Title :
Planning and Optimization of Resources Deployment: Application to Crisis Management
Author :
Mahdjoub, Jason ; Rousseaux, Francis
Author_Institution :
CReSTIC, Univ. of Reims, Reims, France
Abstract :
Crisis management challenges decision support systems designers. One problem in the decision marking is to develop systems able to help the coordination of the different involved teams. Another challenge is to make the system work with a degraded communication infrastructure. Each workstation or embedded application must be able to help to make a decision with a degraded network by taking into account the potential decisions made by other agents. We propose in this article a multiagent model, based on an ant colony optimization, and designed to manage the complexity in the deployment of resources to solve a crisis. This model is able to manage data uncertainty, and its global goal is to optimize, in a stable way, fitness functions, like saving lives, defined by multiple users. Moreover, thanks to a reflexive process, the model is able to manage the effects into the environment of its decisions, in order to take more appropriate decisions. Thanks to our transactional model, the system is also able to take into account a large data amount without exploring all potential solutions. The graphical interface should be able to make the user defining rules database. Then, if the nature of the crisis is deeply unchanged, users should be able to change rules´ databases.
Keywords :
ant colony optimisation; decision support systems; emergency management; graphical user interfaces; multi-agent systems; ant colony optimization; crisis management; decision support system; fitness function; graphical interface; multiagent model; planning; transactional model; Adaptation models; Data models; Data structures; Materials; Optimization; Uncertainty; Workstations; crisis management; multi-goal optimization; planning;
Conference_Titel :
High Performance Computing and Communications, 2014 IEEE 6th Intl Symp on Cyberspace Safety and Security, 2014 IEEE 11th Intl Conf on Embedded Software and Syst (HPCC,CSS,ICESS), 2014 IEEE Intl Conf on
Print_ISBN :
978-1-4799-6122-1
DOI :
10.1109/HPCC.2014.118