Observation Impact in a Regional Reanalysis of the East Australian Current System

被引:28
|
作者
Kerry, Colette [1 ]
Roughan, Moninya [1 ]
Powell, Brian [2 ]
机构
[1] UNSW Australia, Sch Math & Stat, Fac Sci, Sydney, NSW, Australia
[2] Univ Hawaii Manoa, Sch Earth & Ocean Sci & Technol, Dept Oceanog, Honolulu, HI 96822 USA
基金
澳大利亚研究理事会;
关键词
observation impact; East Australian Current; data assimilation; western boundary currents; OCEAN MODELING SYSTEM; GENERAL-CIRCULATION MODEL; METEOROLOGICAL OBSERVATIONS; VARIATIONAL ASSIMILATION; GLOBAL OCEAN; PART I; ADJOINT; PREDICTION; IMPLEMENTATION; EQUATION;
D O I
10.1029/2017JC013685
中图分类号
P7 [海洋学];
学科分类号
0707 ;
摘要
Plain Language Summary The East Australia Current dominates the circulation along the east coast of Australia; therefore, identifying observations that best constrain its transport and eddies may help improve circulation estimates. Observational data sets are sparse in time and space and numerical models are unable to predict the timing and location of eddies due to their chaotic nature. Data assimilation combines observations with a numerical model such that the model better represents the observations and provides the dynamic context. This study uses variational methods to quantify how oceanic observations from various platforms impact model estimates of transport and eddy kinetic energy in the East Australia Current. The most influential observations are, in this order, satellite-derived sea surface temperature; radial components of sea surface velocity from an high-frequency radar array midway along the coast; satellite-derived sea surface height, temperature, salinity, and velocity observations from a full-depth mooring array in the upstream portion of the domain; and subsurface hydrographic data measured by ocean gliders. Not only do the high-frequency radar observations have high impact on transport estimates at the array location, but also they have significant impact both upstream and downstream. Likewise, the impact of the mooring array observations is far reaching, contributing to transport estimates hundreds of kilometers downstream. The observation impact of deep gliders deployed into eddies is particularly high. Significantly, we find that observations taken in regions with greater natural variability contribute most to constraining the model estimates. Estimating the ocean state requires a combination of numerical modeling and ocean observations. This study quantifies how different observation types and locations contribute to estimates of transport and eddy variability in the East Australian Current. Key Points
引用
收藏
页码:7511 / 7528
页数:18
相关论文
共 50 条
  • [1] Assessing the Impact of Nontraditional Ocean Observations for Prediction of the East Australian Current
    Siripatana, Adil
    Kerry, Colette
    Roughan, Moninya
    Souza, Joao Marcos A. C.
    Keating, Shane
    JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2020, 125 (12)
  • [2] Predicting the submesoscale circulation inshore of the East Australian Current
    Kerry, Colette
    Roughan, Moninya
    Powell, Brian
    JOURNAL OF MARINE SYSTEMS, 2020, 204
  • [3] Forecast Sensitivity-based Observation Impact (FSOI) in an analysis-forecast system of the California Current Circulation
    Drake, Patrick
    Edwards, Christopher A.
    Arango, Hernan G.
    Wilkin, John
    TajalliBakhsh, Tayebeh
    Powell, Brian
    Moore, Andrew M.
    OCEAN MODELLING, 2023, 182
  • [4] Reanalysis of the PacIOOS Hawaiian Island Ocean Forecast System, an implementation of the Regional Ocean Modeling System v3.6
    Partridge, Dale
    Friedrich, Tobias
    Powell, Brian S.
    GEOSCIENTIFIC MODEL DEVELOPMENT, 2019, 12 (01) : 195 - 213
  • [5] Glacial/interglacial changes in the East Australian current
    Bostock, HC
    Opdyke, BN
    Gagan, MK
    Kiss, AE
    Fifield, LK
    CLIMATE DYNAMICS, 2006, 26 (06) : 645 - 659
  • [6] Glacial/interglacial changes in the East Australian current
    H. C. Bostock
    B. N. Opdyke
    M. K. Gagan
    A. E. Kiss
    L. K. Fifield
    Climate Dynamics, 2006, 26 : 645 - 659
  • [7] Oceanic Circulation Drives the Deepest and Longest Marine Heatwaves in the East Australian Current System
    Elzahaby, Youstina
    Schaeffer, Amandine
    Roughan, Moninya
    Delaux, Sebastien
    GEOPHYSICAL RESEARCH LETTERS, 2021, 48 (17)
  • [8] Predicting the East Australian Current
    O'Kane, Terence J.
    Oke, Peter R.
    Sandery, Paul A.
    OCEAN MODELLING, 2011, 38 (3-4) : 251 - 266
  • [9] Retention and Leakage of Water by Mesoscale Eddies in the East Australian Current System
    Cetina-Heredia, Paulina
    Roughan, Moninya
    van Sebille, Erik
    Keating, Shane
    Brassington, Gary B.
    JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2019, 124 (04) : 2485 - 2500
  • [10] Evaluation of a regional ocean reanalysis system for the East Asian Marginal Seas based on the ensemble Kalman filter
    Seo, Gwang-Ho
    Choi, Byoung-Ju
    Cho, Yang-Ki
    Kim, Young Ho
    Kim, Sangil
    OCEAN SCIENCE JOURNAL, 2015, 50 (01) : 29 - 48