The Bio-Networking Architecture: Adaptation of Network Applications through Biological Evolution
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Transcript of The Bio-Networking Architecture: Adaptation of Network Applications through Biological Evolution
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The Bio-Networking Architecture:Adaptation of Network Applicationsthrough Biological Evolution Jun Suzuki and Tatsuya Suda {jsuzuki, suda}@ics.uci.edu http://netresearch.ics.uci.edu/bionet/Dept. of Information and Computer Science University of California, Irvine
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Goals of the Simulation StudyTo show that the Bio-Networking Architecture adapts to diverse network conditionsthrough behavioral evolution of autonomous cyber-entities (CEs)To show that evolutionary mechanisms (diversity generation and natural selection) allow CEs to increase their fitness to diverse network conditions.
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Cyber-Entity (CE)Each CE behavior policy consists of factors (F), weights (W), and a threshold. If > threshold, then reproduce. Example reproduction factors:StoredEnergyFactorcontributes to the tendency for CEs to reproduce more often when they have enough energy.RequestRateFactorcontributes to the tendency for CEs to reproduce more often when they receive a large number of service requests. RequestChangeRateFactorcontributes to the tendency for CEs to reproduce more often when request rate is increasing.BehaviorAttributesBodyGUIDenergy levelagenon-exec. dataexecutable codeCyber-entitymigrationreplicationreproductionpheromone emissionresource sensingenergy exchangesocial networkingrelationshiprelationship listEach CE stores and expends energyin exchange for performing service.for using resources.
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Evolutionary MechanismsDiversity generationA CE behavior may be implemented by a number of algorithms/policiesManual diversity generation by human designersAutomatic diversity generation through mutation and crossover during replication and reproductionNatural selectionkeeps entities with beneficial features aliveCEs that adapt to environment well will contribute more to evolution.Energy used as a natural selection mechanismabundance induces replication and reproductionscarcity induces death
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Automatic Diversity GenerationWeight and threshold values in each behavior policy change dynamically through mutation.Mutation occurs during replication and reproduction.When reproducing, a CE selects a mate whose fitness to the current network condition is high. Fitness is a function of distance to users, response time to user requests, and energy utility. A child CE inherits different behaviors from different parents through crossover.Behavior Policy Parameter Setweight 1weight 2thresholdMigration Policy Paramsweight 1weight 2Weight 3thresholdReproduction Policy Params...
Behavior Policy Parameter Setweight 1weight 2thresholdMigration Policy Paramsweight 1weight 2Weight 3thresholdReproduction Policy ParamsBehavior Policy Parameter Setweight 1weight 2thresholdMigration Policy Paramsweight 1weight 2Weight 3thresholdReproduction Policy ParamsBehavior Policy Parameter Setweight 1weight 2thresholdMigration Policy Paramsweight 1weight 2Weight 3thresholdReproduction Policy Paramsparentsreproduced child
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Example Simulation ResultsInvestigates the impact of mutation/crossover by comparing fitness of 2 populations of CEs; one with mutation/crossover, and the other without mutation/crossover Observation:Mutation/crossover allows CEs to gradually shorten response time to user requests and reduce distance to users.response time to user requests (mutation/crossover on) response time to user requests (mutation/crossover off) users movement Network configurationhop counts between CEs and users (mutation/crossover on) hop counts between CEs and users (mutation/crossover off)
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Investigates fitness under different distributions of resource cost. (Config. 1) Same resource cost on all the platforms(Config. 2) Different resource costs on different platformsEnergy utilityresource cost Observation:CEs gradually shorten response time to user requests in both config 1 and 2.The number of platforms hosting CEs approaches toward 1 in config 1. This does not happen in config 2. This means that CEs avoid to move to platforms whose resource cost is high. CEs increase energy utility in config 2 than in config 1. This means CEs save their energy in config 2 by running on platforms whose resource cost is low.# of platforms hosting CEsResponse time
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