Extracting, Visualizing and Tracking Mesoscale Ocean Eddies in Two-dimensional Image Sequences Using Contours and Moments
ثبت نشده
چکیده
We introduce a system for the extraction and tracking of mesoscale eddies captured in massive global ocean simulations. The major strength and contribution of our system is its design, which is based on two-dimensional image data processing. The Cinema database [CD] makes possible the generation and storage of two-dimensional image data taken in-situ, i.e., the creation of images via a virtual camera generating images during the ongoing simulation. The problem of eddy extraction and tracking is simplified by our approach to the problem of finding, matching and tracking eddies in two-dimensional images, thus eliminating the task of processing the original massive three-dimensional data set. Our system can be used on a simple desktop computer and provides an intuitive interface allowing a scientist to perform an eddy analysis for global ocean data in real-time. We demonstrate the effectiveness of our implementation for a specific simulated data set.
منابع مشابه
A New Approach to Ocean Eddy Detection, Tracking, and Event Visualization-Application to The Northwest Pacific Ocean
High-resolution ocean general circulation models have advanced the numerical study of ocean eddies. To gain an understanding of ocean eddies from the large volume of data produced by simulations, visualizing just the distribution of eddies at each time step is insufficient; timevariations in eddy events and phenomena must also be considered. However, existing methods cannot accurately detect an...
متن کامل15 Years of Satellite Altimetry and Mesoscale Ocean Dynamics
The paper provides a review of recent results on mesoscale ocean dynamics derived from satellite altimetry. Since 1992, we have had an unprecedented 15 year high-resolution monitoring of the ocean mesoscale field. Altimetry is often used in mesoscale studies in synergy with other remote sensing techniques and in-situ data. This global, high-resolution data set has allowed oceanographers to quan...
متن کاملDetecting and Tracking of Mesoscale Oceanic Features in the Miami Isopycnic Circulation Ocean Model
Using the available data from MICOM for the North Atlantic, in this paper we present methods developed to automatically detect, locate and track mesoscale eddies spatially and temporally. Using structuring elements based on velocity we detect eddy centers and use streamline plots to eliminate false positives. Additional visualization, based on the detected eddy centers provides information abou...
متن کاملOcean Eddy Identification and Tracking using Neural Networks
Global climate change plays an essential role in our daily life and is nowadays one of the most important topics. Mesoscale ocean eddies have a significant impact on global warming, since they dominate the ocean dynamics, the energy as well as the mass transports of ocean circulation. In particular, from satellite altimetry we can derive high-resolution, global maps containing ocean signals wit...
متن کاملAutomated detection of coherent Lagrangian vortices in two-dimensional unsteady flows
Lagrangian coherent structures (LCSs) are exceptional material surfaces that act as cores of observed tracer patterns in fluid flows (see [1,2] for reviews). For oceanic flows, the tracers of interest include salinity, temperature, contaminants, nutrients and plankton—quantities that play an important role in the ecosystem and even in the climate. Fluxes of these quantities are typically domina...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2017