3,061 research outputs found
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Application of Evolutionary Algorithms in Guaranteed Parameter Estimation
Model-based optimization and control is
becoming more and more important in the process industries and
in general. Modelling almost always involves the estimation of
parameters from available data. The parameter estimation
problem is usually posed as the minimization of the prediction
error or the maximization of the likelihood function. If the
uncertainty of the measurements taken from a real process is
assumed to be an interval around the measured values, a set of
parameter vectors exists that is able to describe the behavior of
the systems within these uncertainties. Guaranteed parameter
estimation deals with the problem of determining all parameter
vectors that are compatible with uncertain observations. The
solution of guaranteed parameter estimation problems for
nonlinear dynamic models is computationally very demanding.
In this contribution we present a memetic algorithm that
determines the sets of feasible model parameters efficiently. It is
applied to the estimation of kinetic parameters of a model that
describes a copolymerization reaction. In the memetic algorithm,
the fitness evaluation is based on the distance of the feasible
solutions to each other, thus the presented approach is not
restricted to a specific type of models
Imparando da Vico. Quarant’anni di riflessioni
Traducción del inglés por Pablo Badillo O’FarrellLa filosofía y la retórica (la retórica considerada éticamente, en un espíritu auto-crítico) no son antagonistas,
sino aliadas y guías para la vida. La retórica es la corporeización en el lenguaje, y también en otros sistemas
semióticos, de lo que motiva a la mayoría de la gente, lo que une lógica y pasión y ética. Una de las esperanzas
de Vico es que filosofía y retórica, nuestros poderes racionales e imaginativos, se usen éticamente, para el bien
vivir en sociedad. El Autor interpreta la valía del mensaje educacional y social de Vico, cuyo compromiso permanece
como algo que ahora –en estos tiempos tecnológicos– necesitamos profundamente.According to the Author’s experience, philosophy and rhetoric (rhetoric considered ethically, in a selfcritical
spirit) are not antagonists, but allies and guidelines for life. Rhetoric is the embodiment in language, and
also in other semiotic systems, of what motivates most people, what unites logic and passion and ethics. One of
Vico’s hopes is that philosophy and rhetoric, our rational and our imaginative powers, may be used ethically, for
the improvement of life in society. The Author interprets the value of the educational and social message of Vico,
whose commitments remain something that nowadays—in these technological times—we are in deep need of.Filosofia e retorica (retorica considerata eticamente, in uno spirito autocritico) non sono antagonisti,
ma alleati e guide per la vita. La retorica è l’incarnazione nel linguaggio, così come in altri sistemi semiotici, di ciò
che muove la maggior parte delle persone, di ciò che unisce logica, passione ed etica. Una delle speranze di Vico
è che la filosofia e la retorica, i nostri poteri razionali e immaginativi, siano usati eticamente, per il miglioramento
della vita in società. L’Autore interpreta il valore del messaggio educativo e sociale di Vico, il cui impegno resta
come qualcosa di cui ora –in questi tempi tecnologici– abbiamo profondamente bisogno
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Analysis of a memetic algorithm for global optimization in chemical process synthesis
Engineering optimization often deals with very large search spaces which are highly constrained by nonlinear equations that couple the continuous variables. In this contribution the development of a memetic algorithm (MA) for global optimization in the solution of a problem in the chemical process engineering domain is described. The combination of an evolutionary strategy and a local solver based on the general reduced gradient method enables the exploitation of a significant reduction in the search space and of the ability of local mathematical programming solvers to efficiently handle large continuous problems containing equality constraints. The global performance of the MA is improved by the exclusion of regions that are defined by approximations of the basins of attraction of the local optima. The MA is compared to the combination of a scatter search based multi-start heuristic using OQNLP and the local solver CONOPT
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