PPT-INCLUDING UNCERTAINTY MODELS FOR

SURROGATE BASED GLOBAL DESIGN OPTIMIZATION The EGO algorithm STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION GROUP Thanks to Felipe A C Viana 2 BACKGROUND SURROGATE MODELING Differences are larger in regions of low point density. IB DP Physics. Error Bars. U. sed . on graphs to display the uncertainty in measurements of the data . points.. T. here . may be uncertainty in just the y-values, just the x-values, or . both. .. Must be included in all DP Physics data analysis including your Internal Assessment. Readings. Readings. Baye. 6. th. edition or 7. th. edition, Chapter 3. BA 445 Lesson A.4 Uncertainty. Overview. Overview. Overview. BA 445 Lesson A.4 Uncertainty. Expected Value . distinguishes good decisions from good luck. Gambling with positive expected value virtually guarantees . Manipulating symbols. Last class. Typology of signs. Sign systems. Symbols. Tremendously important distinctions for informatics and computational sciences. Computation = symbol manipulation. Symbols can be manipulated without reference to content (syntactically. John L. Campbell. 1. , Ruth D. Yanai. 2. , Mark B. . Green. 1,3. , Carrie . Rose . Levine. 2. , Mary Beth Adams. 1. , Douglas A. Burns. 4. ,. . Donald C. Buso. 5. , . Mark E. Harmon. 6. , Trevor Keenan. An Evaluation of Development Viability. Peter Byrne. Pat McAllister. Peter Wyatt. www.henley.reading.ac.uk/rep/fulltxt/0810.pdf. Structure. Main Research questions. Background and context. Current practice. Inclined Manometer. http://. www.dwyer-inst.com. U-tube Manometer. Sensitivity. Inclined Manometer. http://. www.dwyer-inst.com. U-tube Manometer. Pitot. Static Probe. Measures fluid velocity . v. Based on Bernoulli’s law. in Measurement. (IB text - Ch 11; AP text - section 1.4 pgs. 10-13 and A10-A13). All measurements have some degree of . uncertainty. . Therefore, we need to give some indication of the reliability of measurements and the uncertainties in the results calculated from these measurements. . Marcia McNutt. Editor-in-Chief. Science . family of Journals. Challenges with scientific uncertainty ...... Public perception that if scientists express uncertainty, they “don’t know they are talking about.”. OUTLINE. Accelerator Pre-alignment background. Uncertainty and GUM supplement 1. PACMAN pre-alignment budgeting . CMM uncertainty modeling. Thermal uncertainty compensation and modeling. First stochastic modeling results. Manipulating symbols. Last class. Typology of signs. Sign systems. Symbols. Tremendously important distinctions for informatics and computational sciences. Computation = symbol manipulation. Symbols can be manipulated without reference to content (syntactically. Brian Clough. 1. , Matt Russell. 1. , Grant Domke. 2. , Chris Woodall. 2. . 2016 Western Mensurationist’s Meeting. 1. University of Minnesota. 2. US Forest Service Northern Research Station. 3 tiered approach for identifying and . The EGO algorithm. 1. Introduction to optimization with surrogates. Based on cycles. Each consists of sampling design points by simulations, fitting surrogates to simulations and then optimizing an objective.. . SYFTET. Göteborgs universitet ska skapa en modern, lättanvänd och . effektiv webbmiljö med fokus på användarnas förväntningar.. 1. ETT UNIVERSITET – EN GEMENSAM WEBB. Innehåll som är intressant för de prioriterade målgrupperna samlas på ett ställe till exempel:. Objective. The Los Alamos Sea Ice model has a number of input parameters for which accurate values are not always well established. . We conduct a variance-based sensitivity analysis . of hemispheric sea ice properties to 39 input parameters. The method accounts for non-linear and non-additive effects in the model..