Integrated structure selection and parameter optimisation for eng-genes neural models

The eng-genes concept involves the use of fundamental known system functions as activation functions in a neural model to create a 'grey-box' neural network. One of the main issues in eng-genes modelling is to produce a parsimonious model given a model construction criterion. The challenges are that (1) the eng-genes model in most cases is a heterogenous network consisting of more than one type of nonlinear basis functions, and each basis function may have different set of parameters to be optimised; (2) the number of hidden nodes has to be chosen based on a model selection criterion. This is a mixed integer hard problem and this paper investigates the use of a forward selection algorithm to optimise both the network structure and the parameters of the system-derived activation functions. Results are included from case studies performed on a simulated continuously stirred tank reactor process, and using actual data from a pH neutralisation plant. The resulting eng-genes networks demonstrate superior simulation performance and transparency over a range of network sizes when compared to conventional neural models. (c) 2007 Elsevier B.V. All rights reserved.

Identity and Geopolitics in Hergé's Adventures of Tintin

This is a study of identity and geopolitics in Hergé's Adventures of Tintin, a series of adventure comics created from 1929 to 1976. The Tintin comics became increasingly popular throughout the mid-twentieth century, and their creator, Hergé, is still a subject of intrigue in the press and popular publications. Recent work in popular geopolitics has pioneered the use of comics as a new type of source material in critical geography. Hergé's approach to the comics format combines an iconic protagonist with detailed and textured environments that draw upon some of the geopolitical discourses of the twentieth century. Three forms of geopolitical meaning are identified within the Tintin comics: discourses of colonialism, European pre-eminence and anti-Americanism. These overlapping trends amount to different facets of one single discourse, which places European ideologies at the centre of its world-view. This is highlighted by focusing on three geographical spaces of the Tintin series, and by contextualising the life and selected works of Hergé. © 2009 Taylor & Francis.