info:eu-repo/semantics/masterThesis
Azcatl: A Bio-inspired data foraging mechanism based on indirect communication in mobile sensor networks for dynamic environments
Autor
JOSUE CASTAÑEDA CISNEROS
Resumen
Sparse Wireless Sensor Networks (SWSN) have been proposed to explore and gather data
from harsh environments. Exploration has been focused on finding optimal paths to obtain knowledge
about the environment while data gathering has mainly been oriented to obtain raw data
indiscriminately of the environment. However, dynamic environments were the usefulness of data
is constantly changing, these solutions are not useful. Therefore, for these types of environments,
both exploration and data gathering must be focused on repeatedly searching for valuable data
sources over a particular area; as some animals perform foraging. Data foraging is a continuous
process which involves: exploration, identification and selective exploitation (harvesting) of profitable
data sources. We propose a bio-inspired data foraging mechanism for SWSN in dynamic
environments. To develop our mechanism, indirect communication is modeled taking inspiration
from the stigmergy principe. We establish artificial pheromones based on the fuzzy causal relation.
Each step of data foraging is formally defined and mathematically evaluated. In addition we
show the viability of each step by simulations which have been tested through statistical hypothesis.
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