Brain-BasedControlSystemforAnimal-Like CompanionRobots fileMINFaculty DepartmentofInformatics...

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MIN Faculty Department of Informatics Brain-Based Control System for Animal-Like Companion Robots An Analysis Brenda Vasiljevic University of Hamburg Faculty of Mathematics, Informatics and Natural Sciences Department of Informatics Technical Aspects of Multimodal Systems 07. January 2019 B. Vasiljevic Brain-Based Control System for Animal-Like Companion Robots 1 / 19

Transcript of Brain-BasedControlSystemforAnimal-Like CompanionRobots fileMINFaculty DepartmentofInformatics...

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MIN FacultyDepartment of Informatics

Brain-Based Control System for Animal-LikeCompanion Robots

An Analysis

Brenda Vasiljevic

University of HamburgFaculty of Mathematics, Informatics and Natural SciencesDepartment of InformaticsTechnical Aspects of Multimodal Systems

07. January 2019

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OutlineAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

1. An Introduction to Companion Robots2. The Miro Robot3. Brain-Based Control System

Internal StatesSocial Patterns GeneratorSpatial Behavior

4. Discussion5. Conclusion

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Companion RobotsAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

What are they?Who are they for?Some fields of applicability...

I SocializationI Health MonitoringI RehabilitationI TherapyI EducationI Entertainment

Fig. 1: "Max" Robot [3]

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Animal-like Companion RobotsAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Animal-Assisted Activities

AdvantagesI Calming effectI Reduces depressionI Triggers communication

DisadvantagesI EffortI DiseasesI Risk of aggressive behavior

Fig. 2: "Paro" by PARO Robots

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The Miro RobotAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Fig. 3: "Miro" by Consequential Robotics

VideoB. Vasiljevic – Brain-Based Control System for Animal-Like Companion Robots 5 / 19

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Brain-Based Control SystemAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Brain structuresI Spinal cord - Reflexes and hardware abstractionI Brainstem - Simple, "instinctual" behaviorI Forebrain - Complex, "conscious" behaviorI *Cerebellum - Sensory and motor filtering and learning

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Brain-Based Control SystemAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

CharacteristicsI Four processing levels, three

on-boardI Fast and simple / slow and

sophisticatedI Accessibility is higher at the

top of the processing stackI Disassociation

Fig. 3: Processing Stack

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OverviewAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Spinal CordI Signal clean-upI Cliff reflexI Freeze reflexBrainstemI Management of Internal State (Affect)I Social Pattern GenerationI Spatial BehaviorI Additional FunctionsForebrainI Programmable

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AffectAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

AffectThe circumplex model of affectValence/ArousalStimuli: touch, sounds, light levels and time of day

Fig. 4: Circumplex model of affect [6]

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Social Pattern GeneratorAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Social Pattern Generator (SPG)Levels of valence and arousal will have an impact on...I VoiceI Speed of motionI Color of led lightsI Movements of tail, ears, eyelids, and neck

Fig. 5: Miro expressing its internal state through posture [1]

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Spatial BehaviorAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Step-by-step1. Topographic salience map: movement and sound + intensity2. Hard-coded filters3. Behavior plan

I OrientI AvertI ApproachI Flee

4. Plan selection with model of the Basal GangliaI Clean selectionI Partial selectionI Distorted selectionI No selection

5. Motor pattern generation (MPG)

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Additional Sub-systemsAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Other FunctionI Sleep dynamicsI Estimation of self-configurationI Gating of reafferent noise

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Control ArchitectureAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Fig. 6: Control Architecture of the Miro

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ContributionsAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Improvements compared to state of the art in animal-likecompanion robots Paro and AIBO:I Biomimetic division of responsibilitiesI Two-dimensional versus one-dimensional statesI Possibly-hierarchical organizationI Basal ganglia as an action selection mechanismI Conflicting behavioral plans (non-random unpredictability)

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Advantages and DisadvantagesAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Advantages Disadvantages

Biomimetic Complex

Life-like Unpredictable

Modular Unclear States

Fast Reflexes Slow Decisions

ScalableTable 1: Advatages and Disadvantages of the Brain-Based Control System

Trade-off between biomimicry and simplicityBenefits have not been proven

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Potential ApplicabilityAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Suitable for...I Specific kinds of therapy and rehabilitationI Health/emergency monitoringI Education and EntertainmentI Studying the brainNot ideal for...I Task-driven robotsI Any goal that can be performed with a simpler architecture

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ConclusionAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

It introduces interesting biology-inspired mechanismsIt’s a powerful research toolA complex solution fit for complex problemsHowever...Benefits so far are largely theoretical

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The EndAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

Any questions?

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ReferencesAn Introduction to Companion Robots The Miro Robot Brain-Based Control System Discussion Conclusion

[1] Emily C. Collins, Tony J. Prescott, and Ben Mitchinson.Saying It with Light: A Pilot Study of Affective Communication Using the MIRO Robot.In Stuart P. Wilson, , Paul F.M.J. Verschure, , Anna Mura, , and Tony J. Prescott, editors, Biomimetic and Biohybrid Systems,pages 243–255. Springer International Publishing, 2015.

[2] Masahiro Fujita.AIBO: Toward the Era of Digital Creatures.The International Journal of Robotics Research, 20(10):781–794, 10 2001.

[3] Horst Michael Gross, Steffen Mueller, Christof Schroeter, Michael Volkhardt, Andrea Scheidig, Klaus Debes, Katja Richter, andNicola Doering.Robot companion for domestic health assistance: Implementation, test and case study under everyday conditions in privateapartments.IEEE International Conference on Intelligent Robots and Systems, 2015-Decem:5992–5999, 2015.

[4] Ben Mitchinson and Tony J. Prescott.MIRO: A robot “Mammal” with a biomimetic brain-based control system.In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes inBioinformatics), volume 9793, pages 179–191, 2016.

[5] Wendy Moyle, Cindy Jones, Billy Sung, Marguerite Bramble, Siobhan O’Dwyer, Michael Blumenstein, and Vladimir Estivill-Castro.What Effect Does an Animal Robot Called CuDDler Have on the Engagement and Emotional Response of Older People withDementia? A Pilot Feasibility Study.International Journal of Social Robotics, 8(1):145–156, 2016.

[6] Jonathan Posner, James A. Russell, and Bradley S. Peterson.The circumplex model of affect: An integrative approach to affective neuroscience, cognitive development, and psychopathology.Development and Psychopathology, 17(03):715–734, 9 2005.

[7] Tony J. Prescott, Fernando M. Montes González, Kevin Gurney, Mark D. Humphries, and Peter Redgrave.A robot model of the basal ganglia: Behavior and intrinsic processing.Neural Networks, 19(1):31–61, 2006.

[8] Kazuyoshi Wada, Takanori Shibata, Tomoko Saito, and Kazuo Tanie.Effects of robot-assisted activity for elderly people and nurses at a day service center.Proceedings of the IEEE, 92(11):1780–1788, 2004.

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