Soft robotics: Biological inspiration, state of the art, and future research

Traditional robots have rigid underlying structures that limit their ability to interact with their environment. For example, conventional robot manipulators have rigid links and can manipulate objects using only their specialised end effectors. These robots often encounter difficulties operating in unstructured and highly congested environments. A variety of animals and plants exhibit complex movement with soft structures devoid of rigid components. Muscular hydrostats e.g. octopus arms and elephant trunks are almost entirely composed of muscle and connective tissue and plant cells can change shape when pressurised by osmosis. Researchers have been inspired by biology to design and build soft robots. With a soft structure and redundant degrees of freedom, these robots can be used for delicate tasks in cluttered and/or unstructured environments. This paper discusses the novel capabilities of soft robots, describes examples from nature that provide biological inspiration, surveys the state of the art and outlines existing challenges in soft robot design, modelling, fabrication and control.

[1]  E. Tolman Cognitive maps in rats and men. , 1948, Psychological review.

[2]  J. Harris,et al.  Structure and Function in the Nematodes: Internal Pressure and Cuticular Structure in Ascaris , 1957 .

[3]  G. Chapman THE HYDROSTATIC SKELETON IN THE INVERTEBRATES , 1958 .

[4]  R. B. Clark,et al.  Factors Controlling the Change of Shape of Certain Nemertean and Turbellarian Worms , 1958 .

[5]  R. B. Clark Dynamics in Metazoan Evolution: The Origin of the Coelom and Segments. , 1964 .

[6]  G. Chapman Versatility of hydraulic systems , 1975 .

[7]  S. Wainwright,et al.  Shark Skin: Function in Locomotion , 1978, Science.

[8]  W. F. Gutmann Relationships Between Invertebrate Phyla Based on Functional-Mechanical Analysis of the Hydrostatic Skeleton , 1981 .

[9]  Ronald S. Fearing,et al.  Simplified Grasping and Manipulation with Dextrous Robot Hands , 1984, 1984 American Control Conference.

[10]  Brenda S. Baker,et al.  Stable prehension with a multi-fingered hand , 1985, Proceedings. 1985 IEEE International Conference on Robotics and Automation.

[11]  W. Kier,et al.  Tongues, tentacles and trunks: the biomechanics of movement in muscular‐hydrostats , 1985 .

[12]  S. Wainwright Axis and Circumference: The Cylindrical Shape of Plants and Animals , 1988 .

[13]  John Kenneth Salisbury,et al.  Preliminary design of a whole-arm manipulation system (WAMS) , 1988, Proceedings. 1988 IEEE International Conference on Robotics and Automation.

[14]  W. Kier The fin musculature of cuttlefish and squid (Mollusca, Cephalopoda): morphology and mechanics , 1989 .

[15]  W. Kier,et al.  The Morphology and Mechanics of Octopus Suckers. , 1990, The Biological bulletin.

[16]  Christos H. Papadimitriou,et al.  The Geometry of Grasping , 1990, Int. J. Robotics Res..

[17]  J. Wilson,et al.  A continuum model of elephant trunks. , 1991, Journal of biomechanical engineering.

[18]  Shoichi Iikura,et al.  Development of flexible microactuator and its applications to robotic mechanisms , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[19]  I. Hunter,et al.  A comparison of muscle with artificial actuators , 1992, Technical Digest IEEE Solid-State Sensor and Actuator Workshop.

[20]  Shigeo Hirose,et al.  Biologically Inspired Robots , 1993 .

[21]  Gregory S. Chirikjian A continuum approach to hyper-redundant manipulator dynamics , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[22]  Antonio Bicchi,et al.  Force distribution in multiple whole-limb manipulation , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[23]  T. Shiga,et al.  Bending of ionic polymer gel caused by swelling under sinusoidally varying electric fields , 1993 .

[24]  J. Wilson,et al.  Flexible Robot Manipulators and Grippers: Relatives of Elephant Trunks and Squid Tentacles , 1993 .

[25]  Gregory S. Chirikjian,et al.  Hyper-redundant manipulator dynamics: a continuum approximation , 1994, Adv. Robotics.

[26]  R. E. Ellis,et al.  Grasping using the whole finger , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[27]  Andrew B. Conru A genetic approach to the cable harness routing problem , 1994, Proceedings of the First IEEE Conference on Evolutionary Computation. IEEE World Congress on Computational Intelligence.

[28]  T. F. Otero,et al.  Artificial muscles based on conducting polymers , 1995 .

[29]  Guy Immega,et al.  The KSI tentacle manipulator , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[30]  W. Kier,et al.  The Functional Morphology of Starfish Tube Feet: The Role of a Crossed-Fiber Helical Array in Movement. , 1995, The Biological bulletin.

[31]  Hiroshi Fujii,et al.  Piezo ceramic based locomotive drive , 1995, MHS'95. Proceedings of the Sixth International Symposium on Micro Machine and Human Science.

[32]  W. Kristan,et al.  A model of the hydrostatic skeleton of the leech. , 1996, Journal of theoretical biology.

[33]  Richard W. Longman,et al.  Liapunov Stability of Force-Controlled Grasps with a Multi-Fingered Hand , 1996, Int. J. Robotics Res..

[34]  Y Gutfreund,et al.  Organization of Octopus Arm Movements: A Model System for Studying the Control of Flexible Arms , 1996, The Journal of Neuroscience.

[35]  W. Kier,et al.  Functional design of tentacles in squid : Linking sarcomere ultrastructure to gross morphological dynamics , 1997 .

[36]  Mohsen Shahinpoor,et al.  Biomimetic robotic propulsion using polymeric artificial muscles , 1997, Proceedings of International Conference on Robotics and Automation.

[37]  Gregory S. Chirikjian,et al.  Inverse Kinematics of Binary Manipulators Using a Continuum Model , 1997, J. Intell. Robotic Syst..

[38]  J. O. Simpson,et al.  Ionic polymer-metal composites (IPMCs) as biomimetic sensors, actuators and artificial muscles - a review , 1998 .

[39]  Roy Kornbluh,et al.  Electrostrictive polymer artificial muscle actuators , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[40]  Joel W. Burdick,et al.  The Geometric Mechanics of Undulatory Robotic Locomotion , 1998, Int. J. Robotics Res..

[41]  Hiromi Mochiyama,et al.  Shape correspondence between a spatial curve and a manipulator with hyper degrees of freedom , 1998, Proceedings. 1998 IEEE/RSJ International Conference on Intelligent Robots and Systems. Innovations in Theory, Practice and Applications (Cat. No.98CH36190).

[42]  Lydia E. Kavraki,et al.  Planning Paths for a Flexible Surface Patch , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[43]  Toshi Takamori,et al.  Multi-DOF device for soft micromanipulation consisting of soft gel actuator elements , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[44]  J. Bruce C. Davies,et al.  Continuum robots - a state of the art , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[45]  Auke Jan Ijspeert,et al.  Evolution and Development of a Central Pattern Generator for the Swimming of a Lamprey , 1999, Artificial Life.

[46]  Michael Sfakiotakis,et al.  Review of fish swimming modes for aquatic locomotion , 1999 .

[47]  I-Ming Chen,et al.  Design and simulation of Amoebot-a metamorphic underwater vehicle , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[48]  Adam Morecki,et al.  Elephant trunk type elastic manipulator - a tool for bulk and liquid materials transportation , 1999, Robotica.

[49]  W. Kier,et al.  Morphology and mechanics of tongue movement in the African pig-nosed frog Hemisus marmoratum: a muscular hydrostatic model. , 1999, The Journal of experimental biology.

[50]  Hiromi Mochiyama,et al.  The shape Jacobian of a manipulator with hyper degrees of freedom , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[51]  Blake Hannaford,et al.  McKibben artificial muscles: pneumatic actuators with biomechanical intelligence , 1999, 1999 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (Cat. No.99TH8399).

[52]  Leonidas J. Guibas,et al.  A probabilistic roadmap planner for flexible objects with a workspace medial-axis-based sampling approach , 1999, Proceedings 1999 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human and Environment Friendly Robots with High Intelligence and Emotional Quotients (Cat. No.99CH36289).

[53]  Philip N. Sabes,et al.  The planning and control of reaching movements , 2000, Current Opinion in Neurobiology.

[54]  Ian D. Walker,et al.  Analysis and initial experiments for a novel elephant's trunk robot , 2000, Proceedings. 2000 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2000) (Cat. No.00CH37113).

[55]  Y. Bar-Cohen Electroactive Polymers as Artificial Muscles: Capabilities, Potentials and Challenges , 2000 .

[56]  Zoubin Ghahramani,et al.  Computational principles of movement neuroscience , 2000, Nature Neuroscience.

[57]  Jadran Lenarčič,et al.  Advances in Robot Kinematics , 2000 .

[58]  Y. Bar-Cohen Smart Structures and Materials 2005: Electroactive Polymer Actuators and Devices (EAPAD) , 2006 .

[59]  Lydia E. Kavraki,et al.  Deformable volumes in path planning applications , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[60]  Ian A. Gravagne,et al.  On the kinematics of remotely-actuated continuum robots , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[61]  I. Walker,et al.  NOVEL KINEMATICS FOR CONTINUUM ROBOTS , 2000 .

[62]  Kinematic Transformations for Remotely-Actuated Planar Continuum Robots , 2000 .

[63]  Robert J. Full,et al.  Muscle-like actuators? A comparison between three electroactive polymers , 2001, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[64]  Ian D. Walker,et al.  Analysis and experiments with an elephant's trunk robot , 2001, Adv. Robotics.

[65]  Jamie M. Anderson,et al.  Application requirements of artificial muscles for swimming robots , 2001, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[66]  P. Aerts,et al.  Functional implications of supercontracting muscle in the chameleon tongue retractors. , 2001, The Journal of experimental biology.

[67]  O. Tabata,et al.  Ciliary motion actuator using self-oscillating gel , 2001, Technical Digest. MEMS 2001. 14th IEEE International Conference on Micro Electro Mechanical Systems (Cat. No.01CH37090).

[68]  Ian D. Walker,et al.  Manipulability and force ellipsoids for continuum robot manipulators , 2001, Proceedings 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems. Expanding the Societal Role of Robotics in the the Next Millennium (Cat. No.01CH37180).

[69]  Lydia E. Kavraki,et al.  Planning Paths for Elastic Objects under Manipulation Constraints , 2001, Int. J. Robotics Res..

[70]  Guillaume J. Laurent,et al.  Efficiency of swimming microrobots using ionic polymer metal composite actuators , 2001, Proceedings 2001 ICRA. IEEE International Conference on Robotics and Automation (Cat. No.01CH37164).

[71]  N. Evans,et al.  The ups and downs of calcium signalling in guard cells. , 2001 .

[72]  Hideyuki Tsukagoshi,et al.  Active Hose: an artificial elephant's nose with maneuverability for rescue operation , 2001, Proceedings 2001 ICRA. IEEE International Conference on Robotics and Automation (Cat. No.01CH37164).

[73]  B. Hochner,et al.  Control of Octopus Arm Extension by a Peripheral Motor Program , 2001, Science.

[74]  A. Hetherington Guard cells , 2001, Current Biology.

[75]  Scott Stanford,et al.  Biologically inspired hexapedal robot using field-effect electroactive elastomer artificial muscles , 2001, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[76]  Ian A. Gravagne,et al.  Good vibrations: a vibration damping setpoint controller for continuum robots , 2001, Proceedings 2001 ICRA. IEEE International Conference on Robotics and Automation (Cat. No.01CH37164).

[77]  Tamar Flash,et al.  Computational approaches to motor control , 2001, Current Opinion in Neurobiology.

[78]  K. Kim,et al.  Ionic polymer-metal composites: I. Fundamentals , 2001 .

[79]  Ron Pelrine,et al.  Dielectric elastomer artificial muscle actuators: toward biomimetic motion , 2002, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[80]  Masayuki Inaba,et al.  Inverse kinematics of gel robots made of electro-active polymer gel , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[81]  Masayuki Inaba,et al.  Motion design of a starfish-shaped gel robot made of electro-active polymer gel , 2002, Robotics Auton. Syst..

[82]  Dirk Lefeber,et al.  Pneumatic artificial muscles: Actuators for robotics and automation , 2002 .

[83]  W. Kier,et al.  Fast muscle in squid (Loligo pealei): contractile properties of a specialized muscle fibre type. , 2002, The Journal of experimental biology.

[84]  Nancy M. Amato,et al.  Probabilistic roadmap motion planning for deformable objects , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[85]  Bertrand Tondu,et al.  A model of the cerebellar pathways applied to the control of a single-joint robot arm actuated by McKibben artificial muscles , 2002, Biological Cybernetics.

[86]  Ian A. Gravagne,et al.  Uniform regulation of a multi-section continuum manipulator , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[87]  Elizabeth V. Mangan,et al.  Development of a peristaltic endoscope , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[88]  Steven Dubowsky,et al.  Hyper-redundant robot manipulators actuated by optimized binary-dielectric polymers , 2002, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[89]  V. Napadow,et al.  A biomechanical model of sagittal tongue bending. , 2002, Journal of biomechanical engineering.

[90]  Ian D. Walker,et al.  Kinematics and the Implementation of an Elephant's Trunk Manipulator and Other Continuum Style Robots , 2003, J. Field Robotics.

[91]  Paolo Dario,et al.  Bio-inspired solutions for locomotion in the gastrointestinal tract: background and perspectives , 2003, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[92]  Hiromi Mochiyama,et al.  Kinematics and dynamics of a cable-like hyper-flexible manipulator , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[93]  Jong-Oh Park,et al.  A ciliary based 8-legged walking micro robot using cast IPMC actuators , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[94]  Yoseph Bar-Cohen,et al.  Biological Inspiration for Musclelike Actuators of Robots , 2003 .

[95]  Ian D. Walker,et al.  Large deflection dynamics and control for planar continuum robots , 2001 .

[96]  Y Payan,et al.  A 3D biomechanical tongue modelto simulate speech movements , 2003 .

[97]  S. Takagi Actin-based photo-orientation movement of chloroplasts in plant cells , 2003, Journal of Experimental Biology.

[98]  W. Kier,et al.  Switching Skeletons: Hydrostatic Support in Molting Crabs , 2003, Science.

[99]  James P. Ostrowski,et al.  Motion planning for anguilliform locomotion , 2003, IEEE Trans. Robotics Autom..

[100]  Masayuki Inaba,et al.  Inverse dynamics of gel robots made of electro-active polymer gel , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[101]  Byungkyu Kim,et al.  Tadpole Robot (TadRob) using ionic polymer metal composite (IPMC) actuator , 2003, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[102]  Shuxiang Guo,et al.  A new type of fish-like underwater microrobot , 2003 .

[103]  Ron Pelrine,et al.  Recent progress on electroelastomer artificial muscles and their application for biomimetic robots , 2004, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[104]  Hongwei Liu,et al.  A Layered Control Architecture for Humanoid Robot , 2004 .

[105]  W. Kier,et al.  MUSCLE ARRANGEMENT, FUNCTION AND SPECIALIZATION IN RECENT COLEOIDS , 2004 .

[106]  Christopher D. Rahn,et al.  Design of an artificial muscle continuum robot , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[107]  Li Rong-gui Artificial Muscles Based on Conducting Polymers , 2004 .

[108]  D. Hodick,et al.  On the mechanism of trap closure of Venus flytrap (Dionaea muscipula Ellis) , 1989, Planta.

[109]  Banahalli R. Ratna,et al.  Liquid crystal elastomer for artificial muscle applications , 2004, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[110]  Andrew Hogue,et al.  AQUA: an aquatic walking robot , 2004, 2004 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (IEEE Cat. No.04CH37566).

[111]  Rachel Z. Pytel,et al.  Artificial muscle technology: physical principles and naval prospects , 2004, IEEE Journal of Oceanic Engineering.

[112]  Joseph M. Mansour,et al.  Biomechanics of a muscular hydrostat: a model of lapping by a reptilian tongue , 1992, Biological Cybernetics.

[113]  K. Nishikawa,et al.  Mechanism of tongue protraction in microhylid frogs , 2004, Journal of Experimental Biology.

[114]  Russell H. Taylor,et al.  A dexterous system for laryngeal surgery , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[115]  Ian D. Walker,et al.  Setpoint regulation of continuum robots using a fixed camera , 2007, Proceedings of the 2004 American Control Conference.

[116]  Dinesh Manocha,et al.  Constraint-Based Motion Planning of Deformable Robots , 2005, Proceedings of the 2005 IEEE International Conference on Robotics and Automation.

[117]  Ian D. Walker,et al.  User interfaces for continuum robot arms , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[118]  Yong Tang,et al.  Compliant grasping with passive forces , 2005 .

[119]  Tamar Flash,et al.  Dynamic model of the octopus arm. I. Biomechanics of the octopus reaching movement. , 2005, Journal of neurophysiology.

[120]  Ian D. Walker,et al.  Real-time shape estimation for continuum robots using vision , 2005, Robotica.

[121]  Dinesh Manocha,et al.  Path Planning for Deformable Robots in Complex Environments , 2005, Robotics: Science and Systems.

[122]  Xinyan Deng,et al.  Biomimetic Micro Underwater Vehicle with Oscillating Fin Propulsion: System Design and Force Measurement , 2005, Proceedings of the 2005 IEEE International Conference on Robotics and Automation.

[123]  Germán Sumbre,et al.  Neurobiology: Motor control of flexible octopus arms , 2005, Nature.

[124]  C. Löwe,et al.  Dielectric Elastomers in Actuator Technology , 2005 .

[125]  D. Lachat,et al.  BoxyBot: a swimming and crawling fish robot controlled by a central pattern generator , 2006, The First IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics, 2006. BioRob 2006..

[126]  Shuxiang Guo,et al.  Design and analysis on the dynamics of ICPF actuated tortoise-like flexible micro-robot , 2006, International Symposium on Instrumentation and Control Technology.

[127]  B. Hochner,et al.  Octopuses Use a Human-like Strategy to Control Precise Point-to-Point Arm Movements , 2006, Current Biology.

[128]  N. Kanzawa,et al.  Change in the actin cytoskeleton during seismonastic movement of Mimosa pudica. , 2006, Plant & cell physiology.

[129]  Lydia E. Kavraki,et al.  Path planning for deformable linear objects , 2006, IEEE Transactions on Robotics.

[130]  G. Alici,et al.  A robotic gripper based on conducting polymer actuators , 2006, 9th IEEE International Workshop on Advanced Motion Control, 2006..

[131]  Ian D. Walker,et al.  Kinematics for multisection continuum robots , 2006, IEEE Transactions on Robotics.

[132]  Shinichi Hirai,et al.  Crawling and Jumping by a Deformable Robot , 2006, Int. J. Robotics Res..

[133]  Dongbing Gu,et al.  A Hybrid Control Architecture for Autonomous Robotic Fish , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[134]  Wei Wei,et al.  A Compact Two-armed Slave Manipulator for Minimally Invasive Surgery of the Throat , 2006, The First IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics, 2006. BioRob 2006..

[135]  Chris Rogers,et al.  Caterpillar locomotion: A new model for soft- bodied climbing and burrowing robots , 2006 .

[136]  P. Dario,et al.  Biomimetic Design of a Polychaete Robot Using IPMC Actuator , 2006, The First IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics, 2006. BioRob 2006..

[137]  Robert J. Webster,et al.  Toward Active Cannulas: Miniature Snake-Like Surgical Robots , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[138]  Pierre E. Dupont,et al.  A Steerable Needle Technology Using Curved Concentric Tubes , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[139]  Frédéric Boyer,et al.  Macro-continuous computed torque algorithm for a three-dimensional eel-like robot , 2006, IEEE Transactions on Robotics.

[140]  W. Kier,et al.  Biomechanics: A pneumo-hydrostatic skeleton in land crabs , 2006, Nature.

[141]  S. Hooper Motor Control: The Importance of Stiffness , 2006, Current Biology.

[142]  D.M. Dawson,et al.  Neural Network Grasping Controller for Continuum Robots , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[143]  Auke Jan Ijspeert,et al.  AmphiBot II: An Amphibious Snake Robot that Crawls and Swims using a Central Pattern Generator , 2006 .

[144]  A. Evans,et al.  A finite element simulation scheme for biological muscular hydrostats. , 2006, Journal of theoretical biology.

[145]  P. Arena,et al.  Design and Control of an IPMC Wormlike Robot , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[146]  Ja Choon Koo,et al.  Artificial annelid robot driven by soft actuators , 2007, Bioinspiration & biomimetics.

[147]  Christopher D. Rahn,et al.  Optimal, Model-Based Design of Soft Robotic Manipulators , 2007 .

[148]  Ian D. Walker,et al.  New dynamic models for planar extensible continuum robot manipulators , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[149]  J. D. Madden,et al.  Electroactive polymer actuator online database , 2007, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[150]  Howie Choset,et al.  Design of a modular snake robot , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[151]  Koichi Suzumori,et al.  A Bending Pneumatic Rubber Actuator Realizing Soft-bodied Manta Swimming Robot , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[152]  W. Kier,et al.  The arrangement and function of octopus arm musculature and connective tissue , 2007, Journal of morphology.

[153]  G. Alici,et al.  Performance Quantification of Conducting Polymer Actuators for Real Applications: A Microgripping System , 2007, IEEE/ASME Transactions on Mechatronics.

[154]  Christopher D. Rahn,et al.  Geometrically exact dynamic models for soft robotic manipulators , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[155]  Kinji Asaka,et al.  Biomimetic Soft Robots Using IPMC , 2007 .

[156]  S. Tadokoro,et al.  Electroactive Polymers for Robotic Applications , 2007 .

[157]  "Soft" Continuum Robots - the Interaction of Continuous and Discrete Elements , 2008, ALIFE.

[158]  M. Grissom,et al.  Wound Roll Dielectric Elastomer Actuators: Fabrication, Analysis, and Experiments , 2008, IEEE/ASME Transactions on Mechatronics.

[159]  W. Kier The Functional Morphology of the Tentacle Musculature of Nautilus pompilius , 2010 .

[160]  Bio-inspired solutions for locomotion through the gastrointestinal tract , .