By far the best book on robust control I have ever read is: S. Skogestad, I. Postlethwaite. Multivariable Feedback Control: Analysis and Design. John Wiley & Sons, 2nd ed., 2005. Even though the title does not include the keyword ROBUST, the book covers both analysis and design of robust controllers (with preference to the so-called frequency domain methods like Hinf and mu). Perhaps this title is an evidence, that robustness is nothing extra, it is just a must for a regular control system.
I find the book fairly exceptional because it really shows HOW TO USE the stuff like Hinf and mu for solving nontrivial control design tasks like control of destillation column. All this tedious analysis of Riccati equations is performed elswhere. This book teaches you to do the design, not to derive formulas. This is definitely not to say that the book is simplistic.
I rate the new edition high also because the authors invested their time into updating it considerably. New theoretical results are included, all the Matlab snippets are now in the new object oriented version of Robust Control Toolbox.
The first three chapters can be downloaded from the author's page at
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Best regards, Zdenek Hurak, Czech Technical University in Prague