{"id":86,"date":"2011-05-16T08:32:59","date_gmt":"2011-05-16T03:02:59","guid":{"rendered":"http:\/\/www.iitg.ernet.in\/cse\/robotics\/?p=86"},"modified":"2011-09-04T19:07:08","modified_gmt":"2011-09-04T13:37:08","slug":"simulation-of-a-pet-robot-using-artificial-immune-system","status":"publish","type":"post","link":"https:\/\/www.iitg.ac.in\/cse\/robotics\/?p=86","title":{"rendered":"Simulation of a Pet Robot using Artificial Immune System"},"content":{"rendered":"<h2>Abstract of project:<\/h2>\n<p style=\"text-align: justify;\">The main objective of the project is to simulate the behavior of a pet  robot. The interaction of pet with the user is implemented through  speech. The aim is    to make the pet learn sequence of commands given by user. Here four  basic    commands  have  been  used  to  train  the  pet  initially  viz.   \u2018Move\u2019,  \u2018Attack\u2019,    \u2018Twist\u2019, \u2018Neon\u2019. \u2018Move\u2019 specifies the forward movement; \u2018Attack\u2019  characterizes    the rotation of its arm. It turns right to react on \u2018Twist\u2019 command  while it beeps    identifying its name \u2018Neon\u2019. Neon learns to perform a sequence of any  of the    three  commands  at  a  time.  To  implement  the  learning  we  have   used  the    Artificial Immune System (AIS). The basic fundamental of AIS is to  immune    the system by capturing and thus suppressing the Antigens using the  set of    Antibodies. The learning process is also influenced by Reward\/ Penalty  given    by user. It was observed that the learning procedure using AIS takes  much less    time  than  any  other  learning  mechanism.  The  energy  level   increases  with    intensity  of  Reward  given  and  decreases  with  the  actions   performed.  The tradeoffs are maintained by checking the critical value,  below which the motor    speed is affected. The learning is implemented in two levels of  hierarchy. When    the first level of learning of sequence of commands is over, Neon fine  tunes    itself,  in  the  second  level,  to  adapt  to  attributes  of   different  operations    depending on different user profiles.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Abstract of project: The main objective of the project is to simulate the behavior of a pet robot. The interaction of pet with the user is implemented through speech. The aim is to make the pet learn sequence of commands &hellip; <a href=\"https:\/\/www.iitg.ac.in\/cse\/robotics\/?p=86\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[15],"tags":[30,38,35,19,39,32],"_links":{"self":[{"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=\/wp\/v2\/posts\/86"}],"collection":[{"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=86"}],"version-history":[{"count":5,"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=\/wp\/v2\/posts\/86\/revisions"}],"predecessor-version":[{"id":293,"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=\/wp\/v2\/posts\/86\/revisions\/293"}],"wp:attachment":[{"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=86"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=86"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.iitg.ac.in\/cse\/robotics\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=86"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}