adam Majewski, Jeffrey R. French, Samuel Haimov
Abstract High resolution airborne cloud Doppler radars such as the W-Band Wyoming Cloud Radar (WCR) have, since the 1990s, investigated cloud microphysical, kinematic, and precipitation structures down to 30-m resolution. These measurements revolutionized our understanding of fine-scale cloud structure and the scales at which cloud processes occur. Airborne cloud Doppler radars may also resolve cloud turbulent eddy structure directly at 10-meter scales. To date, cloud turbulence has been examined as variances (Schwartz et al. 2019) and dissipation rates (Strauss et al. 2015) at coarser resolution than individual pulse volumes. The present work advances the potential of near-vertical pulse pair Doppler spectrum width as a metric for turbulent air motion. Doppler spectrum width has long been used to investigate turbulent motions from ground-based remote sensors. However, complexities of airborne Doppler radar and spectral broadening resulting from platform and hydrometeor motions have limited airborne radar spectrum width measurements to qualitative interpretation only. Here we present the first quantitative validation of spectrum width from an airborne cloud radar. Echoes with signal-to-noise ratio greater than 10 dB yield spectrum width values that strongly correlate with retrieved mean Doppler variance for a range of non-convective cloud conditions. Further, Doppler spectrum width within turbulent regions of cloud also shows good agreement with in-situ eddy dissipation rate (EDR) and gust probe variance. However, the use of pulse pair estimated spectrum width as a metric for turbulent air motion intensity is only suitable for turbulent air motions more energetic than the magnitude of spectral broadening, estimated to be < 0.4 m s −1 for the WCR in these cases.
自20世纪90年代以来,高分辨率机载云多普勒雷达,如w波段怀俄明云雷达(WCR),已经研究了低至30米分辨率的云微物理、运动学和降水结构。这些测量彻底改变了我们对精细尺度云结构和云过程发生的尺度的理解。机载云多普勒雷达也可以直接在10米尺度上分辨云湍流涡结构。迄今为止,云湍流已经以比单个脉冲体积更粗的分辨率作为方差(Schwartz等人,2019)和耗散率(Strauss等人,2015)进行了研究。本工作提出了近垂直脉冲对多普勒频谱宽度作为湍流空气运动度量的潜力。多普勒频谱宽度长期以来一直用于研究地面遥感器的湍流运动。然而,机载多普勒雷达的复杂性以及平台和水流星运动导致的频谱加宽限制了机载雷达频谱宽度测量只能定性解释。在这里,我们提出了从机载云雷达光谱宽度的第一个定量验证。信噪比大于10 dB的回波产生的频谱宽度值与非对流云条件下检索到的平均多普勒方差密切相关。云湍流区的多普勒谱宽与原位涡耗散率(EDR)和阵风探测方差吻合较好。然而,使用脉冲对估计谱宽作为湍流空气运动强度的度量只适用于比谱宽幅度更有能量的湍流空气运动,估计为<在这些情况下,WCR为0.4 m s−1。
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引用次数: 0
Estimation of the Eddy Viscosity Profile in the Sea Surface Boundary Layer from Underway ADCP Observations 海面边界层涡动黏度剖面的ADCP观测估算
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-10-01 DOI: 10.1175/jtech-d-22-0083.1
Alexei Sentchev, Max Yaremchuk, Denis Bourras, Ivane Pairaud, Philippe Fraunié
Abstract A method of assessing the mean eddy viscosity profile (EVP) in the sea surface boundary layer (SBL) under variable wind conditions is proposed. Performance of the method is tested using observations by an ADCP-equipped platform in the coastal environment of the northwestern Mediterranean Sea under variable (3–12 m s −1 ) wind conditions. EVP retrievals are made by a variational method strongly constrained by the Ekman dynamics, with the wind and velocity observations assumed to be uncertain within the prescribed error bars. Results demonstrate a reasonable agreement of the EVPs with KPP shape functions for stronger (8–12 m s −1 ) wind conditions and appear to be consistent with the classical Pacanowski–Philander parameterization of the viscosity profile based on the Richardson number. For weaker (3–5 m s −1 ) winds, the EVP retrievals turn out to be less accurate, which is primarily attributed to the decay of the wind-driven turbulence energy in the SBL. Feasibility and prospects of the retrieval technique are discussed in the context of uncertainties in the structure of the background flow and limitations of the microstructure and ADCP profiling.
摘要提出了一种计算变风条件下海面边界层平均涡动粘度廓线(EVP)的方法。在地中海西北部沿海环境中,在可变(3-12 m s - 1)风条件下,通过配备adcp的平台对该方法的性能进行了测试。EVP的反演是由一种受Ekman动力学强烈约束的变分方法进行的,风速和速度观测假设在规定的误差条内是不确定的。结果表明,在强风(8-12 m s−1)条件下,evp与KPP形状函数具有合理的一致性,并且与基于Richardson数的经典Pacanowski-Philander参数化黏度剖面一致。对于较弱的风(3-5 m s−1),EVP反演结果不太准确,这主要是由于SBL中风驱动湍流能量的衰减。在背景流结构的不确定性、微观结构和ADCP剖面的局限性的背景下,讨论了反演技术的可行性和前景。
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引用次数: 0
Current Effect on Wave Condition around Island in the South China Sea 洋流对南海岛屿周围波况的影响
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-10-01 DOI: 10.1175/jtech-d-23-0015.1
Zhen Wang, Yini Chen, Liangyu Liu, Hao Yuan, Li Zou
Abstract Currents have a significant impact on wave parameters around islands. In this study, high-resolution unsteady current simulations based on island geography and wind fields from Weather Research and Forecasting (WRF) Model are used as input sources. The wave action balance model uses an unstructured grid to assess the wave conditions in the Atoll during Typhoon Noul. The characteristic wave parameters, with and without the effect of currents, are compared with the field observation data, including significant wave height, wave period, and the spatial distribution of significant wave height. The results show that simulated significant wave heights and wave periods are close to observed data, considering the effect of currents. The energy and shape of the spectrum are also verified during Typhoon Noul, and the observed agreement is improved when considering the currents. The effects of current within the Atoll are relatively weaker compared to the surroundings, while stronger current effects are observed in the deeper water outside the Atoll. Refraction caused by current expands the area of moderate sea state behind the island. Significance Statement Several innovations of this article are as follows: 1) the influence of currents on wave conditions at the Atoll; 2) exploring the impact of currents using key parameters, such as significant wave height, wave period, and wave spectrum, especially during the passage of Typhoon Noul; 3) swell emerges as the dominant factor influencing wave conditions as the center of Typhoon Noul gradually moves away; and 4) refraction caused by current expands the area of moderate sea state behind the island.
摘要海流对岛屿周围波浪参数有重要影响。本研究采用WRF模型中基于岛屿地理和风场的高分辨率非定常流模拟作为输入源。波浪作用平衡模式使用非结构化网格来评估台风“诺”期间环礁的波浪状况。将有无水流影响的特征波参数与野外观测资料进行对比,包括有效波高、波周期和有效波高的空间分布。结果表明,在考虑海流影响的情况下,模拟的有效波高和波周期与实测数据接近。在台风“诺”期间,对频谱的能量和形状进行了验证,并在考虑气流的情况下,提高了观测结果的一致性。与周围环境相比,环礁内的洋流影响相对较弱,而环礁外较深的水域则观察到较强的洋流影响。海流引起的折射作用扩大了岛后中等海况的面积。本文的几个创新点如下:1)洋流对环礁波浪条件的影响;2)利用显著波高、波周期、波谱等关键参数,特别是在台风“诺”通过期间,探讨洋流的影响;(3)随着台风“诺”中心逐渐远离,浪涌成为影响浪况的主导因素;4)海流的折射作用扩大了岛后中等海况区域。
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引用次数: 0
Multisensor Agile Adaptive Sampling (MAAS): a methodology to collect radar observations of convective cell lifecycle 多传感器敏捷自适应采样(MAAS):一种收集对流细胞生命周期雷达观测数据的方法
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-09-29 DOI: 10.1175/jtech-d-23-0043.1
Katia Lamer, Pavlos Kollias, Edward P. Luke, Bernat P. Treserras, Mariko Oue, Brenda Dolan
Abstract Multisensor Agile Adaptive Sampling (MAAS), a smart sensing framework, was adapted to increase the likelihood of observing the vertical structure (with little to no gaps), spatial variability (at sub-km scale), and temporal evolution (at ~2-min resolution) of convective cells. This adaptation of MAAS guided two mechanically scanning C-band radars (the CSAPR2 and CHIVO) by automatically analyzing the latest NEXRAD data to identify, characterize, track, and nowcast the location of all convective cells forming in the Houston domain. MAAS used either a list of predetermined rules or real-time user input to select a convective cell to be tracked and sampled by the C-band radars. The CSAPR2 tracking radar was first tasked to collect 3 sector Plan Position Indicator (PPI) scans towards the selected cell. Edge computer processing of the PPI scans was used to identify additional targets within the selected cell. In less than 2 min, both the CSAPR2 and CHIVO radars were able to collect bundles of 3-6 Range Height Indicator (RHI) scans toward different targets of interest within the selected cell. Bundles were successively collected along the path of cell advection for as long as the cell met a pre-determined set of criteria. Between 01 June and 30 September 2022 over 315,000 vertical cross-section observations were collected by the C-band radars through ~1,300 unique isolated convective cells, most of which were observed for over 15-min of their lifecycle. To the best of our knowledge, this dataset, collected primarily through automatic means, constitutes the largest dataset of its kind.
摘要多传感器敏捷自适应采样(MAAS)是一种智能传感框架,可提高观测对流单体垂直结构(几乎没有间隙)、空间变异(亚公里尺度)和时间演化(~2分钟分辨率)的可能性。通过自动分析最新的NEXRAD数据来识别、表征、跟踪和临近预报在休斯顿区域形成的所有对流单元的位置,MAAS的改进引导了两台机械扫描c波段雷达(CSAPR2和CHIVO)。MAAS使用预定规则列表或实时用户输入来选择要由c波段雷达跟踪和采样的对流单元。CSAPR2跟踪雷达首先负责收集3扇区计划位置指示(PPI)扫描到选定的单元。使用边缘计算机处理PPI扫描来识别选定细胞内的其他目标。在不到2分钟的时间内,CSAPR2和CHIVO雷达都能够收集到3-6束距离高度指示(RHI)扫描,指向选定单元内的不同目标。只要细胞符合预先确定的一组标准,就沿着细胞平流路径依次收集束。2022年6月1日至9月30日期间,c波段雷达通过约1300个独特的孤立对流单体收集了超过315,000个垂直截面观测数据,其中大多数观测时间超过15分钟。据我们所知,这个主要通过自动方式收集的数据集构成了同类数据集中最大的数据集。
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引用次数: 1
Technical overview of the TexMesonet- a network of networks for improved water management and prediction in Texas TexMesonet的技术概述-一个用于改善德克萨斯州水资源管理和预测的网络网络
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-09-21 DOI: 10.1175/jtech-d-23-0036.1
Briana M. Wyatt, Nathan Leber, Mark Olden
Abstract Accurate, timely, and accessible meteorological and soil moisture measurements are essential for a number of applications including weather forecasting, agricultural decision making, and flood and drought prediction. Such data are becoming increasingly available globally, but the large number of networks and various data reporting formats often make utilization of such data difficult. The TexMesonet is a “network of networks” developed within the state of Texas to collect, process, and make public data collected from more than 1,700 monitoring stations throughout the state. This paper describes the TexMesonet, with special attention paid to monitoring sites installed and managed by the Texas Water Development Board. It also provides a case study exemplifying how these data may be used and gives recommendations for future data applications.
准确、及时、方便的气象和土壤湿度测量对于天气预报、农业决策、洪涝和干旱预测等许多应用都是必不可少的。这类数据在全球范围内越来越容易获得,但是大量的网络和各种数据报告格式往往使利用这类数据变得困难。TexMesonet是在德克萨斯州开发的一个“网络的网络”,用于收集、处理和公开从全州1700多个监测站收集的数据。本文介绍了TexMesonet,特别关注由德克萨斯州水开发委员会安装和管理的监测点。它还提供了一个案例研究,举例说明如何使用这些数据,并为未来的数据应用程序提供建议。
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引用次数: 0
Developing a New Oxygen Atlas of the World’s Oceans Using Data Interpolating Variational Analysis 利用数据插值变分分析建立新的世界海洋氧图谱
4区 地球科学 Q2 ENGINEERING, OCEAN Pub Date : 2023-09-21 DOI: 10.1175/jtech-d-23-0007.1
Christopher J. Roach, Nathaniel L. Bindoff
Abstract We present a new global oxygen atlas. This atlas uses all of the available full water column profiles of oxygen, salinity and temperature available as part of the World Ocean Atlas released in 2018. Instead of optimal interpolation we use the Data Interpolating Variational Analysis (DIVA) approach to map the available profiles onto 108 depth levels between the surface and 6800 m, covering more than 99% of ocean volume. This 1/2° × 1/2° degree atlas covers the period 1955 to 2018 in 1 year intervals. The DIVA method has significant benefits over traditional optimal interpolation. It allows the explicit inclusion of advection and boundary constraints thus offering improvements in the representations of oxygen, salinity and temperature in regions of strong flow and near coastal boundaries. We demonstrate these benefits of this mapping approach with some examples from this atlas. We can explore the regional and temporal variations of oxygen in the global oceans. Preliminary analyses confirm earlier analyses that the oxygen minimum zone in the eastern Pacific Ocean has expanded and intensified. Oxygen inventory changes between 1970 and 2010 are assessed and compared against prior studies. We find that the full ocean oxygen inventory decreased by 0.84%±0.42%. For this period temperature driven solubility changes explain about 21% of the oxygen decline over the full water column, in the upper 100 m solubility changes can explain all of the oxygen decrease, for the 100-600 m depth range it can explain only 29%, 19% between 600 m and 1000 m, and just 11% in the deep ocean.
摘要:我们提出了一个新的全球氧图谱。该地图集使用了2018年发布的《世界海洋地图集》中所有可用的完整水柱氧气、盐度和温度剖面图。我们使用数据插值变分分析(DIVA)方法代替最佳插值,将可用剖面映射到地表至6800米之间的108个深度级别,覆盖99%以上的海洋体积。这张1/2°× 1/2°地图集以1年为间隔,涵盖了1955年至2018年的时间。DIVA方法与传统的最优插值方法相比具有显著的优势。它允许明确地包括平流和边界约束,从而改进了强流区域和靠近海岸边界的氧气、盐度和温度的表示。我们通过本图集中的一些示例来演示这种映射方法的这些优点。我们可以探索全球海洋中氧气的区域和时间变化。初步分析证实了先前的分析,即东太平洋的氧气最小带已经扩大和加强。评估了1970年至2010年间氧库存量的变化,并与先前的研究进行了比较。我们发现,海洋全氧库存量下降了0.84%±0.42%。在这一时期,温度驱动的溶解度变化解释了整个水柱中约21%的氧气减少,在100米以上的溶解度变化可以解释所有的氧气减少,在100-600米深度范围内,它只能解释29%,在600米至1000米之间可以解释19%,在深海中只有11%。
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Journal of Atmospheric and Oceanic Technology
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