Humanoid robot

A humanoid robot is a robot with its body shape built to resemble the human body. The design may be for functional purposes, such as interacting with human tools and environments, for experimental purposes, such as the study of al locomotion, or for other purposes. In general, humanoid robots have a torso, a head, two arms, and two legs, though some forms of humanoid robots may model only part of the body, for example, from the waist up. Some humanoid robot also have heads designed to replicate human facial features such as eyes and mouths. Androids are humanoid robots built to aesthetically resemble humans.

Purpose

Atlas from boston dynamics
TOPIO, a humanoid robot, played ping pong at Tokyo International Robot Exhibition (IREX) 2009.[1][2]
Nao is a robot created for companionship. It also competes in the RoboCup soccer championship.
Enon was created to be a personal assistant. It is self-guiding and has limited speech recognition and synthesis. It can also carry things.

Humanoid robots are now used as a research tool in several scientific areas.

Researchers need to understand the human body structure and behavior (biomechanics) to build and study humanoid robots. On the other side, the attempt to the simulation of the human body leads to a better understanding of it. Human cognition is a field of study which is focused on how humans learn from sensory information in order to acquire perceptual and motor skills. This knowledge is used to develop computational models of human behavior and it has been improving over time.

It has been suggested that very advanced robotics will facilitate the enhancement of ordinary humans. See transhumanism.

Although the initial aim of humanoid research was to build better orthosis and prosthesis for human beings, knowledge has been transferred between both disciplines. A few examples are: powered leg prosthesis for neuromuscularly impaired, ankle-foot orthosis, biological realistic leg prosthesis and forearm prosthesis.

Besides the research, humanoid robots are being developed to perform human tasks like personal assistance, where they should be able to assist the sick and elderly, and dirty or dangerous jobs. Regular jobs like being a receptionist or a worker of an automotive manufacturing line are also suitable for humanoids. In essence, since they can use tools and operate equipment and vehicles designed for the human form, humanoids could theoretically perform any task a human being can, so long as they have the proper software. However, the complexity of doing so is immense.

They are becoming increasingly popular for providing entertainment too. For example, Ursula, a female robot, sings, play music, dances, and speaks to her audiences at Universal Studios. Several Disney attractions employ the use of animatrons, robots that look, move, and speak much like human beings, in some of their theme park shows. These animatrons look so realistic that it can be hard to decipher from a distance whether or not they are actually human. Although they have a realistic look, they have no cognition or physical autonomy. Various humanoid robots and their possible applications in daily life are featured in an independent documentary film called Plug & Pray, which was released in 2010.

Humanoid robots, especially with artificial intelligence algorithms, could be useful for future dangerous and/or distant space exploration missions, without having the need to turn back around again and return to Earth once the mission is completed.

Sensors

A sensor is a device that measures some attribute of the world. Being one of the three primitives of robotics (besides planning and control), sensing plays an important role in robotic paradigms.

Sensors can be classified according to the physical process with which they work or according to the type of measurement information that they give as output. In this case, the second approach was used.

Proprioceptive sensors

Proprioceptive sensors sense the position, the orientation and the speed of the humanoid's body and joints.

In human beings the otoliths and semi-circular canals (in the inner ear) are used to maintain balance and orientation. In addition humans use their own proprioceptive sensors (e.g. touch, muscle extension, limb position) to help with their orientation. Humanoid robots use accelerometers to measure the acceleration, from which velocity can be calculated by integration; tilt sensors to measure inclination; force sensors placed in robot's hands and feet to measure contact force with environment; position sensors, that indicate the actual position of the robot (from which the velocity can be calculated by derivation) or even speed sensors.

Exteroceptive sensors

An artificial hand holding a lightbulb

Arrays of tactels can be used to provide data on what has been touched. The Shadow Hand uses an array of 34 tactels arranged beneath its polyurethane skin on each finger tip.[3] Tactile sensors also provide information about forces and torques transferred between the robot and other objects.

Vision refers to processing data from any modality which uses the electromagnetic spectrum to produce an image. In humanoid robots it is used to recognize objects and determine their properties. Vision sensors work most similarly to the eyes of human beings. Most humanoid robots use CCD cameras as vision sensors.

Sound sensors allow humanoid robots to hear speech and environmental sounds, and perform as the ears of the human being. Microphones are usually used for this task.

Actuators

Actuators are the motors responsible for motion in the robot.

Humanoid robots are constructed in such a way that they mimic the human body, so they use actuators that perform like muscles and joints, though with a different structure. To achieve the same effect as human motion, humanoid robots use mainly rotary actuators. They can be either electric, pneumatic, hydraulic, piezoelectric or ultrasonic.

Hydraulic and electric actuators have a very rigid behavior and can only be made to act in a compliant manner through the use of relatively complex feedback control strategies. While electric coreless motor actuators are better suited for high speed and low load applications, hydraulic ones operate well at low speed and high load applications.

Piezoelectric actuators generate a small movement with a high force capability when voltage is applied. They can be used for ultra-precise positioning and for generating and handling high forces or pressures in static or dynamic situations.

Ultrasonic actuators are designed to produce movements in a micrometer order at ultrasonic frequencies (over 20 kHz). They are useful for controlling vibration, positioning applications and quick switching.

Pneumatic actuators operate on the basis of gas compressibility. As they are inflated, they expand along the axis, and as they deflate, they contract. If one end is fixed, the other will move in a linear trajectory. These actuators are intended for low speed and low/medium load applications. Between pneumatic actuators there are: cylinders, bellows, pneumatic engines, pneumatic stepper motors and pneumatic artificial muscles.

Planning and control

In planning and control, the essential difference between humanoids and other kinds of robots (like industrial ones) is that the movement of the robot has to be human-like, using legged locomotion, especially biped gait. The ideal planning for humanoid movements during normal walking should result in minimum energy consumption, as it does in the human body. For this reason, studies on dynamics and control of these kinds of structures become more and more important.

The question of walking biped robots stabilization on the surface is of great importance. Maintenance of the robot’s gravity center over the center of bearing area for providing a stable position can be chosen as a goal of control.[4]

To maintain dynamic balance during the walk, a robot needs information about contact force and its current and desired motion. The solution to this problem relies on a major concept, the Zero Moment Point (ZMP).

Another characteristic of humanoid robots is that they move, gather information (using sensors) on the "real world" and interact with it. They don’t stay still like factory manipulators and other robots that work in highly structured environments. To allow humanoids to move in complex environments, planning and control must focus on self-collision detection, path planning and obstacle avoidance.

Humanoid robots do not yet have some features of the human body. They include structures with variable flexibility, which provide safety (to the robot itself and to the people), and redundancy of movements, i.e. more degrees of freedom and therefore wide task availability. Although these characteristics are desirable to humanoid robots, they will bring more complexity and new problems to planning and control. The field of whole-body control deals with these issues and addresses the proper coordination of numerous degrees of freedom, e.g. to realize several control tasks simultaneously while following a given order of priority.[5]

Timeline of developments

Year Development
c. 250 BC The Lie Zi described an automaton.[6]
c. 50 AD Greek mathematician Hero of Alexandria described a machine to automatically pour wine for party guests.[7]
1206 Al-Jazari described a band made up of humanoid automata which, according to Charles B. Fowler, performed "more than fifty facial and body actions during each musical selection."[8] Al-Jazari also created hand washing automata with automatic humanoid servants,[9] and an elephant clock incorporating an automatic humanoid mahout striking a cymbal on the half-hour. His programmable "castle clock" also featured five musician automata which automatically played music when moved by levers operated by a hidden camshaft attached to a water wheel.[10]
1495 Leonardo da Vinci designs a humanoid automaton that looks like an armored knight, known as Leonardo's robot.[11]
1738 Jacques de Vaucanson builds The Flute Player, a life-size figure of a shepherd that could play twelve songs on the flute and The Tambourine Player that played a flute and a drum or tambourine.[12]
1774 Pierre Jacquet-Droz and his son Henri-Louis created the Draughtsman, the Musicienne and the Writer, a figure of a boy that could write messages up to 40 characters long.[13]
1898

Nikola Tesla publicly demonstrates his "automaton" technology by wirelessly controlling a model boat at the Electrical Exposition held at Madison Square Garden in New York City during the height of the Spanish–American War.

1921 Czech writer Karel Čapek introduced the word "robot" in his play R.U.R. (Rossum's Universal Robots). The word "robot" comes from the word "robota", meaning, in Czech and Polish, "labour, drudgery".[11]
1927 The Maschinenmensch ("machine-human"), a gynoid humanoid robot, also called "Parody", "Futura", "Robotrix", or the "Maria impersonator" (played by German actress Brigitte Helm), perhaps the most memorable humanoid robot ever to appear on film, is depicted in Fritz Lang's film Metropolis.
1928 The electrical robot Eric opens an exhibition of the Society of Model Engineers at London's Royal Horticultural Hall in London, and tours the world
1941-42 Isaac Asimov formulates the Three Laws of Robotics, used in his robot science fiction stories, and in the process of doing so, coins the word "robotics".
1948 Norbert Wiener formulates the principles of cybernetics, the basis of practical robotics.
1961 The first digitally operated and programmable non-humanoid robot, the Unimate, is installed on a General Motors assembly line to lift hot pieces of metal from a die casting machine and stack them. It was created by George Devol and constructed by Unimation, the first robot manufacturing company.
1967 to 1972 Waseda University initiated the WABOT project in 1967, and in 1972 completed the WABOT-1, the world's first full-scale humanoid intelligent robot.[14][15] It was the first android, able to walk, communicate with a person in Japanese (with an artificial mouth), measure distances and directions to the objects using external receptors (artificial ears and eyes), and grip and transport objects with hands.[16][17][18]
1969 D.E. Whitney publishes his article "Resolved motion rate control of manipulators and human prosthesis".[19]
1970 Miomir Vukobratović has proposed Zero Moment Point, a theoretical model to explain biped locomotion.[20]
1972 Miomir Vukobratović and his associates at Mihajlo Pupin Institute build the first active anthropomorphic exoskeleton.
1980 Marc Raibert established the MIT Leg Lab, which is dedicated to studying legged locomotion and building dynamic legged robots.[21]
1983 Using MB Associates arms, "Greenman" was developed by Space and Naval Warfare Systems Center, San Diego. It had an exoskeletal master controller with kinematic equivalency and spatial correspondence of the torso, arms, and head. Its vision system consisted of two 525-line video cameras each having a 35-degree field of view and video camera eyepiece monitors mounted in an aviator's helmet.[22]
1984 At Waseda University, the Wabot-2 is created, a musician humanoid robot able to communicate with a person, read a normal musical score with his eyes and play tunes of average difficulty on an electronic organ.[16]
1985 Developed by Hitachi Ltd, WHL-11 is a biped robot capable of static walking on a flat surface at 13 seconds per step and it can also turn.[16]
1985 WASUBOT is another musician robot from Waseda University. It performed a concerto with the NHK Symphony Orchestra at the opening ceremony of the International Science and Technology Exposition.
1986 Honda developed seven biped robots which were designated E0 (Experimental Model 0) through E6. E0 was in 1986, E1 – E3 were done between 1987 and 1991, and E4 - E6 were done between 1991 and 1993.[23]
1989 Manny was a full-scale anthropomorphic robot with 42 degrees of freedom developed at Battelle's Pacific Northwest Laboratories in Richland, Washington, for the US Army's Dugway Proving Ground in Utah. It could not walk on its own but it could crawl, and had an artificial respiratory system to simulate breathing and sweating.[16]
1990 Tad McGeer showed that a biped mechanical structure with knees could walk passively down a sloping surface.[24]
1993 Honda developed P1 (Prototype Model 1) through P3, an evolution from E series, with upper limbs. Developed until 1997.[23]
1995 Hadaly was developed in Waseda University to study human-robot communication and has three subsystems: a head-eye subsystem, a voice control system for listening and speaking in Japanese, and a motion-control subsystem to use the arms to point toward campus destinations.
1995 Wabian is a human-size biped walking robot from Waseda University.
1996 Saika, a light-weight, human-size and low-cost humanoid robot, was developed at Tokyo University. Saika has a two-DOF neck, dual five-DOF upper arms, a torso and a head. Several types of hands and forearms are under development also. Developed until 1998.[16]
1997 Hadaly-2, developed at Waseda University, is a humanoid robot which realizes interactive communication with humans. It communicates not only informationally, but also physically.
2000 Honda creates its 11th bipedal humanoid robot, able to run, ASIMO.[23]
2001 Sony unveils small humanoid entertainment robots, dubbed Sony Dream Robot (SDR). Renamed Qrio in 2003.
2001 Fujitsu realized its first commercial humanoid robot named HOAP-1. Its successors HOAP-2 and HOAP-3 were announced in 2003 and 2005, respectively. HOAP is designed for a broad range of applications for R&D of robot technologies.[25]
2002 HRP-2, biped walking robot built by the Manufacturing Science and Technology Center (MSTC) in Tokyo.[26]
2003 JOHNNIE, an autonomous biped walking robot built at the Technical University of Munich. The main objective was to realize an anthropomorphic walking machine with a human-like, dynamically stable gait.[27]
2003 Actroid, a robot with realistic silicone "skin" developed by Osaka University in conjunction with Kokoro Company Ltd.[28]
2004 Persia, Iran's first humanoid robot, was developed using realistic simulation by researchers of Isfahan University of Technology in conjunction with ISTT.[29]
2004 KHR-1, a programmable bipedal humanoid robot introduced in June 2004 by a Japanese company Kondo Kagaku.
2005 The PKD Android, a conversational humanoid robot made in the likeness of science fiction novelist Philip K Dick, was developed as a collaboration between Hanson Robotics, the FedEx Institute of Technology, and the University of Memphis.[30]
2005 Wakamaru, a Japanese domestic robot made by Mitsubishi Heavy Industries, primarily intended to provide companionship to elderly and disabled people.[31]
2005 The Geminoid series is a series of ultra-realistic humanoid robots or Actroid developed by Hiroshi Ishiguro of ATR and Kokoro in Tokyo. The original one, Geminoid HI-1 was made at its image. Followed Geminoid-F in 2010 and Geminoid-DK in 2011.[32]
2006 Nao is a small open source programmable humanoid robot developed by Aldebaran Robotics, in France. Widely used by worldwide universities as a research platform and educational tool.[32]
2006 RoboTurk is designed and realized by Dr Davut Akdas and Dr Sabri Bicakci at Balikesir University. This Research Project Sponsored By The Scientific And Technological Research Council Of Turkey (TUBITAK) in 2006. RoboTurk is successor of biped robots named "Salford Lady" and "Gonzalez" at university of Salford in the UK. It is the first humanoid robot supported by Turkish Government.[33]
2006 REEM-A was the first fully autonomous European biped humanoid robot, designed to play chess with the Hydra Chess engine. The first robot developed by PAL Robotics, it was also used as a walking, manipulation, speech and vision development platform.[34]
2006 iCub, a biped humanoid open source robot for cognition research.[35]
2006 Mahru, a network-based biped humanoid robot developed in South Korea.[36]
2007 TOPIO, a ping pong playing robot developed by TOSY Robotics JSC.[37]
2007 Twendy-One, a robot developed by the WASEDA University Sugano Laboratory for home assistance services. It is not biped, as it uses an omni-directional mobile mechanism.[38]
2008 Justin, a humanoid robot developed by the German Aerospace Center (DLR).[39]
2008 KT-X, the first international humanoid robot developed as a collaboration between the five-time consecutive RoboCup champions, Team Osaka, and KumoTek Robotics.[40]
2008 Nexi, the first mobile, dexterous and social robot, makes its public debut as one of TIME magazine's top inventions of the year.[41] The robot was built through a collaboration between the MIT Media Lab Personal Robots Group,[42] UMass Amherst and Meka robotics.[43][44]
2008 Salvius, The first open source humanoid robot built in the United States is created.
2008 REEM-B, the second biped humanoid robot developed by PAL Robotics. It has the ability to autonomously learn its environment using various sensors and carry 20% of its own weight.[45]
2008 Surena, This robot was introduced in December 13, 2008. It had a height of 165 centimetres and weight of 60 kilograms, and is able to speak according to predefined text. It also has remote control and tracking ability.
2009 HRP-4C, a Japanese domestic robot made by National Institute of Advanced Industrial Science and Technology, shows human characteristics in addition to bipedal walking.
2009 Turkey's first dynamically walking humanoid robot, SURALP, is developed by Sabanci University in conjunction with Tubitak.[46]
2009 Kobian, a robot developed by WASEDA University can walk, talk and mimic emotions.[47]
2009 DARwIn-OP, an open source robot developed by ROBOTIS in collaboration with Virginia Tech, Purdue University, and University of Pennsylvania. This project was supported and sponsored by NSF.
2010 NASA and General Motors revealed Robonaut 2, a very advanced humanoid robot. It was part of the payload of Shuttle Discovery on the successful launch February 24, 2011. It is intended to do spacewalks for NASA.[48]
2010 Researchers at Japan's National Institute of Advanced Industrial Science and Technology demonstrate their humanoid robot HRP-4C singing and dancing along with human dancers.[49]
2010 In September the National Institute of Advanced Industrial Science and Technology also demonstrates the humanoid robot HRP-4. The HRP-4 resembles the HRP-4C in some regards but is called "athletic" and is not a gynoid.
2010 REEM, a humanoid service robot with a wheeled mobile base. Developed by PAL Robotics, it can perform autonomous navigation in various surroundings and has voice and face recognition capabilities.[50]
2011 Robot Auriga was developed by Ali Özgün HIRLAK and Burak Özdemir in 2011 at University of Cukurova. Auriga is the first brain controlled robot, designed in Turkey. Auriga can service food and medicine to paralysed people by patient's thoughts. EEG technology is adapted for manipulation of the robot. The project was supported by Turkish Government.[51]
2011 In November Honda unveiled its second generation Honda Asimo Robot. The all new Asimo is the first version of the robot with semi-autonomous capabilities.
2012 In April, the Advanced Robotics Department in Italian Institute of Technology released its first version of the COmpliant huMANoid robot COMAN which is designed for robust dynamic walking and balancing in rough terrain.[52]
2013 On December 20–21, 2013 DARPA Robotics Challenge ranked the top 16 humanoid robots competing for the US$2 million cash prize. The leading team, SCHAFT, with 27 out of a possible score of 30 was bought by Google.[53] PAL Robotics launches REEM-C the first humanoid biped robot developed as a robotics research platform 100% ROS based.
2014 Manav – India's first 3D printed humanoid robot developed in the laboratory of A-SET Training and Research Institutes by Diwakar Vaish (head Robotics and Research, A-SET Training and Research Institutes).[54]
2015 Nadine is a realistic female humanoid social robot designed in Nanyang Technological University, Singapore, and modelled on its director Professor Nadia Magnenat Thalmann. Nadine is a socially intelligent robot who is friendly, greets you back, makes eye contact, and remembers all the conversations you had with her.
2016 OceanOne, developed by a team at Stanford University, led by computer science professor Oussama Khatib, completes its first mission, diving for treasure in a shipwreck off the coast of France, at a depth of 100 meters. The robot is controlled remotely, has haptic sensors in its hands, and artificial intelligence capabilities.[55]

Notes

  1. ↑ "A Ping-Pong-Playing Terminator". Popular Science.
  2. ↑ "Best robot 2009". www.gadgetrivia.com. Archived from the original on July 24, 2010.
  3. ↑ "Shadow Robot Company: The Hand Technical Specification". Retrieved 2009-04-09.
  4. ↑ Bazylev D.N.; et al. (2015). "Approaches for stabilizing of biped robots in a standing position on movable support.". Scientific and Technical Journal of Information Technologies, Mechanics and Optics. 15 (3): 418.
  5. ↑ Dietrich, A., Whole-Body Impedance Control of Wheeled Humanoid Robots, ISBN 978-3-319-40556-8, Springer International Publishing, 2016, http://www.springer.com/de/book/9783319405568
  6. ↑ Joseph Needham (1986), Science and Civilization in China: Volume 2, p. 53, England: Cambridge University Press
  7. ↑ Hero of Alexandria; Bennet Woodcroft (trans.) (1851). Temple Doors opened by Fire on an Altar. Pneumatics of Hero of Alexandria. London: Taylor Walton and Maberly (online edition from University of Rochester, Rochester, NY). Retrieved on 2008-04-23.
  8. ↑ Fowler, Charles B. (October 1967), "The Museum of Music: A History of Mechanical Instruments", Music Educators Journal 54 (2): 45-9
  9. ↑ Rosheim, Mark E. (1994). Robot Evolution: The Development of Anthrobotics. Wiley-IEEE. pp. 9–10. ISBN 0-471-02622-0.
  10. ↑ "Ancient Discoveries, Episode 11: Ancient Robots". History Channel. Retrieved 2008-09-06.
  11. 1 2 "MegaGiant Robotics". megagiant.com.
  12. ↑
  13. ↑
  14. ↑ http://www.humanoid.waseda.ac.jp/booklet/kato_2-j.html
  15. ↑ Robotics and Mechatronics: Proceedings of the 4th IFToMM International Symposium on Robotics and Mechatronics, page 66
  16. 1 2 3 4 5 "Historical Android Projects". androidworld.com.
  17. ↑ Robots: From Science Fiction to Technological Revolution, page 130
  18. ↑ Handbook of Digital Human Modeling: Research for Applied Ergonomics and Human Factors Engineering, Chapter 3, pages 1-2
  19. ↑ Resolved motion rate control of manipulators and human prostheses DE Whitney - IEEE Transactions on Man-Machine Systems, 1969
  20. ↑
  21. ↑
  22. ↑
  23. 1 2 3 "Honda｜ASIMO｜ロボット開発の歴史". honda.co.jp.
  24. ↑ "droidlogic.com". droidlogic.com. Archived from the original on January 22, 2008.
  25. ↑ "Research & Development".
  26. ↑ "Humanoid Robotics".
  27. ↑
  28. ↑ "新サイトへ". kokoro-dreams.co.jp.
  29. ↑ "Humanoid Robot - Dynamics and Robotics Center".
  30. ↑ "PKD Android". pkdandroid.org.
  31. ↑
  32. 1 2 "Aldebaran Robotics". Aldebaran Robotics.
  33. ↑ Dr Davut Akdas, , RoboTurk,
  34. ↑ Eduard Gamonal. "PAL Robotics — advanced full-size humanoid service robots for events and research world-wide". pal-robotics.com. Archived from the original on 2012-01-04.
  35. ↑ "iCub.org". icub.org.
  36. ↑ Erico Guizzo. "Humanoid Robot Mahru Mimics a Person's Movements in Real Time". ieee.org.
  37. ↑ Roxana Deduleasa (5 December 2007). "I, the Ping-Pong Robot!". softpedia.
  38. ↑ 早稲田大学 理工学部 機械工学科 菅野研究室 TWENDYチーム. "TWENDY-ONE". twendyone.com.
  39. ↑ redaktion dlr.de; db. "DLR Portal - Der Mensch im Mittelpunkt - DLR präsentiert auf der AUTOMATICA ein neues Chirurgie-System". dlr.de.
  40. ↑
  41. ↑ "Best Inventions Of 2008". Time. 2008-10-29.
  42. ↑ "Personal Robots Group". Archived from the original on 2010-04-14.
  43. ↑ "Meka Robotics LLC". Archived from the original on 2011-01-02.
  44. ↑
  45. ↑ Eduard Gamonal. "PAL Robotics — advanced full-size humanoid service robots for events and research world-wide". pal-robotics.com. Archived from the original on 2012-03-09.
  46. ↑ "humanoid robot project". sabanciuniv.edu.
  47. ↑ "Japanese Humanoid Robot, Kobian, Walks, Talks, Crys and Laughs (VIDEO)". The Inquisitr News.
  48. ↑ "Say Hello to Robonaut2, NASA's Android Space Explorer of the Future". Popular Science.
  49. ↑ "How to Make a Humanoid Robot Dance".
  50. ↑ Eduard Gamonal. "PAL Robotics — advanced full-size humanoid service robots for events and research world-wide". pal-robotics.com.
  51. ↑ "'Türkler yapmış arkadaş' dedirttiler". MILLIYET HABER - TÜRKIYE'NIN HABER SITESI. 14 January 2012.
  52. ↑ "COmpliant HuMANoid Platform (COMAN)". iit.it.
  53. ↑ "Home". theroboticschallenge.org. Archived from the original on 2015-06-11.
  54. ↑ Menezes, Beryl. "Meet Manav, India’s first 3D-printed humanoid robot". www.livemint.com. Retrieved 2015-09-30.
  55. ↑

References

  • Asada, H. and Slotine, J.-J. E. (1986). Robot Analysis and Control. Wiley. ISBN 0-471-83029-1.
  • Arkin, Ronald C. (1998). Behavior-Based Robotics. MIT Press. ISBN 0-262-01165-4.
  • Brady, M., Hollerbach, J.M., Johnson, T., Lozano-Perez, T. and Mason, M. (1982), Robot Motion: Planning and Control. MIT Press. ISBN 0-262-02182-X.
  • Horn, Berthold, K. P. (1986). Robot Vision. MIT Press. ISBN 0-262-08159-8.
  • Craig, J. J. (1986). Introduction to Robotics: Mechanics and Control. Addison Wesley. ISBN 0-201-09528-9.
  • Everett, H. R. (1995). Sensors for Mobile Robots: Theory and Application. AK Peters. ISBN 1-56881-048-2.
  • Kortenkamp, D., Bonasso, R., Murphy, R. (1998). Artificial Intelligence and Mobile Robots. MIT Press. ISBN 0-262-61137-6.
  • Poole, D., Mackworth, A. and Goebel, R. (1998), Computational Intelligence: A Logical Approach. Oxford University Press. ISBN 0-19-510270-3.
  • Russell, R. A. (1990). Robot Tactile Sensing. Prentice Hall. ISBN 0-13-781592-1.
  • Russell, S. J. & Norvig, P. (1995). Artificial Intelligence: A Modern Approach. Prentice-Hall. Prentice Hall. ISBN 0-13-790395-2. http://www.techentice.com/manav-indias-first-3d-printed-robot-from-iit-mumbai/ http://www.livemint.com/Industry/rc86Iu7h3rb44087oDts1H/Meet-Manav-Indias-first-3Dprinted-humanoid-robot.html

Further reading

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