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Book ChapterDOI

Historical Overview of Numerical Weather Prediction

TLDR
In this paper, the authors present the longest available record of the skill of numerical weather prediction using the S 1 score (Teweles and Wobus, 1954), which measures the relative error in the horizontal gradient of the height of the constant pressure surface of 500 hPa (in the middle of the atmosphere) for 36-h forecasts over North America.
Abstract
Introduction In general, the public is not aware that our daily weather forecasts start out as initial-value problems on the major national weather services supercomputers. Numerical weather prediction provides the basic guidance for weather forecasting beyond the first few hours. For example, in the USA, computer weather forecasts issued by the National Center for Environmental Prediction (NCEP) in Washington, DC, guide forecasts from the US National Weather Service (NWS). NCEP forecasts are performed by running (integrating in time) computer models of the atmosphere that can simulate, given one day's weather observations, the evolution of the atmosphere in the next few days. Because the time integration of an atmospheric model is an initial-value problem , the ability to make a skillful forecast requires both that the computer model be a realistic representation of the atmosphere , and that the initial conditions be known accurately . NCEP (formerly the National Meteorological Center or NMC) has performed operational computer weather forecasts since the 1950s. From 1955 to 1973, the forecasts included only the Northern Hemisphere; they have been global since 1973. Over the years, the quality of the models and methods for using atmospheric observations has improved continuously, resulting in major forecast improvements. Figure 1.1.1(a) shows the longest available record of the skill of numerical weather prediction. The “ S 1” score (Teweles and Wobus, 1954) measures the relative error in the horizontal gradient of the height of the constant pressure surface of 500 hPa (in the middle of the atmosphere, since the surface pressure is about 1000 hPa) for 36-h forecasts over North America.

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Citations
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BookDOI

Handbook of weather, climate, and water : dynamics, climate, physical meteorology, weather systems, and measurements

TL;DR: A comprehensive, two-volume review of the atmospheric and hydrologic sciences can be found in this paper, which is the definitive reference for both professionals and laypersons for years to come.
Journal ArticleDOI

Comparison of Precipitation Derived from the ECMWF Operational Forecast Model and Satellite Precipitation Datasets

TL;DR: In this paper, the authors evaluated the ability of an operational numerical model and satellite products to retrieve sub-daily rainfall in the tropical and subtropical regions of the world over a 7-year period from 2004 to 2011.

Exploiting Local Low Dimensionality of the Atmospheric Dynamics for Efficient Ensemble Kalman Filtering

TL;DR: This paper shows how the finding that vectors of the forecast uncertainties in such regions tend to lie in a subspace of much lower dimension than that of the full atmospheric state vector can be exploited to formulate a potentially accurate and efficient data assimilation technique.

Accuracy of diagnostic heat and moisture budgets using SESAME-79 field data as revealed by observing system simulation experiments. [Severe Environmental Storm and Mesoscale Experiment]

Y.-H. Kuo, +1 more
TL;DR: In this article, the accuracy of diagnostic heat and moisture budgets using the AVE-SESAME 1979 data is investigated through a series of observing system simulation experiments using a four-dimensional (including time) data set provided by a mesoscale model.
Posted Content

A data-driven approach to precipitation parameterizations using convolutional encoder-decoder neural networks

TL;DR: This work demonstrates how encoder-decoder Convolutional Neural Networks (CNN) can be used to derive total precipitation using geopotential height as the only input, and provides a method to identify the levels of the geopotentials that have a higher influence on precipitation through a variable selection process.
References
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Journal ArticleDOI

The NCEP/NCAR 40-Year Reanalysis Project

TL;DR: The NCEP/NCAR 40-yr reanalysis uses a frozen state-of-the-art global data assimilation system and a database as complete as possible, except that the horizontal resolution is T62 (about 210 km) as discussed by the authors.
Journal ArticleDOI

Deterministic nonperiodic flow

TL;DR: In this paper, it was shown that nonperiodic solutions are ordinarily unstable with respect to small modifications, so that slightly differing initial states can evolve into considerably different states, and systems with bounded solutions are shown to possess bounded numerical solutions.
Book

An Introduction to Boundary Layer Meteorology

TL;DR: In this article, the boundary layer is defined as the boundary of a boundary layer, and the spectral gap is used to measure the spectral properties of the boundary layers of a turbulent flow.
Book

Computational methods for fluid dynamics

TL;DR: This text develops and applies the techniques used to solve problems in fluid mechanics on computers and describes in detail those most often used in practice, including advanced techniques in computational fluid dynamics.