Journal of Atmospheric and Oceanic Technology最新文献_第3页

Estimating individual radio occultation uncertainties using the observations and environmental parameters 利用观测和环境参数估计单个无线电掩星的不确定度

4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-09-20 DOI: 10.1175/jtech-d-23-0029.1

Jeremiah Sjoberg, Richard Anthes, Hailing Zhang

{"title":"Estimating individual radio occultation uncertainties using the observations and environmental parameters","authors":"Jeremiah Sjoberg, Richard Anthes, Hailing Zhang","doi":"10.1175/jtech-d-23-0029.1","DOIUrl":"https://doi.org/10.1175/jtech-d-23-0029.1","url":null,"abstract":"Abstract Estimation of uncertainties (random error statistics) of radio occultation (RO) observations is important for their effective assimilation in numerical weather prediction (NWP) models. Average uncertainties can be estimated for large samples of RO observations and these statistics may be used for specifying the observation errors in NWP data assimilation. However, the uncertainties of individual RO observations vary, and so using average uncertainty estimates will overestimate the uncertainties of some observations and underestimate those of others, reducing their overall effectiveness in the assimilation. Several parameters associated with RO observations or their atmospheric environments have been proposed to estimate individual RO errors. These include the standard deviation of bending angle (BA) departures from either climatology in the upper stratosphere and lower mesosphere (STDV) or the sample mean between 40 and 60 km (STD4060), the local spectral width (LSW), and the magnitude of the horizontal gradient of refractivity (|∇ H N|). In this paper we show how the uncertainties of two RO data sets, COSMIC-2 and Spire BA, as well as their combination, vary with these parameters. We find that the uncertainties are highly correlated with STDV and STD4060 in the stratosphere, and with LSW and |∇ H N| in the lower troposphere. These results suggest a hybrid error model for individual BA observations that uses an average statistical model of RO errors modified by STDV or STD4060 above 30 km, and LSW or |∇ H N| below 8 km.","PeriodicalId":15074,"journal":{"name":"Journal of Atmospheric and Oceanic Technology","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136313591","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Swish floats: an inexpensive neutrally buoyant float to monitor dispersion in coastal seas Swish浮子：一种廉价的中性浮力浮子，用于监测沿海海域的分散情况

IF 2.2 4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-09-07 DOI: 10.1175/jtech-d-23-0045.1

S. Stevens, Rich Pawlowicz

{"title":"Swish floats: an inexpensive neutrally buoyant float to monitor dispersion in coastal seas","authors":"S. Stevens, Rich Pawlowicz","doi":"10.1175/jtech-d-23-0045.1","DOIUrl":"https://doi.org/10.1175/jtech-d-23-0045.1","url":null,"abstract":"\u0000Neutrally buoyant floats have been widely used to measure flows in the ocean, but deploying them in large numbers can be costly and impractical. This is particularly true near coastlines due to the elevated risk of instrument grounding or vessel collisions, resulting in a lack of subsurface Lagrangian measurements in coastal regions. Here, we describe an inexpensive neutrally buoyant satellite-tracked float (named “Swallow-ish”, or “Swish” floats) which has been designed and tested as a cost-effective strategy to measure subsurface dispersion in coastal areas on timescales up to a month. These autonomous instruments are inexpensive, constructed at a material cost of $300 CAD per unit; lightweight, with a mass of 5.4 kg; isopycnal; and constructed from commercially available components, using recently-available global navigation satellite system technology to provide the user with a point-to-point measure of subsurface transport. We describe the float design, ballasting techniques, and the governing equations that determine their behavior. Further, through 29 deployments in two coastal seas, we calculate an uncertainty budget and determine a ballasting error of ±1.6 g, corresponding to a local depth targeting error of 16–30 m, analyze the float resurfacing data to calculate subsurface dispersion coefficients, and examine the float depth records to quantify the local internal wave field. Finally, we evaluate surface dispersion using the post-resurfacing trajectories. Our findings indicate that Swish floats offer a cost-effective alternative for Lagrangian measurements of subsurface flows in coastal regions.","PeriodicalId":15074,"journal":{"name":"Journal of Atmospheric and Oceanic Technology","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2023-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43898043","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Deep learning-based summertime turbulence intensity estimation using satellite observations 基于深度学习的夏季湍流强度卫星观测估计

IF 2.2 4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-09-07 DOI: 10.1175/jtech-d-22-0137.1

Yoonjin Lee, Soo-Hyun Kim, Yoo-Jeong Noh, Jung-Hoon Kim

{"title":"Deep learning-based summertime turbulence intensity estimation using satellite observations","authors":"Yoonjin Lee, Soo-Hyun Kim, Yoo-Jeong Noh, Jung-Hoon Kim","doi":"10.1175/jtech-d-22-0137.1","DOIUrl":"https://doi.org/10.1175/jtech-d-22-0137.1","url":null,"abstract":"\u0000Turbulence is what we want to avoid the most during flight. Numerical weather prediction (NWP) model-based methods for diagnosing turbulence have offered valuable guidance for pilots. NWP-based turbulence diagnostics show high accuracy in detecting turbulence in general. However, there is still room for improvements such as capturing convectively induced turbulence. In such cases, observation data can be beneficial to correctly locate convective regions and help provide corresponding turbulence information. Geostationary satellite data is commonly used for upper-level turbulence detection by utilizing its water vapor band information. The Geostationary Operational Environmental Satellite (GOES)-16 carries the Advanced Baseline Imager (ABI) which enables us to observe further down the atmosphere with improved spatial, temporal, and spectral resolutions. Its three water vapor bands allow us to observe different vertical parts of the atmosphere, and from its infrared window bands, convective activity can be inferred. Such multi-spectral information from ABI can be helpful in inferring turbulence intensity at different vertical levels. This study develops U-Net based machine learning models that take ABI imagery as inputs to estimate turbulence intensity at three vertical levels: 10-18 kft, 18-24 kft, and above 24 kft. Among six different U-Net-based models, U-Net3+ model with a filter size of three showed the best performance against the pilot report (PIREP). Two case studies are presented to show the strengths and weaknesses of the U-Net3+ model. The results tend to be overestimated above 24 kft, but estimates of 10-18 kft and 18-24 kft agree well with the PIREP, especially near convective regions.","PeriodicalId":15074,"journal":{"name":"Journal of Atmospheric and Oceanic Technology","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2023-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43841995","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Estimating the Volume Transport of Kuroshio Extension based on Satellite Altimetry and Hydrographic Data 基于卫星测高和水文资料估算黑潮扩展的体积输运

IF 2.2 4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-09-01 DOI: 10.1175/jtech-d-23-0018.1

Haihong Guo, Zhaohui Chen, Haiyuan Yang, Yu Long, Ruichen Zhu, Yueqi Zhang, Zhao Jing, Chunming Yang

{"title":"Estimating the Volume Transport of Kuroshio Extension based on Satellite Altimetry and Hydrographic Data","authors":"Haihong Guo, Zhaohui Chen, Haiyuan Yang, Yu Long, Ruichen Zhu, Yueqi Zhang, Zhao Jing, Chunming Yang","doi":"10.1175/jtech-d-23-0018.1","DOIUrl":"https://doi.org/10.1175/jtech-d-23-0018.1","url":null,"abstract":"\u0000In this study, an effective method of estimating the volume transport of the Kuroshio Extension (KE) is proposed using surface geostrophic flow inferred from satellite altimetry and vertical stratification derived from climatological Temperature/Salinity (T/S) profiles. Based on velocity measurements by a subsurface mooring array across the KE, we found that the vertical structure of horizontal flow in this region is dominated by the barotropic and first baroclinic normal modes, which is commendably described by the leading mode of Empirical Orthogonal Functions (EOFs) of the observed velocity profiles as well. Further analysis demonstrates that the projection coefficient of moored velocity onto the superimposed vertical normal mode can be represented by the surface geostrophic velocity as derived from satellite altimetry. Given this relationship, we proposed a dynamical method to estimate the volume transport across the KE jet, which is well verified with both ocean reanalysis and repeated hydrographic data. This finding implicates that, in the regions where the currents render quasi-barotropic structure, it takes only satellite altimetry observation and climatological T/S to estimate the volume transport across any section.","PeriodicalId":15074,"journal":{"name":"Journal of Atmospheric and Oceanic Technology","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41725688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

In-Situ Validation of Altimetry and CFOSAT SWIM Measurements in a High Wave Environment 高波环境下测高和CFOSAT SWIM测量的原位验证

IF 2.2 4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-09-01 DOI: 10.1175/jtech-d-23-0031.1

Andrea Hay, Christopher Watson, Benoit Legresy, Matt A. King, Jack Beardsley

{"title":"In-Situ Validation of Altimetry and CFOSAT SWIM Measurements in a High Wave Environment","authors":"Andrea Hay, Christopher Watson, Benoit Legresy, Matt A. King, Jack Beardsley","doi":"10.1175/jtech-d-23-0031.1","DOIUrl":"https://doi.org/10.1175/jtech-d-23-0031.1","url":null,"abstract":"\u0000While satellite altimeters have revolutionized ocean science, validation measurements in high wave environments are rare. Using geodetic Global Navigation Satellite System (GNSS) data collected from the Southern Ocean Flux Station (SOFS, −47°S, 142°E) since 2019, as part of the Southern Ocean Time Series (SOTS), we present a validation of satellite missions in this energetic region. Here we show that high rate GNSS observations at SOFS can successfully measure waves in the extreme conditions of the Southern Ocean and obtain robust measurements in all wave regimes (significant wave height, SWH, ranging from 1.5 m to 12.6 m). We find good agreement between the in-situ and nadir altimetry SWH (RMSE = 0.16 m, mean bias = 0.04 m, n = 60). Directional comparisons to the Chinese-French Ocean SATellite (CFOSAT) SWIM instrument also show good agreement, with dominant directions having an RMSE of 9.1° (n=22), and correlation coefficients between the directional spectra ranging between 0.57 and 0.79. Initial sea level anomaly (SLA) estimates capture eddies propagating through the region. Comparisons show good agreement with daily gridded SLA products (RMSE = 0.03 m, n = 205), with scope for future improvement. These results demonstrate the utility of high rate geodetic GNSS observations on moored surface platforms in highly energetic regions of the ocean. Such observations are important to maximize the geophysical interpretation from altimeter missions. In particular, the ability to provide co-located directional wave observations and SLA estimates will be useful for the validation of the recently launched Surface Water Ocean Topography (SWOT) mission where understanding the interactions between sea state and sea surface height poses a major challenge.","PeriodicalId":15074,"journal":{"name":"Journal of Atmospheric and Oceanic Technology","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47844268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Equity, Inclusion, and Justice: An Opportunity for Action for AMS Publications Stakeholders 公平，包容和正义:AMS出版物利益相关者的行动机会

4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-09-01 DOI: 10.1175/jtech-d-23-0103.1

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引用次数: 0

Estimating full longwave and shortwave radiative transfer with neural networks of varying complexity 用不同复杂度的神经网络估计长波和短波全辐射传输

IF 2.2 4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-08-31 DOI: 10.1175/jtech-d-23-0012.1

Ryan Lagerquist, David D. Turner, I. Ebert‐Uphoff, J. Stewart

{"title":"Estimating full longwave and shortwave radiative transfer with neural networks of varying complexity","authors":"Ryan Lagerquist, David D. Turner, I. Ebert‐Uphoff, J. Stewart","doi":"10.1175/jtech-d-23-0012.1","DOIUrl":"https://doi.org/10.1175/jtech-d-23-0012.1","url":null,"abstract":"\u0000Radiative transfer (RT) is a crucial but computationally expensive process in numerical weather/climate prediction. We develop neural networks (NN) to emulate a common RT parameterization called the Rapid Radiative-transfer Model (RRTM), with the goal of creating a faster parameterization for the Global Forecast System (GFS) v16. In previous work we emulated a highly simplified version of the shortwave RRTM only – excluding many predictor variables, driven by Rapid Refresh forecasts interpolated to a consistent height grid, using only 30 sites in the northern hemisphere. In this work we emulate the full shortwave and longwave RRTM – with all predictor variables, driven by GFSv16 forecasts on the native pressure-sigma grid, using data from around the globe. We experiment with NNs of widely varying complexity, including the U-net++ and U-net3+ architectures and deeply supervised training, designed to ensure realistic and accurate structure in gridded predictions. We evaluate the optimal shortwave NN and optimal longwave NN in great detail – as a function of geographic location, cloud regime, and other weather types. Both NNs produce extremely reliable heating rates and fluxes. The shortwave NN has an overall RMSE/MAE/bias of 0.14/0.08/-0.002 K day−1 for heating rate and 6.3/4.3/-0.1 W m−2 for net flux. Analogous numbers for the longwave NN are 0.22/0.12/-0.0006 K day−1 and 1.07/0.76/+0.01 W m−2. Both NNs perform well in nearly all situations, and the shortwave (longwave) NN is 7510 (90) times faster than the RRTM. Both will soon be tested online in the GFSv16.","PeriodicalId":15074,"journal":{"name":"Journal of Atmospheric and Oceanic Technology","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2023-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45115089","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Three-Dimensional Variational Multi-Doppler Wind Retrieval over complex terrain 复杂地形上三维变分多普勒风反演

IF 2.2 4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-08-30 DOI: 10.1175/jtech-d-23-0019.1

Ting-Yu Cha, M. Bell

{"title":"Three-Dimensional Variational Multi-Doppler Wind Retrieval over complex terrain","authors":"Ting-Yu Cha, M. Bell","doi":"10.1175/jtech-d-23-0019.1","DOIUrl":"https://doi.org/10.1175/jtech-d-23-0019.1","url":null,"abstract":"\u0000The interaction of airflow with complex terrain has the potential to significantly amplify extreme precipitation events and modify the structure and intensity of precipitating cloud systems. However, understanding and forecasting such events is challenging, in part due to the scarcity of direct in-situ measurements. Doppler radar can provide the capability to monitor extreme rainfall events over land, but our understanding of airflow modulated by orographic interactions remains limited. The SAMURAI software is a three-dimensional variational (3DVAR) technique that uses the finite element approach to retrieve kinematic and thermodynamic fields. The analysis has high fidelity to observations when retrieving flows over a flat surface, but the capability of imposing topography as a boundary constraint is not previously implemented. Here we implement the immersed boundary method (IBM) as pseudo-observations at their native coordinates in SAMURAI to represent the topographic forcing and surface impermeability. In this technique, neither data interpolation onto a Cartesian grid nor explicit physical constraint integration during the cost function minimization is needed. Furthermore, the physical constraints are treated as pseudo-observations, offering the flexibility to adjust the strength of the boundary condition. A series of observing simulation sensitivity experiments (OSSEs) using a full-physics model and radar emulator simulating rainfall from Typhoon Chanthu (2021) over Taiwan are conducted to evaluate the retrieval accuracy and parameter settings. The OSSE results show that the strength of the IBM constraints can impact the overall wind retrievals. Analysis from real radar observations further demonstrates that the improved retrieval technique can advance scientific analyses for the underlying dynamics of orographic precipitation using radar observations.","PeriodicalId":15074,"journal":{"name":"Journal of Atmospheric and Oceanic Technology","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47115307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Evaluation of ocean currents observed from autonomous surface vehicles 自动水面航行器观测到的洋流评估

IF 2.2 4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-08-29 DOI: 10.1175/jtech-d-23-0066.1

B. A. Hodges, L. Grare, Benjamin Greenwood, Kayli Matsuyoshi, N. Pizzo, N. Statom, J. Farrar, L. Lenain

引用次数: 1

Methodology, Deployment, and Performance of Pico Balloons in Antarctica 南极Pico气球的方法学、部署和性能

IF 2.2 4区地球科学

Journal of Atmospheric and Oceanic Technology Pub Date : 2023-08-16 DOI: 10.1175/jtech-d-23-0047.1

Todd McKinney, Nick Perlaky, A. Crawford, B. Brown, M. Newchurch

{"title":"Methodology, Deployment, and Performance of Pico Balloons in Antarctica","authors":"Todd McKinney, Nick Perlaky, A. Crawford, B. Brown, M. Newchurch","doi":"10.1175/jtech-d-23-0047.1","DOIUrl":"https://doi.org/10.1175/jtech-d-23-0047.1","url":null,"abstract":"\u0000During the 2022/2023 Antarctic summer, eight pico balloon flights were depolyed from Neumayer Station III (70.6666° S, 8.2667° W), yielding valuable insights into the Antarctic stratospheric wind structure. Pico balloons maintain a lower altitude compared to larger super pressure balloons, floating between 9 to 15 km AMSL. The most impressive flight lasted an astounding 98 days, completing eight circumnavigations of the Southern Hemisphere. Throughout the flights, pico balloons encountered diverse air masses, displaying zonal velocities ranging from −50 to 250 km hr−1 and meridional velocities between ±100 km hr−1 . Total wind speeds observed were extensive, spanning from 2.0 to 270 km hr−1 . An significant finding revealed that lower-flying pico balloons could rise due to convection underneath the flight paths, influenced by high convective available potential energy environments, resulting in changes to the balloons’ float density. Moreover, the flights demonstrated that pico balloons tended to drift further south compared to larger stratospheric balloons, with some balloons reaching up to 8 degrees south of the equator and 2 degrees from the south pole. This article explores the pressure-testing process and deployment techniques for pico balloons, showcasing their transformation from inexpensive party balloons (costing less than 20 dollars) into efficient super pressure balloons. The logistical demands for pico balloon flights were minimal, with a single person transporting all materials for the balloons (excluding lifting gas) to the Antarctic continent in carry-on luggage. The authors aim to promote the application of pico balloons to a wider scientific community by demonstrating their usefulness.","PeriodicalId":15074,"journal":{"name":"Journal of Atmospheric and Oceanic Technology","volume":" ","pages":""},"PeriodicalIF":2.2,"publicationDate":"2023-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44708842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0