PPT-The Variational Version of the Local Analysis and Predictio

Steve Albers Yuanfu Xie Hongli Jiang Dan Birkenheuer Isidora Jankov and Zoltan Toth ESRLGSD WRF Workshop June 26 th 2013 Updated 62 5 2013 1 81 0UTC Presentation Outline. 1 Fig 92 brPage 6br Version 2 ECE IIT Kharagpur cos cos Fig93pgm k 12 otherwise truncated is if brPage 7br Version 2 ECE IIT Kharagpur 1 1 1 1 1 0 0 0 1 1 1 1 0 0 0 0 1 1 1 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 T Rockafellar 57th Meeting of the Indian Mathematical Society Aligarh December 2730 1991 Abstract The study of problems of maximization or minimization subject to constraints has been a fertile 64257eld for the development of mathematical analysis (i.e., about shelf life, research scientist needs information major modes for loss during manufacture, environmental conditions food will relative humidity and and, if film to oxygen, vapor, and . Radar Data Assimilation for 0-12 hour severe weather forecasting. Juanzhen. Sun . National Center for Atmospheric Research. Boulder, Colorado. sunj@ucar.edu. Outline. . Background. - . Motivation . data assimilation. and forecast error statistics. Ross Bannister, 11. th. July 2011. University of Reading, r.n.bannister@reading.ac.uk. “All models are wrong …” . (George Box). “All models are wrong and all observations are inaccurate”. and. . Optimality in nature. Andrej Cherkaev. Department of Mathematics University of Utah. cherk@math.utah.edu. USAG November 2013.. Components of applied math. Optimization. Numerical Methods. Differential equations . . CRF Inference Problem. CRF over variables: . CRF distribution:. MAP inference:. MPM (maximum posterior . marginals. ) inference:. Other notation. Unnormalized. distribution. Variational. distribution. 1. , Olaf Konrad. 2. , Heinz-Otto Peitgen. 1. Fast and Smooth Interactive Segmentation of Medical Images Using Variational Interpolation. 1. . Fraunhofer. MEVIS, Germany. 2. . MeVis. Medical Solutions, Germany. EGU 2012, Vienna. Michail Vrettas. 1. , Dan Cornford. 1. , Manfred Opper. 2. 1. NCRG, Computer Science, Aston University, UK. 2. Technical University of Berlin, Germany. Why do data assimilation?. Aim of data assimilation is to estimate the posterior distribution of the state of a dynamical model (X) given observations (Y). Discussion. How we share code. Working in a . team, . you need to share code. How?. Email attachments?. Sneakernet. ?. What if two people edit the same file at the same time?. Google Docs? . Dropbox. Inference. Dave Moore, UC Berkeley. Advances in Approximate Bayesian Inference, NIPS 2016. Parameter Symmetries. . Model. Symmetry. Matrix factorization. Orthogonal. transforms. Variational. . a. La gamme de thé MORPHEE vise toute générations recherchant le sommeil paisible tant désiré et non procuré par tout types de médicaments. Essentiellement composé de feuille de morphine, ce thé vous assurera d’un rétablissement digne d’un voyage sur . Given the resources in a practical situation, the predictor that is capable of possibly meeting these requirements has to be a member of the set of all possible finite state machines (FSM 1 IDENTIFICATION OF SUBSTANCE AND COMPANY BEGO Bremer Goldschlaegerei Wilhelm-Herbst-GmbH Co KG wwwbegocom Fon 49/ 0 42 1/ 20 28 0 Fon 49/ 0 42 1/ 20 28 130 DE-LEG-FE Dr R Strietzel Fax 49/ 0 42 1/