A Survey of Nonverbal Signaling Methods for Non-Humanoid Robots

This monograph surveys and informs the design and usage of nonverbal signals for human-robot interaction. With robots increasingly being utilized for tasks that require them to not only operate in close proximity to humans but to interact with them as well, there has been great interest in the communication challenges associated with the varying degrees of interaction in these environments. The success of such interactions depends on robots’ ability to convey information about their knowledge, intent, and actions to co-located humans. The monograph presents a comprehensive review of literature related to the generation and usage of nonverbal signals that facilitate legibility of non-humanoid robot state and behavior. To motivate the need for these signaling behaviors, it surveys literature in human communication and psychology and outlines target use cases of non-humanoid robots. Specifically, the focus is on works that provide insight into the cognitive processes that enable humans to recognize, interpret, and exploit nonverbal signals. From these use cases, information is identified that is potentially important for non-humanoid robots to signal and organize it into three categories of robot state. The monograph then presents a review of signal design techniques to illustrate how signals conveying this information can be generated and utilized. It concludes by discussing issues that must be considered during nonverbal signaling and open research areas, with a focus on informing the design and usage of generalizable nonverbal signaling behaviors for task-oriented non-humanoid robots.

[1]  T. Albright,et al.  What happens if it changes color when it moves?: Psychophysical experiments on the nature of chromatic input to motion detectors , 1993, Vision Research.

[2]  Cynthia Breazeal,et al.  Working with robots and objects: revisiting deictic reference for achieving spatial common ground , 2006, HRI '06.

[3]  Anca D. Dragan,et al.  Expressive Robot Motion Timing , 2017, 2017 12th ACM/IEEE International Conference on Human-Robot Interaction (HRI.

[4]  Robert Stalnaker,et al.  Common Ground , 2002 .

[5]  Wendy A. Rogers,et al.  Understanding Robot Acceptance , 2011 .

[6]  Ulrich Reiser,et al.  Let me Introduce Myself: I am Care-O-bot 4, a Gentleman Robot , 2015, MuC.

[7]  Siddhartha S. Srinivasa,et al.  Generating Legible Motion , 2013, Robotics: Science and Systems.

[8]  Yasushi Nakauchi,et al.  A Social Robot that Stands in Line , 2002, Auton. Robots.

[9]  Robin R. Murphy,et al.  Survey of Non-facial/Non-verbal Affective Expressions for Appearance-Constrained Robots , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[10]  Eric Martinson,et al.  Improving human-robot interaction through adaptation to the auditory scene , 2007, 2007 2nd ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[11]  Michael Himmelsbach,et al.  Autonomous Ground Vehicles—Concepts and a Path to the Future , 2012, Proceedings of the IEEE.

[12]  Bilge Mutlu,et al.  Communication of Intent in Assistive Free Flyers , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[13]  Hiroshi Ishii,et al.  Tangible bits: towards seamless interfaces between people, bits and atoms , 1997, CHI.

[14]  Bilge Mutlu,et al.  A Storytelling Robot: Modeling and Evaluation of Human-like Gaze Behavior , 2006, 2006 6th IEEE-RAS International Conference on Humanoid Robots.

[15]  Brian R. Duffy,et al.  Anthropomorphism and the social robot , 2003, Robotics Auton. Syst..

[16]  J. Gregory Trafton,et al.  Perspective-taking with robots: experiments and models , 2005, ROMAN 2005. IEEE International Workshop on Robot and Human Interactive Communication, 2005..

[17]  George J. Vachtsevanos,et al.  Handbook of Unmanned Aerial Vehicles , 2014 .

[18]  Sean Andrist,et al.  Designing effective gaze mechanisms for virtual agents , 2012, CHI.

[19]  Friederike Eyssel,et al.  ‘If you sound like me, you must be more human’: On the interplay of robot and user features on human-robot acceptance and anthropomorphism , 2012, 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[20]  M. Argyle,et al.  Gaze and Mutual Gaze , 1994, British Journal of Psychiatry.

[21]  Siddhartha S. Srinivasa,et al.  Toward seamless human-robot handovers , 2013, Journal of Human-Robot Interaction.

[22]  Jaap Ham,et al.  Making Robots Persuasive: The Influence of Combining Persuasive Strategies (Gazing and Gestures) by a Storytelling Robot on Its Persuasive Power , 2011, ICSR.

[23]  Julie A. Adams,et al.  Shared Mental Models for Human-Robot Teams , 2014, AAAI Fall Symposia.

[24]  Chandan Datta,et al.  A pilot study to understand requirements of a shopping mall robot , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[25]  Bilge Mutlu,et al.  Designing planning and control interfaces to support user collaboration with flying robots , 2017, Int. J. Robotics Res..

[26]  Michael A. Goodrich,et al.  Seven principles of efficient human robot interaction , 2003, SMC'03 Conference Proceedings. 2003 IEEE International Conference on Systems, Man and Cybernetics. Conference Theme - System Security and Assurance (Cat. No.03CH37483).

[27]  Takayuki Kanda,et al.  Providing route directions: Design of robot's utterance, gesture, and timing , 2009, 2009 4th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[28]  Maha Salem,et al.  Marhaba, how may I help you? Effects of Politeness and Culture on Robot Acceptance and Anthropomorphization , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[29]  D. McNeill Gesture and Thought , 2005 .

[30]  J. Burgoon,et al.  Nonverbal Communication , 2018, Encyclopedia of Evolutionary Psychological Science.

[31]  C. Bartneck,et al.  A design-centred framework for social human-robot interaction , 2004, RO-MAN 2004. 13th IEEE International Workshop on Robot and Human Interactive Communication (IEEE Catalog No.04TH8759).

[32]  Kerstin Dautenhahn,et al.  Preferences and perceptions of robot appearance and embodiment in human-robot interaction trials , 2009 .

[33]  Tonya L Smith-Jackson,et al.  Research-based guidelines for warning design and evaluation. , 2002, Applied ergonomics.

[34]  Martin Hägele,et al.  Robot Assistants at Manual Workplaces: Effective Co-operation and Safety Aspects , 2002 .

[35]  C. Creider Hand and Mind: What Gestures Reveal about Thought , 1994 .

[36]  Florian Jentsch,et al.  From Tools to Teammates , 2011 .

[37]  Ho Chit Siu,et al.  Comparative Performance of Human and Mobile Robotic Assistants in Collaborative Fetch-and-Deliver Tasks , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[38]  Siddhartha S. Srinivasa,et al.  Gracefully mitigating breakdowns in robotic services , 2010, 2010 5th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[39]  Gabriel Skantze,et al.  Perception of gaze direction for situated interaction , 2012, Gaze-In '12.

[40]  William D. Smart,et al.  A Taxonomy of Privacy Constructs for Privacy-Sensitive Robotics , 2017, ArXiv.

[41]  P. Haggard Conscious intention and motor cognition , 2005, Trends in Cognitive Sciences.

[42]  Rachid Alami,et al.  Planning human centered robot activities , 2007, 2007 IEEE International Conference on Systems, Man and Cybernetics.

[43]  Reid Simmons,et al.  Expressive motion with x, y and theta: Laban Effort Features for mobile robots , 2014, The 23rd IEEE International Symposium on Robot and Human Interactive Communication.

[44]  Kerstin Dautenhahn,et al.  Development of the sociability of non-anthropomorphic robot home companions , 2014, 4th International Conference on Development and Learning and on Epigenetic Robotics.

[45]  Mica R. Endsley,et al.  Toward a Theory of Situation Awareness in Dynamic Systems , 1995, Hum. Factors.

[46]  Aude Billard,et al.  Safety issues in human-robot interactions , 2013, 2013 IEEE International Conference on Robotics and Automation.

[47]  Andrea Lockerd Thomaz,et al.  Working collaboratively with humanoid robots , 2004, 4th IEEE/RAS International Conference on Humanoid Robots, 2004..

[48]  Daniel Szafir,et al.  Human Interaction with Assistive Free-Flying Robots , 2015 .

[49]  Terrence Fong,et al.  Astrobee: Developing a Free Flying Robot for the International Space Station , 2015 .

[50]  Akira Ito,et al.  Reactive movements of non-humanoid robots cause intention attribution in humans , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[51]  Katsu Yamane,et al.  Animating non-humanoid characters with human motion data , 2010, SCA '10.

[52]  Andrii Matviienko,et al.  NaviLight: investigating ambient light displays for turn-by-turn navigation in cars , 2016, MobileHCI.

[53]  Raffaello D'Andrea,et al.  Coordinating Hundreds of Cooperative, Autonomous Vehicles in Warehouses , 2007, AI Mag..

[54]  J. Gregory Trafton,et al.  Enabling effective human-robot interaction using perspective-taking in robots , 2005, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[55]  Rachid Alami,et al.  Human-aware robot navigation: A survey , 2013, Robotics Auton. Syst..

[56]  Ravi Teja Chadalavada,et al.  That's on my mind! robot to human intention communication through on-board projection on shared floor space , 2015, 2015 European Conference on Mobile Robots (ECMR).

[57]  Jean Scholtz,et al.  Evaluation of human-robot interaction awareness in search and rescue , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[58]  Brent Lance,et al.  Real-time expressive gaze animation for virtual humans , 2009, AAMAS.

[59]  Ana Paiva,et al.  Social Robots for Long-Term Interaction: A Survey , 2013, International Journal of Social Robotics.

[60]  Eldert J. van Henten,et al.  Robotics in Agriculture and Forestry , 2008, Springer Handbook of Robotics.

[61]  Leila Takayama,et al.  Judging a bot by its cover: An experiment on expectation setting for personal robots , 2010, 2010 5th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[62]  David L. Akin,et al.  Space Telerobotics: Unique Challenges to Human–Robot Collaboration in Space , 2013 .

[63]  Ravi Teja Chadalavada Human robot interaction for autonomous systems in industrial environments , 2016 .

[64]  John A. Michon,et al.  A critical view of driver behavior models: What do we know , 1985 .

[65]  Karl F. MacDorman,et al.  Does Japan really have robot mania? Comparing attitudes by implicit and explicit measures , 2008, AI & SOCIETY.

[66]  Maja J. Mataric,et al.  Autonomous human–robot proxemics: socially aware navigation based on interaction potential , 2016, Autonomous Robots.

[67]  Thomas Lamarre,et al.  From animation to anime : drawing movements and moving drawings , 2002 .

[68]  M. Argyle,et al.  EYE-CONTACT, DISTANCE AND AFFILIATION. , 1965, Sociometry.

[69]  C. Nass,et al.  Machines and Mindlessness , 2000 .

[70]  Peter Stone,et al.  Sharing the Road: Autonomous Vehicles Meet Human Drivers , 2007, IJCAI.

[71]  Raffaello D'Andrea,et al.  Guest editorial: A revolution in the warehouse: a retrospective on Kiva Systems and the grand challenges ahead , 2012, IEEE Trans Autom. Sci. Eng..

[72]  Jacob P. Somervell,et al.  A model for notification systems evaluation—assessing user goals for multitasking activity , 2003, TCHI.

[73]  Sara B. Kiesler,et al.  The advisor robot: tracing people's mental model from a robot's physical attributes , 2006, HRI '06.

[74]  Holly A. Yanco,et al.  Modeling trust to improve human-robot interaction , 2012 .

[75]  Clint Heyer Human-robot interaction and future industrial robotics applications , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[76]  Katsumi Watanabe,et al.  Cultural Differences in Perception and Attitude towards Robots , 2014 .

[77]  Wendy Ju,et al.  Tell me more designing HRI to encourage more trust, disclosure, and companionship , 2016, 2016 11th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[78]  Pamela J. Hinds,et al.  MAKING SENSE OF NEW TECHNOLOGY AS A LEAD-IN TO STRUCTURING: THE CASE OF AN AUTONOMOUS MOBILE ROBOT. , 2004 .

[79]  Pernilla Ulfvengren,et al.  Design of Natural Warning Sounds in Human-Machine Systems , 2003 .

[80]  Wendy Ju,et al.  Expressing thought: Improving robot readability with animation principles , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[81]  A. Pease,et al.  Body Language: How to Read Others''Thoughts by Their Gestures (Overcoming Common Problems). Sheldon , 1981 .

[82]  Silvia Coradeschi,et al.  A Review of Mobile Robotic Telepresence , 2013, Adv. Hum. Comput. Interact..

[83]  Peter Robinson,et al.  How anthropomorphism affects empathy toward robots , 2009, 2009 4th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[84]  Bilge Mutlu,et al.  Coordination Mechanisms in Human-Robot Collaboration , 2013 .

[85]  Philip Webb,et al.  Users’ understanding of industrial robot gesture motions and effects on trust , 2014 .

[86]  Siddhartha S. Srinivasa,et al.  Effects of Robot Motion on Human-Robot Collaboration , 2015, 2015 10th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[87]  Gerhard Fischer,et al.  User Modeling in Human–Computer Interaction , 2001, User Modeling and User-Adapted Interaction.

[88]  C. Kleinke Gaze and eye contact: a research review. , 1986, Psychological bulletin.

[89]  Yuichiro Yoshikawa,et al.  Responsive Robot Gaze to Interaction Partner , 2006, Robotics: Science and Systems.

[90]  Anca D. Dragan,et al.  Legible Robot Motion Planning , 2015 .

[91]  Tony Belpaeme,et al.  How to use non-linguistic utterances to convey emotion in child-robot interaction , 2012, 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[92]  Bilge Mutlu,et al.  The repertoire of robot behavior , 2013, J. Hum. Robot Interact..

[93]  Siddhartha S. Srinivasa,et al.  HERB's Sure Thing: A rapid drama system for rehearsing and performing live robot theater , 2014, 2014 IEEE International Workshop on Advanced Robotics and its Social Impacts.

[94]  Bilge Mutlu,et al.  Communicating Directionality in Flying Robots , 2015, 2015 10th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[95]  Bilge Mutlu,et al.  Modeling and Evaluating Narrative Gestures for Humanlike Robots , 2013, Robotics: Science and Systems.

[96]  O. Brock,et al.  Robots in Human Environments: Basic Autonomous Capabilities , 1999, Int. J. Robotics Res..

[97]  Henny Admoni,et al.  Nonverbal communication in socially assistive human-robot interaction , 2016, SIGAI.

[98]  Mark Coeckelbergh,et al.  Humans, Animals, and Robots: A Phenomenological Approach to Human-Robot Relations , 2011, Int. J. Soc. Robotics.

[99]  David B. Kaber,et al.  Situation awareness and attention allocation measures for quantifying telepresence experiences in teleoperation , 2004 .

[100]  Ho Seok Ahn,et al.  Design of a Kiosk Type Healthcare Robot System for Older People in Private and Public Places , 2014, SIMPAR.

[101]  Alexandra Kirsch,et al.  Legibility of Robot Behavior : A Literature Review , 2016 .

[102]  Gary Klein,et al.  Making Sense of Sensemaking 1: Alternative Perspectives , 2006, IEEE Intelligent Systems.

[103]  Takayuki Kanda,et al.  Personal service: A robot that greets people individually based on observed behavior patterns , 2013, 2013 8th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[104]  J. Edworthy,et al.  Are there too many alarms in the intensive care unit? An overview of the problems. , 1995, Journal of advanced nursing.

[105]  Selma Sabanović,et al.  Inventing Japan’s ‘robotics culture’: The repeated assembly of science, technology, and culture in social robotics , 2014, Social studies of science.

[106]  Claude E. Shannon,et al.  Recent Contributions to The Mathematical Theory of Communication , 2009 .

[107]  Chris Harrison,et al.  Unlocking the expressivity of point lights , 2012, CHI.

[108]  Dane Archer,et al.  Unspoken Diversity: Cultural Differences in Gestures , 1997 .

[109]  Cynthia Breazeal,et al.  Robot in Society: Friend or Appliance? , 1999 .

[110]  J. Cacioppo,et al.  On seeing human: a three-factor theory of anthropomorphism. , 2007, Psychological review.

[111]  Leila Takayama,et al.  Influences on proxemic behaviors in human-robot interaction , 2009, 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[112]  T. Kanda,et al.  Infants understand the referential nature of human gaze but not robot gaze. , 2013, Journal of experimental child psychology.

[113]  Katherine M. Tsui,et al.  Design Challenges and Guidelines for Social Interaction Using Mobile Telepresence Robots , 2013 .

[114]  Jodi Forlizzi,et al.  Service robots in the domestic environment: a study of the roomba vacuum in the home , 2006, HRI '06.

[115]  Ranjit Ray,et al.  Development of autonomous mobile robot with manipulator for manufacturing environment , 2008 .

[116]  Paul J. Feltovich,et al.  Common Ground and Coordination in Joint Activity , 2005 .

[117]  Illah R. Nourbakhsh,et al.  A survey of socially interactive robots , 2003, Robotics Auton. Syst..

[118]  Siddhartha S. Srinivasa,et al.  Legible robot pointing , 2014, The 23rd IEEE International Symposium on Robot and Human Interactive Communication.

[119]  P. Ekman Emotions Revealed: Recognizing Faces and Feelings to Improve Communication and Emotional Life , 2003 .

[120]  Sara B. Kiesler,et al.  Fostering common ground in human-robot interaction , 2005, ROMAN 2005. IEEE International Workshop on Robot and Human Interactive Communication, 2005..

[121]  Leila Takayama,et al.  Presentation of (telepresent) self: On the double-edged effects of mirrors , 2013, 2013 8th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[122]  Hiromitsu Hattori,et al.  What is Real Risk and Benefit on Work with Robots?: From the Analysis of a Robot Hotel , 2017, HRI.

[123]  Allison Sauppé,et al.  Robot Deictics: How Gesture and Context Shape Referential Communication , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[124]  Tony Belpaeme,et al.  Situational Context Directs How People Affectively Interpret Robotic Non-Linguistic Utterances , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[125]  Tara Matthews,et al.  A Peripheral Display Toolkit , 2003 .

[126]  Holly A. Yanco,et al.  Classifying human-robot interaction: an updated taxonomy , 2004, 2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583).

[127]  S. Shyam Sundar,et al.  The Hollywood Robot Syndrome media effects on older adults' attitudes toward robots and adoption intentions , 2016, 2016 11th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[128]  Terrence Fong,et al.  Robot, asker of questions , 2003, Robotics Auton. Syst..

[129]  Anca D. Dragan,et al.  Planning for Autonomous Cars that Leverage Effects on Human Actions , 2016, Robotics: Science and Systems.

[130]  Bilge Mutlu,et al.  Designing persuasive robots: How robots might persuade people using vocal and nonverbal cues , 2012, 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[131]  E Keskinen,et al.  Older drivers fail in intersections: speed discrepancies between older and younger male drivers. , 1998, Accident; analysis and prevention.

[132]  H. Bekkering,et al.  Joint action: bodies and minds moving together , 2006, Trends in Cognitive Sciences.

[133]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[134]  Kerstin Dautenhahn,et al.  What is a robot companion - friend, assistant or butler? , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[135]  Seiji Yamada,et al.  Blinking light patterns as artificial subtle expressions in human-robot speech interaction , 2011, 2011 RO-MAN.

[136]  Rachid Alami,et al.  Task planning for human-robot interaction , 2005, sOc-EUSAI '05.

[137]  I. Ajzen,et al.  Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research , 1977 .

[138]  Astrid Weiss,et al.  Don't stand so close to me: Users' attitudinal and behavioral responses to personal space invasion by robots , 2012, 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[139]  Bilge Mutlu,et al.  Everyday Telepresence: Emerging Practices and Future Research Directions , 2015, CHI Extended Abstracts.

[140]  Robin R. Murphy,et al.  A survey of social gaze , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[141]  Michael P. Clamann,et al.  Evaluation of Vehicle-to-Pedestrian Communication Displays for Autonomous Vehicles , 2017 .

[142]  Ole Madsen,et al.  Autonomous industrial mobile manipulation (AIMM): past, present and future , 2012, Ind. Robot.

[143]  Wing Chee So,et al.  Mnemonic effect of iconic gesture and beat gesture in adults and children: Is meaning in gesture important for memory recall? , 2012 .

[144]  Siddhartha S. Srinivasa,et al.  CHIMP, the CMU Highly Intelligent Mobile Platform , 2015, J. Field Robotics.

[145]  Seiji Yamada,et al.  Smoothing human-robot speech interactions by using a blinking-light as subtle expression , 2008, ICMI '08.

[146]  Tony Belpaeme,et al.  Non-Linguistic Utterances Should be Used Alongside Language, Rather than on their Own or as a Replacement , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[147]  P. Johnson-Laird,et al.  Mental Models: Towards a Cognitive Science of Language, Inference, and Consciousness , 1985 .

[148]  Yang Wang,et al.  Privacy Mechanisms for Drones: Perceptions of Drone Controllers and Bystanders , 2017, CHI.

[149]  Dana Kulic,et al.  Measurement Instruments for the Anthropomorphism, Animacy, Likeability, Perceived Intelligence, and Perceived Safety of Robots , 2009, Int. J. Soc. Robotics.

[150]  G. Mather,et al.  Gender discrimination in biological motion displays based on dynamic cues , 1994, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[151]  Ole Madsen,et al.  The mobile robot “Little Helper”: Concepts, ideas and working principles , 2009, 2009 IEEE Conference on Emerging Technologies & Factory Automation.

[152]  Kai Oliver Arras,et al.  Do we want to share our lives and bodies with robots? A 2000 people survey , 2005 .

[153]  Pascale Michelon,et al.  Two kinds of visual perspective taking , 2006, Perception & psychophysics.

[154]  Sean Andrist,et al.  Conversational Gaze Aversion for Humanlike Robots , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[155]  Martin Buss,et al.  Human-Robot Collaboration: a Survey , 2008, Int. J. Humanoid Robotics.

[156]  Bilge Mutlu,et al.  Bodies in motion: mobility, presence, and task awareness in telepresence , 2014, CHI.

[157]  Thomas Grechenig,et al.  Towards a Taxonomy for Ambient Information Systems , 2007, Ambient Information Systems.

[158]  Tim Claudius Stratmann,et al.  Make me move at work! An ambient light display to increase physical activity , 2013, 2013 7th International Conference on Pervasive Computing Technologies for Healthcare and Workshops.

[159]  Jean-Paul Laumond,et al.  From human to humanoid locomotion—an inverse optimal control approach , 2010, Auton. Robots.

[160]  Hyewon Lee,et al.  Will you follow the robot's advice?: the impact of robot types and task types on people's perception of a robot , 2014, HAI.

[161]  Terrence Fong,et al.  Collaboration, Dialogue, Human-Robot Interaction , 2001, ISRR.

[162]  Eduardo Salas,et al.  Situation Awareness in Team Performance: Implications for Measurement and Training , 1995, Hum. Factors.

[163]  Katherine M. Tsui,et al.  Essential features of telepresence robots , 2011, 2011 IEEE Conference on Technologies for Practical Robot Applications.

[164]  John T. Stasko,et al.  A taxonomy of ambient information systems: four patterns of design , 2006, AVI '06.

[165]  Veronica Ahumada Newhart,et al.  Virtual inclusion via telepresence robots in the classroom , 2014, CHI Extended Abstracts.

[166]  Norihiro Hagita,et al.  Gaze communication between human and anthropomorphic agent-its concept and examples , 2001, Proceedings 10th IEEE International Workshop on Robot and Human Interactive Communication. ROMAN 2001 (Cat. No.01TH8591).

[167]  Andrea Lockerd Thomaz,et al.  Using perspective taking to learn from ambiguous demonstrations , 2006, Robotics Auton. Syst..

[168]  Leila Takayama,et al.  Mobile remote presence systems for older adults: Acceptance, Benefits, and Concerns , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[169]  Sonya S. Kwak,et al.  The Less You Look the More You Get , 2013 .

[170]  S. Baron-Cohen,et al.  Does the autistic child have a “theory of mind” ? , 1985, Cognition.

[171]  M. Knapp,et al.  Nonverbal communication in human interaction , 1972 .

[172]  Ana Paiva,et al.  Expressive Lights for Revealing Mobile Service Robot State , 2015, ROBOT.

[173]  Takayuki Kanda,et al.  An affective guide robot in a shopping mall , 2009, 2009 4th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[174]  Leila Takayama,et al.  "Now, i have a body": uses and social norms for mobile remote presence in the workplace , 2011, CHI.

[175]  Fawzi Nashashibi,et al.  Vehicle to pedestrian communications for protection of vulnerable road users , 2014, 2014 IEEE Intelligent Vehicles Symposium Proceedings.

[176]  Mel Slater,et al.  The impact of avatar realism and eye gaze control on perceived quality of communication in a shared immersive virtual environment , 2003, CHI '03.

[177]  Leila Takayama,et al.  Communication and knowledge sharing in human-robot interaction and learning from demonstration , 2010, Neural Networks.

[178]  Andrea Lockerd Thomaz,et al.  Effects of nonverbal communication on efficiency and robustness in human-robot teamwork , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[179]  P. Mitchell,et al.  Introduction to theory of mind: Children, autism and apes. , 1997 .

[180]  Brian Scassellati,et al.  Robot gaze does not reflexively cue human attention , 2011, CogSci.

[181]  Takeo Kanade,et al.  A prediction and planning framework for road safety analysis, obstacle avoidance and driver information , 2004 .

[182]  M. Scopelliti,et al.  If I had a Robot at Home... Peoples’ Representation of Domestic Robots , 2004 .

[183]  Pamela J. Hinds,et al.  Robots, Gender & Sensemaking: Sex Segregation’s Impact On Workers Making Sense Of a Mobile Autonomous Robot , 2005, Proceedings of the 2005 IEEE International Conference on Robotics and Automation.

[184]  I. René J. A. te Boekhorst,et al.  Avoiding the uncanny valley: robot appearance, personality and consistency of behavior in an attention-seeking home scenario for a robot companion , 2008, Auton. Robots.

[185]  Mica R. Endsley,et al.  Designing for Situation Awareness : An Approach to User-Centered Design , 2003 .

[186]  Jean Scholtz,et al.  Awareness in human-robot interactions , 2003, SMC'03 Conference Proceedings. 2003 IEEE International Conference on Systems, Man and Cybernetics. Conference Theme - System Security and Assurance (Cat. No.03CH37483).

[187]  Teresa McCormack,et al.  Joint attention : communication and other minds : issues in philosophy and psychology , 2005 .

[188]  Andrea Lockerd Thomaz,et al.  Perspective Taking: An Organizing Principle for Learning in Human-Robot Interaction , 2006, AAAI.

[189]  Stephanie Rosenthal,et al.  Mobile Robot Planning to Seek Help with Spatially-Situated Tasks , 2012, AAAI.

[190]  Pamela J. Hinds,et al.  Whose job is it anyway? a study of human-robot interaction in a collaborative task , 2004 .

[191]  P. Aggarwal,et al.  Is That Car Smiling at Me? Schema Congruity as a Basis for Evaluating Anthropomorphized Products , 2007 .

[192]  Siddhartha S. Srinivasa,et al.  Deliberate Delays During Robot-to-Human Handovers Improve Compliance With Gaze Communication , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[193]  Bilge Mutlu,et al.  Evaluating intent-expressive robot arm motion , 2016, 2016 25th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN).

[194]  R. Buckner,et al.  Self-projection and the brain , 2007, Trends in Cognitive Sciences.

[195]  Susan R. Fussell,et al.  How people anthropomorphize robots , 2008, 2008 3rd ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[196]  Manfred Tscheligi,et al.  Towards Autonomous Cars: The Effect of Autonomy Levels on Acceptance and User Experience , 2014, AutomotiveUI.

[197]  Guillaume Morel,et al.  How can human motion prediction increase transparency? , 2008, 2008 IEEE International Conference on Robotics and Automation.

[198]  Takayuki Kanda,et al.  Field trial of networked social robots in a shopping mall , 2009, 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[199]  Alexandra Kirsch,et al.  Legible robot navigation in the proximity of moving humans , 2012, 2012 IEEE Workshop on Advanced Robotics and its Social Impacts (ARSO).

[200]  M. J. Johnson Coactive Design: Designing Support for Interdependence in Human-Robot Teamwork , 2014 .

[201]  Siddhartha S. Srinivasa,et al.  Perceived robot capability , 2015, 2015 24th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN).

[202]  J.K. Aggarwal,et al.  Human activity analysis , 2011, ACM Comput. Surv..

[203]  Ahmad Rahmati,et al.  Understanding human-battery interaction on mobile phones , 2007, Mobile HCI.

[204]  C. Batson,et al.  Perspective Taking: Imagining How Another Feels Versus Imaging How You Would Feel , 1997 .

[205]  Susan M. Haack,et al.  Robot Ethics: The Ethical and Social Implications of Robotics , 2016 .

[206]  Peter Ljungstrand,et al.  The reminder bracelet: subtle notification cues for mobile devices , 2000, CHI Extended Abstracts.

[207]  Maja J. Mataric,et al.  Using nonverbal signals to request help during human-robot collaboration , 2016, 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

[208]  Wendy Ju,et al.  Why did my car just do that? Explaining semi-autonomous driving actions to improve driver understanding, trust, and performance , 2014, International Journal on Interactive Design and Manufacturing (IJIDeM).

[209]  Louis-Philippe Morency,et al.  Modeling Human Communication Dynamics , 2010 .

[210]  Stefanos Nikolaidis,et al.  Human-robot cross-training: Computational formulation, modeling and evaluation of a human team training strategy , 2013, 2013 8th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[211]  J. Theeuwes Abrupt luminance change pops out; abrupt color change does not , 1995, Perception & psychophysics.

[212]  Aaron Powers,et al.  Matching robot appearance and behavior to tasks to improve human-robot cooperation , 2003, The 12th IEEE International Workshop on Robot and Human Interactive Communication, 2003. Proceedings. ROMAN 2003..

[213]  Eric Horvitz,et al.  Attention-Sensitive Alerting , 1999, UAI.

[214]  N. Sharkey,et al.  Granny and the robots: ethical issues in robot care for the elderly , 2012, Ethics and Information Technology.

[215]  Lars Oestreicher,et al.  User Expectations on Human-Robot Co-operation , 2006, ROMAN 2006 - The 15th IEEE International Symposium on Robot and Human Interactive Communication.

[216]  Daniel Vogel,et al.  Interactive public ambient displays: transitioning from implicit to explicit, public to personal, interaction with multiple users , 2004, UIST '04.

[217]  Siddhartha S. Srinivasa,et al.  Familiarization to Robot Motion , 2014, 2014 9th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[218]  Tatsuya Nomura,et al.  The influence of people’s culture and prior experiences with Aibo on their attitude towards robots , 2006, AI & SOCIETY.

[219]  Brian Scassellati,et al.  Theory of Mind for a Humanoid Robot , 2002, Auton. Robots.

[220]  Jodi Forlizzi,et al.  Understanding users! Perception of privacy in human-robot interaction , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[221]  Julie A. Shah,et al.  Computational design of mixed-initiative human–robot teaming that considers human factors: situational awareness, workload, and workflow preferences , 2017, Int. J. Robotics Res..

[222]  A. Cesetti,et al.  A Service Oriented Architecture supporting an autonomous mobile robot for industrial applications , 2010, 18th Mediterranean Conference on Control and Automation, MED'10.

[223]  Mary Hegarty,et al.  Thinking about the weather: How display salience and knowledge affect performance in a graphic inference task. , 2010, Journal of experimental psychology. Learning, memory, and cognition.

[224]  Takayuki Kanda,et al.  Footing in human-robot conversations: How robots might shape participant roles using gaze cues , 2009, 2009 4th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[226]  Masamichi Shimosaka,et al.  Modeling risk anticipation and defensive driving on residential roads with inverse reinforcement learning , 2014, 17th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[227]  Michael A. Goodrich,et al.  Human-Robot Interaction: A Survey , 2008, Found. Trends Hum. Comput. Interact..

[228]  Manuela M. Veloso,et al.  Effective Semi-autonomous Telepresence , 2012, RoboCup.

[229]  Parthasarathy Ranganathan,et al.  Investigating the Relationship Between Battery Life and User Acceptance of Dynamic, Energy-Aware Interfaces on Handhelds , 2004, Mobile HCI.

[230]  Siddhartha S. Srinivasa,et al.  Legibility and predictability of robot motion , 2013, 2013 8th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[231]  Candace L. Sidner,et al.  Recognizing engagement in human-robot interaction , 2010, HRI 2010.

[232]  Anca D. Dragan,et al.  Robot Planning with Mathematical Models of Human State and Action , 2017, ArXiv.

[233]  Takayuki Kanda,et al.  Towards a Socially Acceptable Collision Avoidance for a Mobile Robot Navigating Among Pedestrians Using a Pedestrian Model , 2014, International Journal of Social Robotics.

[234]  Takayuki Kanda,et al.  Nonverbal leakage in robots: Communication of intentions through seemingly unintentional behavior , 2009, 2009 4th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[235]  Leila Takayama,et al.  Initiating interactions in order to get help: Effects of social framing on people's responses to robots' requests for assistance , 2014, The 23rd IEEE International Symposium on Robot and Human Interactive Communication.

[236]  Juan A. Méndez,et al.  Design and Implementation of a Service robot for a Restaurant , 2006, Int. J. Robotics Autom..

[237]  Stefan Kopp,et al.  Generation and Evaluation of Communicative Robot Gesture , 2012, Int. J. Soc. Robotics.

[238]  Sandra Hirche,et al.  Synchronization in a goal-directed task: Human movement coordination with each other and robotic partners , 2011, 2011 RO-MAN.

[239]  B. Heinrich,et al.  Ravens, Corvus corax, follow gaze direction of humans around obstacles , 2004, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[240]  Mica R. Endsley,et al.  Design and Evaluation for Situation Awareness Enhancement , 1988 .

[241]  F. Pollick,et al.  Exaggerating Temporal Differences Enhances Recognition of Individuals from Point Light Displays , 2000, Psychological science.

[242]  Teck-Hou Teng,et al.  Automated Robot Picking System for E-Commerce Fulfillment Warehouse Application , 2015 .

[243]  Jean Scholtz,et al.  Common metrics for human-robot interaction , 2006, HRI '06.

[244]  William Whittaker,et al.  Autonomous driving in urban environments: Boss and the Urban Challenge , 2008, J. Field Robotics.

[245]  N. G. Hockstein,et al.  A history of robots: from science fiction to surgical robotics , 2007, Journal of robotic surgery.

[246]  H. Luczak,et al.  Let's talk: anthropomorphization as means to cope with stress of interacting with technical devices , 2003, Ergonomics.

[247]  Matt Richtel,et al.  Google’s Driverless Cars Run into Problem: Cars with Drivers , 2015 .

[248]  S. Lea,et al.  Perception of Emotion from Dynamic Point-Light Displays Represented in Dance , 1996, Perception.

[249]  Bilge Mutlu,et al.  Can You See Me Now?: How Field of View Affects Collaboration in Robotic Telepresence , 2015, CHI.

[250]  Cynthia Breazeal,et al.  Effects of anticipatory action on human-robot teamwork: Efficiency, fluency, and perception of team , 2007, 2007 2nd ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[251]  J Edworthy,et al.  Improving Auditory Warning Design: Relationship between Warning Sound Parameters and Perceived Urgency , 1991, Human factors.

[252]  B. Scholl,et al.  The automaticity of perceiving animacy: Goal-directed motion in simple shapes influences visuomotor behavior even when task-irrelevant , 2016, Psychonomic bulletin & review.

[253]  Pentti Haddington,et al.  Turn-Taking for Turntaking: Mobility, Time, and Action in the Sequential Organization of Junction Negotiations in Cars , 2010 .

[254]  Stephen S. Intille,et al.  Change Blind Information Display for Ubiquitous Computing Environments , 2002, UbiComp.

[255]  N. Sebanz,et al.  Psychological research on joint action: Theory and data , 2011 .

[256]  Mark H. Johnson,et al.  Understanding the referential nature of looking: Infants’ preference for object-directed gaze , 2008, Cognition.

[257]  Eduardo Zalama Casanova,et al.  Sacarino, a Service Robot in a Hotel Environment , 2013, ROBOT.

[258]  Guy Hoffman,et al.  Computational Human-Robot Interaction , 2016, Found. Trends Robotics.

[259]  T. Kanda,et al.  Robot mediated round table: Analysis of the effect of robot's gaze , 2002, Proceedings. 11th IEEE International Workshop on Robot and Human Interactive Communication.

[260]  Manfred Tscheligi,et al.  Three Strategies for Autonomous Car-to-Pedestrian Communication: A Survival Guide , 2017, HRI.

[261]  Marie Rivenez,et al.  Perception of urgency and alarm design , 2002 .

[262]  J. E. Veitengruber Design Criteria for Aircraft Warning, Caution, and Advisory Alerting Systems , 1978 .

[263]  Christoph Bartneck,et al.  From Fiction to Science - A cultural reflection on social robots , 2004 .

[264]  Marco Aurélio Gerosa,et al.  The 3C Collaboration Model , 2008 .

[265]  Michael Gleicher,et al.  Retargetting motion to new characters , 1998, SIGGRAPH.

[266]  Ana Paiva,et al.  The illusion of robotic life: Principles and practices of animation for robots , 2012, 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[267]  F. Thomas,et al.  The illusion of life : Disney animation , 1981 .

[268]  D. Perez-Granados CHI Workshop Shaping Human-Robot Interaction Understanding the Social Aspects of Intelligent , 2022 .

[269]  Ehud Sharlin,et al.  Exploring minimal nonverbal interruption in HRI , 2011, 2011 RO-MAN.