Combinatorial Development of Solid Catalytic Materials : Design of High-Throughput Experiments, Data Analysis, Data Mining

Baerns, Manfred; Holena, Martin

ISBN 10: 1848163436 / ISBN 13: 9781848163430

Verlag: Imperial College Press, 2009

Beschreibung

Bestandsnummer des Verkäufers 5985881-n

Bibliografische Details

• Titel: Combinatorial Development of Solid Catalytic Materials : Design of High-Throughput Experiments, Data Analysis, Data Mining
• Verlag: Imperial College Press
• Erscheinungsjahr: 2009
• Sprache: Englisch
• ISBN-10: 1848163436
• ISBN-13: 9781848163430
• Einband: Hardcover
• Zustand: New

Über diesen Titel

Inhaltsangabe

The book provides a comprehensive treatment of combinatorial development of heterogeneous catalysts. In particular, two computer-aided approaches that have played a key role in combinatorial catalysis and high-throughput experimentation during the last decade ― evolutionary optimization and artificial neural networks ― are described. The book is unique in that it describes evolutionary optimization in a broader context of methods of searching for optimal catalytic materials, including statistical design of experiments, as well as presents neural networks in a broader context of data analysis. It is the first book that demystifies the attractiveness of artificial neural networks, explaining its rational fundamental ― their universal approximation capability. At the same time, it shows the limitations of that capability and describes two methods for how it can be improved. The book is also the first that presents two other important topics pertaining to evolutionary optimization and artificial neural networks: automatic generating of problem-tailored genetic algorithms, and tuning evolutionary algorithms with neural networks. Both are not only theoretically explained, but also well illustrated through detailed case studies.

Über die Autorin bzw. den Autor

Charlotte y Peter Fiell son dos autoridades en historia, teoría y crítica del diseño y han escrito más de sesenta libros sobre la materia, muchos de los cuales se han convertido en éxitos de ventas. También han impartido conferencias y cursos como profesores invitados, han comisariado exposiciones y asesorado a fabricantes, museos, salas de subastas y grandes coleccionistas privados de todo el mundo. Los Fiell han escrito numerosos libros para TASCHEN, entre los que se incluyen 1000 Chairs, Diseño del siglo XX, El diseño industrial de la A a la Z, Scandinavian Design y Diseño del siglo XXI.