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This book is about guaranteed numerical methods based on interval analysis for approximating sets, and about the application of these methods to vast classes of engineering problems. Guaranteed means here that inner and outer approximations of the sets of interest are obtained, which can be made as precise as desired, at the cost of increasing the computational effort. It thus becomes possible to achieve tasks still thought by many to be out of the reach of numerical methods, such as finding all solutions of sets of non-linear equations and inequality or all global optimizers of possibly multi-modal criteria. The basic methodology is explained as simply as possible, in a concrete and readily applicable way, with a large number of figures and illustrative examples. Some of the techniques reported appear in book format for the first time. The ability of the approach advocated here to solve non-trivial engineering problems is demonstrated through examples drawn from the fields of parameter and state estimation, robust control and robotics. Enough detail is provided to allow readers with other applications in mind to grasp their significance. An in-depth treatment of implementation issues facilitates the understanding and use of freely available software that makes interval computation about as easy as computation with floating-point numbers. The reader is even given the basic information needed to build his or her own C++ interval library.
This book introduces guaranteed numerical methods based on interval analysis for approximating sets and their application to engineering problems. The author, Luc Jaulin, presents techniques that provide inner and outer approximations of sets, which can be refined to a desired precision, albeit with increased computational cost. This approach enables the solution of complex problems previously considered beyond the scope of numerical methods, such as finding all solutions to non-linear equations and inequalities or identifying all global optimizers for multi-modal criteria. The methodology is explained with a focus on practical application, supported by numerous figures and examples.
The book presents a comprehensive treatment of interval analysis for engineering applications, detailing methods for guaranteed numerical approximations. It aims to make complex computational tasks, such as solving systems of non-linear equations and finding global optima, accessible through practical examples and clear explanations. The inclusion of implementation details and software guidance suggests a focus on enabling readers to apply these techniques directly. The material is presented in a way that allows readers with diverse engineering backgrounds to understand its significance and potential applications.
Page Count:
400
Publication Date:
2011-01-01
ISBN-10:
1447102509
ISBN-13:
9781447102502
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