Research
Here you can find information about my research activity, starting with my PhD thesis.
PhD Thesis
Abstract
This work presents our contribution about the distribution of complex system simulations in open distributed environments. We consider these environments as computational ecosystems, of whose we describe properties and characteristics, wherein simulations will evolve, by their execution. An interaction network models these simulations, that we represent as a dynamic graph. Considering the different kinds of possible dynamics, we propose a global formalism that can be used to describe these graphs, along with a software framework, GraphStream, allowing their manipulation and their study.
The dynamic graph is then the object of a study wherein we are looking for organisations, following them through time, in order to minimise communications’s costs between machines, and to balance the computation load. We bring an improvement aiming to reduce results’s oscillations of AntCo 2 , which is algorithm using digital ants colonies to detect organisations, through competition and collaboration mechanisms. Stability of these organisations is determined by a dynamic and distributed heuristic to find centroid of graph.
We propose a middleware allowing a dynamic and decentralized distribution of simulations in a computational ecosystem, by favouring organisations and respecting the load balancing.
Master Thesis
Abstract
There are many segmentation methods in image processing. These methods are usually limited to a few image types. To our knowledge, there is no generic method which is able to solve segmentation problem for any image. In this master thesis, a segmentation method which uses a socials spiders colonies system will be studied and improved. These spiders are able to collectively weave silk structure. This master thesis aims to present an adaptation of this method to the segmentation problem.
Publications1
GraphStream Workshop
Emergent Properties in Natural and Artificial Complex Systems (EPNACS) in European Conference on Complex System (ECCS) 2011
,Centroids : a decentralized approach
Emergent Properties in Natural and Artificial Complex Systems (EPNACS) in European Conference on Complex System (ECCS) 2011
,Collaboration and Competition in Boids Simulations with Predation
Emergent Properties in Natural and Artificial Complex Systems (EPNACS) in European Conference on Complex System (ECCS) 2010
,Swarm Intelligence to Distribute Simulations in Computational Ecosystems
Swarm Intelligence Algorithms and Applications Symposium (SIAAS) in the Thirty Sixth Annual Convention of the Society for the Study of Artificial Intelligence and Simulation of Behaviour (AISB’10)
,Dagda, un intergiciel pour la distribution dynamique de simulations de système complexe
majecSTIC
,Dagda, a load-balanced middleware to distribute Complex Systems simulations
3rd International Conference on Complex Systems and Applications (ICCSA'09)
,Pyocyanic Bacillus Propagation Simulation
CoSSom workshop in European Simulation and Modeling conference (ESM)
,[ˆ1] authors are sorted alphabetically