Two-Level Data Collection for an Energy-Efficient Solution in Wireless Sensor Networks

Abstract

Density in sensor networks often causes data redundancy, which is often the origin of high energy consumption. Data collection techniques are proposed to avoid retransmission of the same data by several sensors. In this paper, the authors propose a new data collection strategy based on static agents and clustering nodes in wireless sensor network (WSN) for an efficient energy consumption called: Two-Level Data Collection Strategy (TLDC). It consists in two-level hierarchy of nodes grouping. The technique is based on an experience building to perform a reorganization of the groups. Cooperation between agents can be used to reduce the communication cost significantly, by managing the data collection smartly. In order to validate the proposed scheme, the authors use the timed automata (TA) model and UPPAAL engine to validate the proposed strategy; the results after and before reorganization are compared. They establish that the proposed approach reduces the cost of communication in the group and thus minimizes the consumed energy.

Smart Agricultural Enterprise System Based on Integration of Internet of Things and Agent Technology

“…Multi-agentsystems(MAS)havebeenusedtointroducetheintelligenceinthefieldofagriculture for the intelligent management of production and the refinement of the quality of services. (Schreinemachers,2006)hasproposedaMulti-agentsystems(MAS)usingoptimizationmodels.A newthree-stageinvestmentdecisionmodelisusedforrepresentationoftheuncertaintyinland-use decision-makingmodels.In (Chevalier,2015)authorsproposetheuseofamulti-agentsystemfor precisionfarmingbypathtracking,disruptionrejectionandavoidanceofobstacleswhosepathway isaddressed.TheMASconsistsoftwospecializedagents:aquadrotorastheaerialagentandtracked robotswitharotarycameraastheagentsonthegroundtheycollaboratetoachievethecommontask offollowingapredefinedpath.Aseriesofproof-of-conceptexperimentsforthisnovelcombined controlstrategyareperformed.Simulationandexperimentalresultsarepresented.Two-LevelSmart StrategyforDataCollection(TLDC)basedonMASforsmartagricultureareproposedin (Benaziz, 2016).Itconsistsoftwo-levelhierarchyofnodesgrouping.Thetechniqueisbasedonanexperience buildingtoperformareorganizationofthegroups.Cooperationbetweenagentscanbeusedtoreduce thecommunicationcostsignificantly,bymanagingsmartlythedatacollection.…”