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Modeling Hydra Behavior Using Methods Founded in Behavior-Based Robotics

Modeling Hydra Behavior Using Methods Founded in ... - SAIS

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Chapter 8Summary and conclusionsIn this thesis work methods from BBR have been used to model the behavior of a simplebiological organism. Literature studies were conducted concern<strong>in</strong>g suitable model organisms,as well as methods for behavior generation and organization. <strong>Based</strong> on the literaturesurveys, the cnidarian <strong>Hydra</strong> was selected as the model organism for this project, and theCSA was selected as the framework for model<strong>in</strong>g the behavior of <strong>Hydra</strong>. The two ma<strong>in</strong>reasons for choos<strong>in</strong>g <strong>Hydra</strong> as the model organism are the animal’s complexity level, andthe number of measurement data available from prior ethological experiments conductedon the animal. The reasons for choos<strong>in</strong>g the CSA are that it supports implementation ofpriority based behaviors (as is the case with <strong>Hydra</strong>’s behaviors accord<strong>in</strong>g to the literature),as well as allows for model<strong>in</strong>g the reflex properties found <strong>in</strong> <strong>Hydra</strong> such as latency,habituation, and duration of response.The general conclusion of the work conducted <strong>in</strong> this project is that it is possibleto model several of the behavioral properties of <strong>Hydra</strong> us<strong>in</strong>g the CSA as a framework.The modeled latency of <strong>Hydra</strong>’s response to light stimulus, the habituation effect of itsresponse to mechanical stimulus, the duration of a CP and the feed<strong>in</strong>g response, respectively,as well as the variable feed<strong>in</strong>g threshold are consistent with experimental data.Specifically, it was found that a habituation model based on cascaded leaky <strong>in</strong>tegratorscan represent the habituation properties of the animal. Simulations of the overall behaviorof the animal shows that the spatial movement pattern of undisturbed <strong>Hydra</strong>, as wellas the effect of starvation on contraction frequency, agrees with results from experimentsconducted on the physical animal. In order to obta<strong>in</strong> conclusive results concern<strong>in</strong>g theoverall behavior of <strong>Hydra</strong>, however, some improvements rema<strong>in</strong>.Several future contributions would be of <strong>in</strong>terest: Expand<strong>in</strong>g the model to <strong>in</strong>cludethe morphology of <strong>Hydra</strong> would allow for more accurate model<strong>in</strong>g, e.g. of the durationof an LP, as well as the distance of movement, <strong>in</strong> the case of locomotion by means ofsomersault<strong>in</strong>g, as discussed <strong>in</strong> Section 7.2.1. Generation of more test data for validationpurposes would also be of <strong>in</strong>terest. For example, a record<strong>in</strong>g not only of the spatial45

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