Application of Entropy and Fractal Dimension Analyses to the Pattern Recognition of Contaminated Fish Responses in Aquaculture

The objective of the work was to develop a non-invasive methodology for image acquisition, processing and nonlinear trajectory analysis of the collective fish response to a stochastic event. Object detection and motion estimation were performed by an optical flow algorithm in order to detect moving fish and simultaneously eliminate background, noise and artifacts. The Entropy and the Fractal Dimension (FD) of the trajectory followed by the centroids of the groups of fish were calculated using Shannon and permutation Entropy and the Katz, Higuchi and Katz-Castiglioni's FD algorithms respectively. The methodology was tested on three case groups of European sea bass (Dicentrarchus labrax), two of which were similar (C1 control and C2 tagged fish) and very different from the third (C3, tagged fish submerged in methylmercury contaminated water). The results indicate that Shannon entropy and Katz-Castiglioni were the most sensitive algorithms and proved to be promising tools for the non-invasive identification and quantification of differences in fish responses. In conclusion, we believe that this methodology has the potential to be embedded in online/real time architecture for contaminant monitoring programs in the aquaculture industry.

Marketing of the Spanish film industry in the entertainment market

This project analyzes the role that marketing plays at present.It is a distinctive in the film industry because of the emergence of new patterns of production, distribution and exhibition due to the unstoppable progress of digital technologies, the expansion of the internet and consumer changes in the spectator. To perform this analysis, a description of the situation of the film industry in the competitive market, Hollywood, and the evolution of digital technology in general are included. It is also essential in the project, to observe, the marketing applied to the different phases of the globalized cinema. And then introduce the potential Spanish marketing strategies.