Ross–Fahroo lemma
The Ross–Fahroo Lemma is a result in the field of optimization, specifically in the context of optimal control and differential inclusions. It provides conditions under which the solution of an optimal control problem can be related to a particular type of differential equation or inclusions. While the lemma itself involves technical mathematical concepts, its application typically involves deriving necessary conditions for optimality and exploring the structure of control problems, particularly where the control may be subject to various constraints.
The Ross–Fahroo pseudospectral method is a numerical approach used in optimal control and trajectory optimization problems. It combines the concepts of pseudospectral methods with optimization techniques to solve nonlinear optimal control problems effectively. ### Key Features: 1. **Pseudospectral Methods**: These methods involve the use of polynomial approximations based on a set of collocation points (often Chebyshev or Legendre nodes) to approximate the state and control variables.
The Flow-following, finite-volume Icosahedral Model (FIM) is a computational framework used in atmospheric and oceanic modeling, particularly for simulating large-scale fluid dynamics. This model leverages an icosahedral grid structure, which is advantageous for achieving high accuracy and efficiency in numerical simulations of geophysical flows.
Living Earth Simulator Project
The Living Earth Simulator (LES) project is an ambitious initiative aimed at creating a comprehensive computational model of the Earth's social, economic, and environmental systems. Launched by the International Institute for Applied Systems Analysis (IIASA) and involving various interdisciplinary teams, the project seeks to simulate the complex interactions within global systems.
METRIC
"METRIC" can refer to different concepts depending on the context. Here are some of the most common interpretations: 1. **Measurement System**: In the context of measurement, METRIC typically refers to the metric system, a decimal-based system of measurement that is used internationally. It includes units such as meters for length, kilograms for mass, and liters for volume.
Probability of precipitation
Probability of precipitation (often abbreviated as PoP) is a meteorological term that represents the likelihood of a certain area receiving measurable precipitation (such as rain, snow, sleet, or hail) over a specified period, usually expressed as a percentage. For example, a PoP of 40% indicates that there is a 40% chance of measurable precipitation occurring in the specified location and time frame.
The Regional Atmospheric Modeling System (RAMS) is a complex numerical model used for simulating and forecasting atmospheric conditions at regional scales. It is primarily designed to investigate and predict the behavior of atmospheric phenomena, such as weather systems, air quality, and climate variations, with a higher resolution than global models can provide.
Jacobi rotation
Jacobi rotation, or Jacobi method, is a numerical technique used primarily in the context of linear algebra and matrix computations, particularly for finding eigenvalues and eigenvectors of symmetric matrices. The method exploits the properties of orthogonal transformations to diagonalize a matrix. ### Key Features of Jacobi Rotation: 1. **Orthogonal Transformation**: Jacobi rotations use orthogonal matrices to iteratively transform a symmetric matrix into a diagonal form.
Cooperative video games
Cooperative video games are a genre of video games designed to be played by multiple players working together towards a common goal. Unlike competitive games, where players compete against each other, cooperative games emphasize teamwork, communication, and collaboration to achieve objectives, complete missions, or overcome challenges. Key features of cooperative video games include: 1. **Teamwork:** Players must often coordinate their actions, strategize together, and support one another to progress in the game.
Relative change and difference
Relative change and absolute change (often referred to simply as "difference") are two ways to express changes in a value, and they serve different purposes in analysis. ### Absolute Change (Difference) - **Definition**: Absolute change refers to the straightforward difference between two values.
Exchange algorithms
Exchange algorithms are computational techniques used in various fields, including optimization, operations research, and game theory. These algorithms typically involve the process of "exchanging" elements in a solution to find better configurations or to improve an objective function. Here are a few common contexts in which exchange algorithms are employed: 1. **Local Search Algorithms**: In local search methods, an initial solution is iteratively improved by making small changes, often through the exchange of elements or values.
Matrix multiplication is a fundamental operation in linear algebra and is used in various applications across mathematics, computer science, physics, and engineering. The process involves taking two matrices and producing a third matrix through a specific set of rules.
ABS methods
ABS methods can refer to various techniques depending on the context, but one common interpretation is "Agent-Based Simulation" (ABS) methods. These methods are used in computational modeling to simulate the interactions of autonomous agents in order to assess their effects on the system as a whole. Here are some key points about ABS methods: 1. **Agents**: In ABS, an agent is often defined as an individual entity with specific characteristics, behaviors, and potential decision-making capabilities.
Armadillo (C++ library)
Armadillo is a high-quality C++ linear algebra library that provides a clean and efficient interface for matrix and vector operations, making it suitable for scientific computing, machine learning, and numerical analysis. It is designed to be easy to use, combining a MATLAB-like syntax with powerful performance. Here are some key features of the Armadillo library: 1. **Syntax**: Armadillo's API is designed to be intuitive.
Arnoldi iteration
Arnoldi iteration is an important numerical method used in linear algebra for approximating the eigenvalues and eigenvectors of a large, sparse matrix. It is particularly useful for solving problems in fields such as scientific computing, quantum mechanics, and engineering, where one may encounter large systems that cannot be solved directly due to computational limitations. ### Overview The Arnoldi iteration algorithm builds an orthonormal basis for the Krylov subspace generated by the matrix in question.
BLIS (software)
BLIS, which stands for "Basic Linear Algebra Subprograms," is an open-source software framework designed for high-performance linear algebra computations. It focuses primarily on providing efficient implementations of dense matrix operations that are widely used in scientific computing, machine learning, and numerical analysis. BLIS is an evolution of the original BLAS (Basic Linear Algebra Subprograms) library, and it emphasizes modularity, extensibility, and performance across different hardware architectures.
Basic Linear Algebra Subprograms (BLAS) is a specification that provides a set of low-level routines for performing common linear algebra operations. These operations primarily include vector and matrix arithmetic, which are foundational to many numerical and scientific computing applications. The BLAS library is highly optimized for performance and is often implemented to leverage specific hardware capabilities.
DADiSP
DADiSP (Digital Acquisition, Display, and Processing) is a software tool used primarily for data analysis and visualization. It is widely used in engineering, scientific research, and various industries to process and analyze large sets of data. The software provides a range of functionalities, including: 1. **Data Acquisition**: DADiSP can interface with different data acquisition hardware to collect real-time data.
DIIS
DIIS can refer to several concepts depending on the context, but one common interpretation is "Damped Iterative Inversion Scheme," which is a method used in various scientific and engineering computations, particularly in numerical analysis and optimization. In the field of computational materials science, for example, DIIS is a technique used to improve the convergence of self-consistent field methods, such as those employed in quantum chemistry and density functional theory.
Online video game services
Online video game services refer to various platforms, systems, and features that allow players to connect, interact, and engage with video games over the internet. These services encompass a wide range of functionalities, including: 1. **Multiplayer Gaming**: Online services enable players to compete or cooperate with others in real-time, whether they are in the same location or across the globe. This could include competitive modes, co-op missions, or large-scale multiplayer environments.