How Long to Read Computationally Efficient Model Predictive Control Algorithms

By Maciej Ławryńczuk

How Long Does it Take to Read Computationally Efficient Model Predictive Control Algorithms?

It takes the average reader 5 hours and 23 minutes to read Computationally Efficient Model Predictive Control Algorithms by Maciej Ławryńczuk

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

Description

This book thoroughly discusses computationally efficient (suboptimal) Model Predictive Control (MPC) techniques based on neural models. The subjects treated include: · A few types of suboptimal MPC algorithms in which a linear approximation of the model or of the predicted trajectory is successively calculated on-line and used for prediction. · Implementation details of the MPC algorithms for feed forward perceptron neural models, neural Hammerstein models, neural Wiener models and state-space neural models. · The MPC algorithms based on neural multi-models (inspired by the idea of predictive control). · The MPC algorithms with neural approximation with no on-line linearization. · The MPC algorithms with guaranteed stability and robustness. · Cooperation between the MPC algorithms and set-point optimization. Thanks to linearization (or neural approximation), the presented suboptimal algorithms do not require demanding on-line nonlinear optimization. The presented simulation results demonstrate high accuracy and computational efficiency of the algorithms. For a few representative nonlinear benchmark processes, such as chemical reactors and a distillation column, for which the classical MPC algorithms based on linear models do not work properly, the trajectories obtained in the suboptimal MPC algorithms are very similar to those given by the ``ideal'' MPC algorithm with on-line nonlinear optimization repeated at each sampling instant. At the same time, the suboptimal MPC algorithms are significantly less computationally demanding.

How long is Computationally Efficient Model Predictive Control Algorithms?

Computationally Efficient Model Predictive Control Algorithms by Maciej Ławryńczuk is 316 pages long, and a total of 80,896 words.

This makes it 107% the length of the average book. It also has 99% more words than the average book.

How Long Does it Take to Read Computationally Efficient Model Predictive Control Algorithms Aloud?

The average oral reading speed is 183 words per minute. This means it takes 7 hours and 22 minutes to read Computationally Efficient Model Predictive Control Algorithms aloud.

What Reading Level is Computationally Efficient Model Predictive Control Algorithms?

Computationally Efficient Model Predictive Control Algorithms is suitable for students ages 12 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 Computationally Efficient Model Predictive Control Algorithms?

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