Fish-inspired robots: design, sensing, actuation, and autonomy—a review of research

Underwater robot designs inspired by the behavior, physiology, and anatomy of fishes can provide enhanced maneuverability, stealth, and energy efficiency. Over the last two decades, robotics researchers have developed and reported a large variety of fish-inspired robot designs. The purpose of this review is to report different types of fish-inspired robot designs based upon their intended locomotion patterns. We present a detailed comparison of various design features like sensing, actuation, autonomy, waterproofing, and morphological structure of fish-inspired robots reported in the past decade. We believe that by studying the existing robots, future designers will be able to create new designs by adopting features from the successful robots. The review also summarizes the open research issues that need to be taken up for the further advancement of the field and also for the deployment of fish-inspired robots in practice.

[1]  Kyu-Jin Cho,et al.  Review of biomimetic underwater robots using smart actuators , 2012 .

[2]  A. Popper,et al.  Structure–function relationships in fish otolith organs , 2000 .

[3]  Huosheng Hu Biologically Inspired Design of Autonomous Robotic Fish at Essex , 2006 .

[4]  Jun Gao,et al.  Design and experiments of robot fish propelled by pectoral fins , 2009, 2009 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[5]  Jenhwa Guo,et al.  Maneuvering and control of a biomimetic autonomous underwater vehicle , 2009, Auton. Robots.

[6]  Shuxiang Guo,et al.  Underwater Swimming Micro Robot Using IPMC Actuator , 2006, 2006 International Conference on Mechatronics and Automation.

[7]  Yonghua Zhang,et al.  Development and Motion Testing of a Robotic Ray , 2015, J. Robotics.

[8]  K.H. Low Parametric Study of Modular and Reconfigurable Robotic Fish with Oscillating Caudal Fin Mechanisms , 2007, 2007 International Conference on Mechatronics and Automation.

[9]  S. Grillner The motor infrastructure: from ion channels to neuronal networks , 2003, Nature Reviews Neuroscience.

[10]  Ruxu Du,et al.  A novel underactuated wire-driven robot fish with vector propulsion , 2013, 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[11]  K. H. Low,et al.  Modelling and parametric study of modular undulating fin rays for fish robots , 2009 .

[12]  Shusheng Bi,et al.  Design and implication of a bionic pectoral fin imitating cow-nosed ray , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[13]  Marc Carreras,et al.  A survey on coverage path planning for robotics , 2013, Robotics Auton. Syst..

[14]  Samuel M. Felton,et al.  A method for building self-folding machines , 2014, Science.

[15]  A. Smits,et al.  Thrust production and wake structure of a batoid-inspired oscillating fin , 2005, Journal of Fluid Mechanics.

[16]  Xuefang Li,et al.  A motion control approach for a robotic fish with iterative feedback tuning , 2015, 2015 IEEE International Conference on Industrial Technology (ICIT).

[17]  Antonio Barrientos,et al.  A motor-less and gear-less bio-mimetic robotic fish design , 2011, 2011 IEEE International Conference on Robotics and Automation.

[18]  Huosheng Hu,et al.  Novel mechatronics design for a robotic fish , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[20]  Junzhi Yu,et al.  Development of a biomimetic robotic fish and its control algorithm , 2004, IEEE Trans. Syst. Man Cybern. Part B.

[21]  Young Jae Lee,et al.  Swimming study on an ostraciiform fish robot , 2007, 2007 International Conference on Control, Automation and Systems.

[22]  Long Wang,et al.  Modular design and motion control of reconfigurable robotic fish , 2007, 2007 46th IEEE Conference on Decision and Control.

[23]  Satyandra K. Gupta,et al.  Automated synthesis of action selection policies for unmanned vehicles operating in adverse environments , 2012, Auton. Robots.

[24]  Kyoosik Shin,et al.  Magnetic fish-robot based on multi-motion control of a flexible magnetic actuator. , 2012, Bioinspiration & biomimetics.

[25]  Sheryl Coombs,et al.  Biology of the mechanosensory lateral line in fishes , 1995, Reviews in Fish Biology and Fisheries.

[26]  Hiroshi Miki,et al.  Computational study on a squid-like underwater robot with two undulating side fins , 2011 .

[27]  Gi-Hun Yang,et al.  Design of high speed robotic fish ‘ICHTHUS V5.6’ , 2013, 2013 13th International Conference on Control, Automation and Systems (ICCAS 2013).

[28]  Brian Goldiez,et al.  A Survey of Commercial & Open Source Unmanned Vehicle Simulators , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[29]  J. H. Long,et al.  BUOYANCY, LOCOMOTION, AND MOVEMENT IN FISHES | Biomimetics: Robotics Based on Fish Swimming , 2011 .

[30]  Brett Browning,et al.  A survey of robot learning from demonstration , 2009, Robotics Auton. Syst..

[31]  Li Wen,et al.  Quantitative Thrust Efficiency of a Self-Propulsive Robotic Fish: Experimental Method and Hydrodynamic Investigation , 2013, IEEE/ASME Transactions on Mechatronics.

[32]  Auke Jan Ijspeert,et al.  Salamandra Robotica II: An Amphibious Robot to Study Salamander-Like Swimming and Walking Gaits , 2013, IEEE Transactions on Robotics.

[33]  Stefanie Müller,et al.  LaserOrigami: laser-cutting 3D objects , 2013, CHI.

[34]  Tuong Quan Vo,et al.  Propulsive Velocity Optimization of 3-Joint Fish Robot Using Genetic-Hill Climbing Algorithm , 2009 .

[36]  Dongbiao Zhao,et al.  Design and Experiment on a Biomimetic Robotic Fish Inspired by Freshwater Stingray , 2015 .

[37]  Christopher J. Esposito,et al.  A robotic fish caudal fin: effects of stiffness and motor program on locomotor performance , 2012, Journal of Experimental Biology.

[38]  Auke Jan Ijspeert,et al.  Online Optimization of Swimming and Crawling in an Amphibious Snake Robot , 2008, IEEE Transactions on Robotics.

[39]  Fangfang Liu,et al.  Hydrodynamics of an Undulating Fin for a Wave-Like Locomotion System Design , 2012, IEEE/ASME Transactions on Mechatronics.

[40]  Bernd Kramer,et al.  Electroreception and Communication in Fishes , 1996 .

[41]  Ming Wang,et al.  Design and control of a fish-inspired multimodal swimming robot , 2011, 2011 IEEE International Conference on Robotics and Automation.

[42]  Zhenyuan Jia,et al.  An in-pipe wireless swimming microrobot driven by giant magnetostrictive thin film , 2010 .

[43]  Maarja Kruusmaa,et al.  Flow-relative control of an underwater robot , 2013, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[44]  K. H. Low Current and future trends of biologically inspired underwater vehicles , 2011, 2011 Defense Science Research Conference and Expo (DSR).

[45]  L Wen,et al.  Hydrodynamic investigation of a self-propelled robotic fish based on a force-feedback control method , 2012, Bioinspiration & biomimetics.

[46]  Xuefang Li,et al.  Speed trajectory tracking of a robotic fish based on iterative learning control approach , 2015, 2015 10th Asian Control Conference (ASCC).

[47]  Karl Sammut,et al.  A survey on path planning for persistent autonomy of autonomous underwater vehicles , 2015 .

[48]  Chunlin Zhou,et al.  Gait Planning for Steady Swimming Control of Biomimetic Fish Robots , 2009, Adv. Robotics.

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

[50]  Horst Bleckmann,et al.  Lateral line system of fish. , 2009, Integrative zoology.

[51]  Christopher D. Rahn,et al.  Optimal, Model-Based Design of Soft Robotic Manipulators , 2008 .

[52]  Satyandra K. Gupta,et al.  GPU based generation of state transition models using simulations for unmanned surface vehicle trajectory planning , 2012, Robotics Auton. Syst..

[53]  Bérénice Mettler,et al.  Survey of Motion Planning Literature in the Presence of Uncertainty: Considerations for UAV Guidance , 2012, J. Intell. Robotic Syst..

[54]  Long Wang,et al.  Development and control of dolphin-like underwater vehicle , 2008, 2008 American Control Conference.

[55]  J. Edward Colgate,et al.  Generating Thrust with a Biologically-Inspired Robotic Ribbon Fin , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[56]  Robert J. Wood,et al.  Towards printable robotics: Origami-inspired planar fabrication of three-dimensional mechanisms , 2011, 2011 IEEE International Conference on Robotics and Automation.

[57]  Rajesh Kumar,et al.  Kinematic study and implementation of a bio-inspired robotic fish underwater vehicle in a Lighthill mathematical framework , 2014, ROBIO 2014.

[58]  Prof. Dr. Kikuo Fujimura Motion Planning in Dynamic Environments , 1991, Computer Science Workbench.

[59]  Nikolaus Correll,et al.  Soft Autonomous Materials - Using Active Elasticity and Embedded Distributed Computation , 2010, ISER.

[60]  Maarja Kruusmaa,et al.  A bio-mimetic design and control of a fish-like robot using compliant structures , 2011, 2011 15th International Conference on Advanced Robotics (ICAR).

[61]  Hiroshi Miki,et al.  Braking Performance of a Biomimetic Squid-Like Underwater Robot , 2013 .

[62]  Dongwon Yun,et al.  A novel actuation for a robotic fish using a flexible joint , 2014 .

[63]  Ruxu Du,et al.  Bladderless swaying wire-driven Robot Shark , 2015, 2015 IEEE 7th International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM).

[64]  Satyandra K. Gupta,et al.  A survey of CAD model simplification techniques for physics-based simulation applications , 2009, Comput. Aided Des..

[65]  M. Porfiri,et al.  Fish and robot dancing together: bluefin killifish females respond differently to the courtship of a robot with varying color morphs , 2014, Bioinspiration & biomimetics.

[66]  George V Lauder,et al.  Fish locomotion: recent advances and new directions. , 2015, Annual review of marine science.

[67]  Mathieu Sellier,et al.  The Kinematics and Dynamics of Undulatory Motion of a Tuna-Mimetic Robot , 2015 .

[68]  Xinyan Deng,et al.  Microautonomous Robotic Ostraciiform (MARCO): Hydrodynamics, Design, and Fabrication , 2008, IEEE Transactions on Robotics.

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

[70]  Xiaobo Tan,et al.  A Control-Oriented and Physics-Based Model for Ionic Polymer--Metal Composite Actuators , 2008, IEEE/ASME Transactions on Mechatronics.

[71]  Bin Li,et al.  An amphibious snake-like robot: Design and motion experiments on ground and in water , 2009, 2009 International Conference on Information and Automation.

[72]  A Biologically Inspired Ray-like Underwater Robot with Electroactive Polymer Pectoral Fins , 2004 .

[73]  Xiaobo Tan,et al.  Modeling of Biomimetic Robotic Fish Propelled by An Ionic Polymer–Metal Composite Caudal Fin , 2010, IEEE/ASME Transactions on Mechatronics.

[74]  S Mintchev,et al.  A novel autonomous, bioinspired swimming robot developed by neuroscientists and bioengineers , 2012, Bioinspiration & biomimetics.

[75]  Satyandra K. Gupta,et al.  Improving performance of rigid body dynamics simulation by removing inaccessible regions from geometric models , 2012, Comput. Aided Des..

[76]  K. H. Low,et al.  Parametric Study of an Underwater Finned Propulsor Inspired by Bluespotted Ray , 2012 .

[77]  Xiaobo Tan,et al.  A dynamic model for robotic fish with flexible pectoral fins , 2013, 2013 IEEE/ASME International Conference on Advanced Intelligent Mechatronics.

[78]  Shuxiang Guo,et al.  Infrared Motion Guidance and Obstacle Avoidance of an ICPF Actuated Underwater Microrobot , 2007, 2007 International Conference on Mechatronics and Automation.

[79]  Zhiqiang Cao,et al.  Backward swimming gaits for a carangiform robotic fish , 2012, Neural Computing and Applications.

[80]  Charlie C. L. Wang,et al.  The status, challenges, and future of additive manufacturing in engineering , 2015, Comput. Aided Des..

[81]  K. Leang,et al.  Monolithic IPMC Fins for Propulsion and Maneuvering in Bioinspired Underwater Robotics , 2014, IEEE Journal of Oceanic Engineering.

[82]  Bin Liu,et al.  A remote operated robotic fish with temperature sensor based on IPMC actuator , 2009, 2009 Chinese Control and Decision Conference.

[83]  Qinghai Yang,et al.  Dynamic Modelling of a CPG-Controlled Amphibious Biomimetic Swimming Robot , 2013 .

[84]  E. Guglielmelli,et al.  Development of an autonomous robotic fish , 2012, 2012 4th IEEE RAS & EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob).

[85]  Jianxin Xu,et al.  Motion control for a multi-joint robotic fish with the pectoral fins assistance , 2013, 2013 IEEE International Symposium on Industrial Electronics.

[86]  Wang Tianmiao,et al.  Hybrid undulatory kinematics of a robotic Mackerel ( Scomber scombrus ): Theoretical modeling and experimental investigation , 2012 .

[87]  Gursel Alici,et al.  Finding NEMO (novel electromaterial muscle oscillator): a polypyrrole powered robotic fish with real-time wireless speed and directional control , 2009 .

[88]  Jianwei Zhang,et al.  Implementing Flexible and Fast Turning Maneuvers of a Multijoint Robotic Fish , 2014, IEEE/ASME Transactions on Mechatronics.

[89]  Shusheng Bi,et al.  Design and Experiments of a Robotic Fish Imitating Cow-Nosed Ray , 2010 .

[90]  Abhra Roy Chowdhury,et al.  Kinematic parameter based behaviour modelling and control of a bio-inspired robotic fish , 2014, 2014 Proceedings of the SICE Annual Conference (SICE).

[91]  Asokan Thondiyath,et al.  Design and analysis of cable-connected metallic bellows as Variable Buoyancy Modules , 2015, 2015 IEEE Underwater Technology (UT).

[92]  L. Wen,et al.  Hydrodynamic performance of a biomimetic robotic swimmer actuated by ionic polymer–metal composite , 2013 .

[93]  Chunlin Zhou,et al.  Performance study of a fish robot propelled by a flexible caudal fin , 2010, 2010 IEEE International Conference on Robotics and Automation.

[94]  Maarja Kruusmaa,et al.  Modelling of a biologically inspired robotic fish driven by compliant parts , 2014, Bioinspiration & biomimetics.

[95]  Andrew R. Cossins,et al.  Behavioural analysis of a nociceptive event in fish: Comparisons between three species demonstrate specific responses , 2008 .

[96]  Peter P. Pott,et al.  Flow-aided path following of an underwater robot , 2013, 2013 IEEE International Conference on Robotics and Automation.

[97]  Tianjiang Hu,et al.  Biological inspirations, kinematics modeling, mechanism design and experiments on an undulating robotic fin inspired by Gymnarchus niloticus , 2009 .

[98]  Jian Li,et al.  A micro biomimetic manta ray robot fish actuated by SMA , 2009, 2009 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[99]  Huosheng Hu,et al.  A School of Robotic Fish for Mariculture Monitoring in the Sea Coast , 2015 .

[100]  Fangfang Liu,et al.  Hydrodynamic modeling of an undulating fin for robotic fish design , 2010, 2010 IEEE/ASME International Conference on Advanced Intelligent Mechatronics.

[101]  L Cen,et al.  Bio-inspired aquatic robotics by untethered piezohydroelastic actuation , 2013, Bioinspiration & biomimetics.

[102]  A. Lombarte,et al.  Otolith size and its relationship with colour patterns and sound production , 2004 .

[103]  Zhibin Guan,et al.  Modular design in natural and biomimetic soft materials. , 2011, Angewandte Chemie.

[104]  Hoon Cheol Park,et al.  A fish robot driven by piezoceramic actuators and a miniaturized power supply , 2009 .

[105]  Saeid Nahavandi,et al.  A 3-D Locomotion Biomimetic Robot Fish with Information Relay , 2008, ICIRA.

[106]  K. H. Low,et al.  Biomimetic Motion Planning of an Undulating Robotic Fish Fin , 2006 .

[107]  Guangming Xie,et al.  Pattern Recognition for Robotic Fish Swimming Gaits Based on Artificial Lateral Line System and Subtractive Clustering Algorithms , 2014 .

[108]  Ruxu Du,et al.  Swaying Wire-driven Robot Fish Design and Prototyping , 2015 .

[109]  Koji Shibuya,et al.  Development of a New Buoyancy Control Device for Underwater Vehicles Inspired by the Sperm Whale Hypothesis , 2009, Adv. Robotics.

[110]  Thomas C. Hull,et al.  Using origami design principles to fold reprogrammable mechanical metamaterials , 2014, Science.

[111]  Ming Wang,et al.  Control of Yaw and Pitch Maneuvers of a Multilink Dolphin Robot , 2012, IEEE Transactions on Robotics.

[112]  Long Wang,et al.  Development of multiple robotic fish cooperation platform , 2007, Int. J. Syst. Sci..

[113]  Jianwei Zhang,et al.  Design and Control of an Embedded Vision Guided Robotic Fish with Multiple Control Surfaces , 2014, TheScientificWorldJournal.

[114]  D.G. Simons,et al.  A highly versatile autonomous underwater vehicle with biomechanical propulsion , 2009, OCEANS 2009-EUROPE.

[115]  Agus Budiyono,et al.  Design and Implementation of Paired Pectoral Fins Locomotion of Labriform Fish Applied to a Fish Robot , 2009 .

[116]  J. Francisco-Morcillo,et al.  Molecular characterization of cell types in the developing, mature, and regenerating fish retina , 2013, Reviews in Fish Biology and Fisheries.

[117]  Weishan Chen,et al.  Modular design and realization of a torpedo-shape robot fish , 2008, 2008 IEEE International Conference on Mechatronics and Automation.

[118]  Guangming Xie,et al.  An effective tracking control for robotic fish: Implementation and application , 2015, 2015 34th Chinese Control Conference (CCC).

[119]  Li Wen,et al.  Fuzzy vorticity control of a biomimetic robotic fish using a flapping lunate tail , 2010 .

[120]  H. M. Evans The Swim-Bladder and Weberian Ossicles and Their Relation to Hearing in Fishes , 1930, Journal of Laryngology and Otology.

[121]  Norimitsu Sakagami,et al.  Fabrication of a fish-like underwater robot with flexible plastic film body , 2015, Adv. Robotics.

[122]  J Colorado,et al.  Bending continuous structures with SMAs: a novel robotic fish design , 2011, Bioinspiration & biomimetics.

[123]  Tianjiang Hu,et al.  Computational and experimental study on dynamic behavior of underwater robots propelled by bionic undulating fins , 2010 .

[124]  Michael Sfakiotakis,et al.  Development of a Bio-Inspired Underwater Robot Prototype with Undulatory Fin Propulsion , 2015 .

[125]  Oussama Khatib,et al.  Springer Handbook of Robotics , 2007, Springer Handbooks.

[126]  N. A. Locket Retinas of Fishes: an Atlas , 1978 .

[127]  Promode R. Bandyopadhyay,et al.  Biorobotic insights into how animals swim , 2008, Journal of Experimental Biology.

[128]  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..

[129]  Paolo Dario,et al.  A bioinspired autonomous swimming robot as a tool for studying goal-directed locomotion , 2013, Biological Cybernetics.

[130]  Jianxun Wang,et al.  Dynamic Modeling of Robotic Fish With a Base-Actuated Flexible Tail , 2015 .

[131]  Zheng Li,et al.  Robot fish with a novel biomimetic wire-driven flapping propulsor , 2014, Adv. Robotics.

[132]  Jian-Xin Xu,et al.  Locomotion Generation and Motion Library Design for an Anguilliform Robotic Fish , 2013 .

[133]  M. A. MacIver,et al.  Mechanical properties of a bio-inspired robotic knifefish with an undulatory propulsor , 2011, Bioinspiration & biomimetics.

[134]  D. S. B Arrett,et al.  Drag reduction in sh-like locomotion , 1999 .

[135]  Kristi A. Morgansen,et al.  Geometric Methods for Modeling and Control of Free-Swimming Fin-Actuated Underwater Vehicles , 2007, IEEE Transactions on Robotics.

[136]  Li Wen,et al.  Hydrodynamic Performance of an Undulatory Robot: Functional Roles of the Body and Caudal Fin Locomotion , 2013 .

[137]  Kyrre Glette,et al.  Evolving Gaits for Physical Robots with the HyperNEAT Generative Encoding: The Benefits of Simulation , 2013, EvoApplications.

[138]  Alexander B. Phillips Robot Fish: Bio-inspired Fishlike Underwater Robots , 2017 .

[139]  Aiguo Ming,et al.  Development of underwater robots using piezoelectric fiber composite , 2009, 2009 IEEE International Conference on Robotics and Automation.

[140]  Maurizio Porfiri,et al.  Free-Locomotion of Underwater Vehicles Actuated by Ionic Polymer Metal Composites , 2010, IEEE/ASME Transactions on Mechatronics.

[141]  Chunlin Zhou,et al.  Design and Locomotion Control of a Biomimetic Underwater Vehicle With Fin Propulsion , 2012, IEEE/ASME Transactions on Mechatronics.

[142]  D. S. B A R R E T T,et al.  Drag reduction in fish-like locomotion , 2022 .

[143]  Guangming Xie,et al.  Micro-force measuring apparatus for robotic fish: Design, implementation and application , 2015, The 27th Chinese Control and Decision Conference (2015 CCDC).

[144]  Shuxiang Guo,et al.  A centimeter-scale autonomous robotic fish actuated by IPMC actuator , 2007, 2007 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[145]  M. Porfiri,et al.  Zebrafish response to robotic fish: preference experiments on isolated individuals and small shoals , 2012, Bioinspiration & biomimetics.

[146]  P.R. Bandyopadhyay,et al.  Trends in biorobotic autonomous undersea vehicles , 2005, IEEE Journal of Oceanic Engineering.

[147]  Ian D. Walker,et al.  Soft robotics: Biological inspiration, state of the art, and future research , 2008 .

[148]  Afzal Suleman,et al.  Design and testing of a biomimetic tuna using shape memory alloy induced propulsion , 2008 .

[149]  Xu De,et al.  Implementation of a multi-link robotic dolphin with two 3-DOF flippers , 2011 .

[150]  Pablo Romero,et al.  Fisho: A cost-effective intelligent autonomous robot fish , 2013, 2013 16th International Conference on Advanced Robotics (ICAR).

[151]  Jerzy Zając,et al.  Fish-like swimming prototype of mobile underwater robot , 2010 .

[152]  Youngil Youm,et al.  Design and dynamic analysis of fish robot: PoTuna , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[153]  I. Hunter,et al.  The Development of a Biologically Inspired Propulsor for Unmanned Underwater Vehicles , 2007, IEEE Journal of Oceanic Engineering.

[154]  K H Low,et al.  Mechatronics and buoyancy implementation of robotic fish swimming with modular fin mechanisms , 2007 .

[155]  Kinji Asaka,et al.  A snake-like swimming robot using IPMC actuator/sensor , 2006, Proceedings 2006 IEEE International Conference on Robotics and Automation, 2006. ICRA 2006..

[156]  Kai Xiao,et al.  A micro-robot fish with embedded SMA wire actuated flexible biomimetic fin , 2008 .

[157]  Guangming Xie,et al.  CPG-based Locomotion Controller Design for a Boxfish-like Robot , 2014 .

[158]  Junzhi Yu,et al.  Mechanical design of a slider-crank centered robotic dolphin , 2012, Proceedings of the 10th World Congress on Intelligent Control and Automation.

[159]  Aaron M. Dollar,et al.  Hybrid Deposition Manufacturing: Design Strategies for Multimaterial Mechanisms Via Three-Dimensional Printing and Material Deposition , 2015 .

[160]  P Krishnamurthy,et al.  An electric ray inspired Biomimetic Autonomous Underwater Vehicle , 2010, Proceedings of the 2010 American Control Conference.

[161]  Ming Wang,et al.  Dynamic modeling of a CPG-governed multijoint robotic fish , 2013, Adv. Robotics.

[162]  Shusheng Bi,et al.  Design Optimization of a Bionic Fish with Multi-Joint Fin Rays , 2012, Adv. Robotics.

[163]  Huosheng Hu,et al.  iSplash-II: Realizing fast carangiform swimming to outperform a real fish , 2014, 2014 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[164]  Ming Wang,et al.  CPG Network Optimization for a Biomimetic Robotic Fish via PSO , 2016, IEEE Transactions on Neural Networks and Learning Systems.

[165]  W. Keats Wilkie,et al.  An overview of composite actuators with piezoceramic fibers , 2002 .

[166]  Daniela Rus,et al.  Hydraulic Autonomous Soft Robotic Fish for 3D Swimming , 2014, ISER.

[167]  Wei Xiong,et al.  Underwater electric current communication of robotic fish: Design and experimental results , 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA).

[168]  M. Triantafyllou,et al.  An Efficient Swimming Machine , 1995 .

[169]  Améziane Aoussat,et al.  Design of a Novel Long-Range Inflatable Robotic Arm: Manufacturing and Numerical Evaluation of the Joints and Actuation , 2013 .

[170]  Keigo Watanabe,et al.  A pectoral fin analysis for diving rajiform-type fish robots by fluid dynamics , 2013, Artificial Life and Robotics.

[171]  Xiaobo Tan,et al.  Miniature Underwater Glider: Design and Experimental Results , 2014, IEEE/ASME Transactions on Mechatronics.

[172]  Shusheng Bi,et al.  Development and depth control of a robotic fish mimicking cownose ray , 2012, 2012 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[173]  H. Ueda,et al.  Molecular biological research on olfactory chemoreception in fishes. , 2009, Journal of fish biology.

[174]  C. Mccrohan,et al.  Nociception in fish: stimulus–response properties of receptors on the head of trout Oncorhynchus mykiss , 2007, Brain Research.

[175]  H. Bleckmann,et al.  Lateral line reception in still- and running water , 2002, Journal of Comparative Physiology A.

[176]  Junzhi Yu,et al.  An improved multimodal robotic fish modelled after Esox lucíus , 2013, 2013 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[177]  Brenden P. Epps,et al.  Swimming performance of a biomimetic compliant fish-like robot , 2009 .