How Long to Read Fundamentals of Uncertainty Quantification for Engineers

How Long Does it Take to Read Fundamentals of Uncertainty Quantification for Engineers?

It takes the average reader to read Fundamentals of Uncertainty Quantification for Engineers by Yan Wang

Assuming a reading speed of 250 words per minute. Learn more

Description

Fundamentals of Uncertainty Quantification for Engineers provides a comprehensive introduction to uncertainty quantification (UQ) accompanied by a wide variety of applied examples, implementation details, and practical exercises to reinforce the concepts outlined in the book. It starts with review of the history of probability theory and recent development of UQ methods in the domains of applied mathematics and data science. Major concepts of probability axioms, conditional probability, and Bayes' rule are discussed and examples of probability distributions in parametric data analysis, reliability, risk analysis, and materials informatics are included. Random processes, sampling methods, and surrogate modeling techniques including multivariate polynomial regression, Gaussian process regression, multi-fidelity surrogate, support-vector machine, and decision tress are also covered. Methods for model selection, calibration, and validation are introduced next, followed by chapters on sensitivity analysis, stochastic expansion methods, Markov models, and non-probabilistic methods. The book concludes with a chapter describing the methods that can be used to predict UQ in systems, such as Monte Carlo, stochastic expansion, upscaling, Langevin dynamics, and inverse problems, with example applications in multiscale modeling, simulations, and materials design.

How long is Fundamentals of Uncertainty Quantification for Engineers?

Fundamentals of Uncertainty Quantification for Engineers by Yan Wang is 0 pages long, and a total of 0 words.

This makes it 0% the length of the average book. It also has 0% more words than the average book.

How Long Does it Take to Read Fundamentals of Uncertainty Quantification for Engineers Aloud?

The average oral reading speed is 183 words per minute. This means it takes to read Fundamentals of Uncertainty Quantification for Engineers aloud.

What Reading Level is Fundamentals of Uncertainty Quantification for Engineers?

Fundamentals of Uncertainty Quantification for Engineers is suitable for students ages 2 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Fundamentals of Uncertainty Quantification for Engineers?

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