SlideShare a Scribd company logo
1 of 3
Download to read offline
International Journal of Trend in
International Open Access Journal
ISSN No: 2456
@ IJTSRD | Available Online @ www.ijtsrd.com
A Study on
Karthick Vishal.
Department of Computer Applications, Dr.
ABSTRACT
Mobile Robot competitions are vital way for
distribution of science and engineering to the
worldwide public but are also brilliant way of testing
and comparing unlike research policies. It is discuss
how today’s study challenges of Intelligent and
Autonomous Mobile Robots are being fingered by the
Autonomous Driving competition that takes place in
the Portuguese Robotics Open annual mobile robotics
competition.
Keyword: Mobile robot, micro mouse, office
navigation, ball collection, robot soccer, RoboCup,
robotics research programs, rough terrain, bounding,
motion planning, Little Dog, RRT, reachability
RRT, transverse linearization.
INTRODUCTION
Mobile robot competitions are for over 20 years. They
have motivated generations of students,
and amateurs alike, while overwhelming enormous
amount of research subsidy and own time and effort.
Oppositions provide a goal together with an objective
performance quantity, while widespread media
coverage allows participants to present their
wider environment. So it is time to take a look back
and reflect on the research result of a number of
events. In the next sections, we will take a nearer look
at three major international mobile robot
competitions. In the order of their creatio
are Micro mouse Contest, AAAI Mobile Robot
Competition, and RoboCup Robot Soccer. In robot
competitions this is reflected by guessing very strict
environments in early competitions, while later
competitions take place in more open spaces. Some
early robot competitions already played two
challenging robots against each other, while multiple
robots work together for a common task have only
been introduced a few years ago.
International Journal of Trend in Scientific Research and Development (IJTSRD)
International Open Access Journal | www.ijtsrd.com
ISSN No: 2456 - 6470 | Volume - 2 | Issue – 6 | Sep
www.ijtsrd.com | Volume – 2 | Issue – 6 | Sep-Oct 2018
n Mobile Robotics in Robotics
Karthick Vishal. K, Dr. S. Venkatesh Kumar
Department of Computer Applications, Dr. Sns Rajalakshmi College of Arts & Science,
Coimbatore, Tamil Nadu, India
Mobile Robot competitions are vital way for
distribution of science and engineering to the
worldwide public but are also brilliant way of testing
and comparing unlike research policies. It is discuss
how today’s study challenges of Intelligent and
ous Mobile Robots are being fingered by the
Autonomous Driving competition that takes place in
the Portuguese Robotics Open annual mobile robotics
Mobile robot, micro mouse, office
navigation, ball collection, robot soccer, RoboCup,
robotics research programs, rough terrain, bounding,
motion planning, Little Dog, RRT, reachability-guided
Mobile robot competitions are for over 20 years. They
have motivated generations of students, researchers
and amateurs alike, while overwhelming enormous
amount of research subsidy and own time and effort.
Oppositions provide a goal together with an objective
performance quantity, while widespread media
coverage allows participants to present their work to a
wider environment. So it is time to take a look back
and reflect on the research result of a number of
events. In the next sections, we will take a nearer look
at three major international mobile robot
competitions. In the order of their creation dates these
mouse Contest, AAAI Mobile Robot
Competition, and RoboCup Robot Soccer. In robot
competitions this is reflected by guessing very strict
environments in early competitions, while later
competitions take place in more open spaces. Some
early robot competitions already played two
challenging robots against each other, while multiple
robots work together for a common task have only
Odometry
Odometry is the broadly used direction finding
method for mobile robot locating; it provides good
short-term exactness, is low
high sampling rates, the fundamental idea of
odometry is the integration of incremental motion
information over time, which leads certainly to the
abundant meeting of errors.
The resulting errors can be categorized into one of
two groups:
• systematic errors
• non-systematic errors
Non-systematic errors are those that result from the
communication of the floor with the wheels.
Typically, when a mobile robot system is installe
with a hybrid odometry/landmark navigation.
SYSTEMATIC ERRORS
Measurement of Odometry Errors
One important but infrequently addressed difficulty in
mobile robotics is the quantitative
odometry errors. Absence of well
actions for the quantification of odometry errors
results in the poor standardization of mobile platforms
and single reports on odometric correctness in
scientific communications
Measurement of Non-Systematic Errors
Borenstein and Feng [1995] both propose
for calculating non-systematic errors. This method,
called extended UMBmark,
comparison of different robots under similar
conditions, though the measurement of non
systematic errors is less useful because it depends
strongly on the floor features.
Research and Development (IJTSRD)
www.ijtsrd.com
6 | Sep – Oct 2018
Oct 2018 Page: 872
Robotics
shmi College of Arts & Science,
Odometry is the broadly used direction finding
robot locating; it provides good
term exactness, is low-cost, and allows very
high sampling rates, the fundamental idea of
odometry is the integration of incremental motion
information over time, which leads certainly to the
s.
The resulting errors can be categorized into one of
systematic errors
systematic errors are those that result from the
communication of the floor with the wheels.
Typically, when a mobile robot system is installed
with a hybrid odometry/landmark navigation.
Measurement of Odometry Errors
One important but infrequently addressed difficulty in
quantitative measurement of
odometry errors. Absence of well-defined calculating
actions for the quantification of odometry errors
results in the poor standardization of mobile platforms
and single reports on odometric correctness in
Systematic Errors
Borenstein and Feng [1995] both proposed a method
systematic errors. This method,
extended UMBmark, can be used for
comparison of different robots under similar
conditions, though the measurement of non-
systematic errors is less useful because it depends
International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456
@ IJTSRD | Available Online @ www.ijtsrd.com
Inertial Navigation
Inertial navigation uses gyroscopes and
accelerometers to measure rate of rotation and
acceleration. Measurements are integrated once to
yield position. Inertial navigation systems have the
benefit that they are self-contained, that is, they don't
need external references. Inertial sensors are thus
mostly unsuitable for accurate positioning over an
extended period of time.
Accelerometers
Test results from the use of accelerometers for mobile
robot navigation have been generally poor. The
University of Michigan it was found that there is a
very poor signal-to-noise ratio at lower accelerations.
Accelerometers also suffer from extensive drif
they are sensitive to uneven ground because any
disturbance from a perfectly horizontal position will
cause the sensor to detect a component of the
gravitational acceleration.
Micro mouse Contest
This report from the first "Amazing Micro
Maze Contest" demonstrates the enormous media
interested in the first mobile robot competition. The
academic response was also overwhelming. Over
6000 entries followed the announcement of Don
Christiansen [5], who originally suggested the contest.
The task is for a robot mouse to drive from start to
goal in the fastest time. Rules changed somewhat over
time, in order to allow exploring the whole maze and
then compute the shortest path, while also counting
exploration time at a reduced factor.
AAAI Mobile Robot Competition
At the end of the 1980s, the micro mouse
outlived itself and the robotics research community
was losing interest. The problem was solved and did
not provide any new challenges.
RoboCup
The Robot World Cup Initiative (RoboCup) is an
attempt to intelligent robotics research by providing a
typical problem where wide series of technologies can
be integrated. For this purpose, RoboCup chose to use
soccer game, and organized an world cup known as
The Robot World Cup Soccer Games and
Conferences.
GLOBAL POSIONING SYSTEM (GPS)
The Global Positioning System (GPS) is a
revolutionary technology for outdoor navigation.
International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456
www.ijtsrd.com | Volume – 2 | Issue – 6 | Sep-Oct 2018
Inertial navigation uses gyroscopes and
accelerometers to measure rate of rotation and
acceleration. Measurements are integrated once to
yield position. Inertial navigation systems have the
contained, that is, they don't
need external references. Inertial sensors are thus
mostly unsuitable for accurate positioning over an
Test results from the use of accelerometers for mobile
robot navigation have been generally poor. The
University of Michigan it was found that there is a
noise ratio at lower accelerations.
Accelerometers also suffer from extensive drift, and
they are sensitive to uneven ground because any
disturbance from a perfectly horizontal position will
cause the sensor to detect a component of the
This report from the first "Amazing Micro-Mouse
Contest" demonstrates the enormous media
interested in the first mobile robot competition. The
academic response was also overwhelming. Over
6000 entries followed the announcement of Don
Christiansen [5], who originally suggested the contest.
for a robot mouse to drive from start to
goal in the fastest time. Rules changed somewhat over
time, in order to allow exploring the whole maze and
then compute the shortest path, while also counting
mouse contest had
outlived itself and the robotics research community
was losing interest. The problem was solved and did
The Robot World Cup Initiative (RoboCup) is an
attempt to intelligent robotics research by providing a
typical problem where wide series of technologies can
be integrated. For this purpose, RoboCup chose to use
soccer game, and organized an world cup known as
The Robot World Cup Soccer Games and
GLOBAL POSIONING SYSTEM (GPS)
The Global Positioning System (GPS) is a
revolutionary technology for outdoor navigation.
GPS was developed as a Joint Services Program
by the Department of Defence.
The system comprises 24 satellites (including
three spares) which transmit encoded RF signals.
Using advanced trilateration methods, ground
based receivers can compute their position by
measuring the travel time of the satellites' RF
signals, which include
satellites' momentary location.
This intentional degradation in positional accuracy
to around 100 meters (328 ft) worst case is termed
selective availability (SA)
Fractional Availability of Signals:
The dynamic test was found by
instrumented van over different types of territory.
The various routes were chosen so that the GPS
receivers would be subjected to a wide variety of
obstructions.
Large trucks, underpasses highway signs,
buildings, foliage, as well as small c
found on the interstate and rural highway driving
routes.
AUTONOMOUS DRIVING COMPETITION
RULES
The Autonomous Driving competition aims at
promoting developments in devices, techniques and
systems usable for vehicle autonomous driving either
in restricted areas or, hopefully in the future, larger
public spaces, such as pathways, roads and parks.
Therefore, the challenge comprises a path with an 8
shaped configuration simulating a road, which, for the
last version of the competition, defines a t
street about 1.5 m wide.
Background
The problem of fast movement over tough terrain has
been an active research topic in robotics, beginning
with the seminal work by Raibert in the 1980s). The
research can be roughly divided into two categories.
The first category uses knowledge of the robot mand
environment within a motion planning framework.
Little Dog Model
An essential component of any model based planning
approach is adequately accurate identification of the
system dynamics. Obtaining an acc
model for Little Dog is challenging owing to
subtleties in the ground interactions and the dominant
effects of motor saturations and transmission
dynamics.
International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456-6470
Oct 2018 Page: 873
GPS was developed as a Joint Services Program
by the Department of Defence.
The system comprises 24 satellites (including
three spares) which transmit encoded RF signals.
Using advanced trilateration methods, ground-
based receivers can compute their position by
measuring the travel time of the satellites' RF
information about the
satellites' momentary location.
This intentional degradation in positional accuracy
to around 100 meters (328 ft) worst case is termed
selective availability (SA)
Fractional Availability of Signals:
The dynamic test was found by driving an
instrumented van over different types of territory.
The various routes were chosen so that the GPS
receivers would be subjected to a wide variety of
Large trucks, underpasses highway signs,
buildings, foliage, as well as small canyons were
found on the interstate and rural highway driving
AUTONOMOUS DRIVING COMPETITION
The Autonomous Driving competition aims at
promoting developments in devices, techniques and
systems usable for vehicle autonomous driving either
n restricted areas or, hopefully in the future, larger
public spaces, such as pathways, roads and parks.
Therefore, the challenge comprises a path with an 8-
shaped configuration simulating a road, which, for the
last version of the competition, defines a two-way
The problem of fast movement over tough terrain has
been an active research topic in robotics, beginning
with the seminal work by Raibert in the 1980s). The
research can be roughly divided into two categories.
The first category uses knowledge of the robot mand
environment within a motion planning framework.
An essential component of any model based planning
approach is adequately accurate identification of the
system dynamics. Obtaining an accurate dynamic
Dog is challenging owing to
subtleties in the ground interactions and the dominant
effects of motor saturations and transmission
International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456
@ IJTSRD | Available Online @ www.ijtsrd.com
Motion Planning Algorithm
Here we can formulate the problem of finding a
feasible trajectory from an initial condition of the
robot to a goal region defined by a desired location of
the COM.
Reach ability-guided RRT Overview
Sample based planning methods such as the RRT can
be very fast for certain applications. However, such
algorithms depend on a distance metric to determine
distance from which would invalidate the use of a
proper Euclidean distance metric that assumes a
smooth continuous space of actions. The idea of
Reachability can be an exclusively powerful concept
for sample based planning in the background of macro
actions, as the accessible region does not have to be
native to its parent node.
Simulation Results
It is presented three modifications to
implementation of the RRT to plan bounding
with Little Dog: (1) a simple motion primitive;
reach ability guidance; and (3) task-space biasing.
Each of these components could be implemented
separately, but they worked particularly well when
combined.
CONCLUSION
Mobile robotics is a big opportunity for robotics
research. They create student interest and inspire them
to work dedicated on their projects. Competitions
create media interest and may even generate
additional funds from external sources. The practical
solutions students find for all the small problems on
their way to a competition will teach them more skills
than a lecture ever can. So it is actually a good idea to
participate in a robot competition, provided that the
individual research goals are covered by the particular
event.
International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456
www.ijtsrd.com | Volume – 2 | Issue – 6 | Sep-Oct 2018
Here we can formulate the problem of finding a
ectory from an initial condition of the
robot to a goal region defined by a desired location of
Sample based planning methods such as the RRT can
be very fast for certain applications. However, such
end on a distance metric to determine
distance from which would invalidate the use of a
proper Euclidean distance metric that assumes a
smooth continuous space of actions. The idea of
Reachability can be an exclusively powerful concept
nning in the background of macro
actions, as the accessible region does not have to be
It is presented three modifications to the standard
implementation of the RRT to plan bounding motions
(1) a simple motion primitive; (2)
space biasing.
of these components could be implemented
they worked particularly well when
Mobile robotics is a big opportunity for robotics
esearch. They create student interest and inspire them
to work dedicated on their projects. Competitions
create media interest and may even generate
additional funds from external sources. The practical
solutions students find for all the small problems on
their way to a competition will teach them more skills
than a lecture ever can. So it is actually a good idea to
participate in a robot competition, provided that the
individual research goals are covered by the particular
REFERENCE
1. Farrell, J. L., 1976, “Integrated Aircraft
Navigation.” Academic Press, New York, NY,
ISBN 0-12-249750-3.
2. Feng, L., Fainman, Y., and Koren, Y., 1992,
“Estimate of Absolute Position of Mobile Systems
by Opto-electronic Processor,” IEEE Transactions
on Man, Machine and Cybernetics, Vol. 22, No. 5,
pp. 954-963.
3. Fleury, S. and Baron, T., 1992, “Absolute
External Mobile Robot Localization Using a
Single Image.” Proceedings of the 1992 SPIE
Conference on Mobile Robots, Boston, MA, Nov.
18-20, pp. 131-143.
4. Fukui, I., 1981, “TV Image Processing to
Determine the Position of a Robot Vehicle.”
Pattern Recognition, Vol. 14, pp. 101
5. Getting, I. A., 1993, “The Global Positioning
System,” IEE Spectrum, December, pp. 36
6. Gothard, B. M., Etersky, R.
1993, “Lessons Learned on a Low
Navigation System for the Surrogate Semi
Autonomous Vehicle.” SPIE Proceedings, Vol.
2058, Mobile Robots VIII, pp. 258
7. Gould, L., 1990, “Is Off-Wire Guidance Alive or
Dead?” Managing Automation, May, pp
8. Roger Allan, The amazing micro
they won, IEEE Spectrum, Sep. 1979, vol. 16, no.
9, pp. 62-65
9. John Billingsley, micro mouse
battle in Europe, Practical Computing, Dec. 1982,
pp. 130-131
10. T. Bräunl, B. Graf, Robot Soccer
Vision, Pacific Rim International Conference on
Artificial Intelligence, Singapore, Nov. 1998, pp.
14-23
International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456-6470
Oct 2018 Page: 874
, 1976, “Integrated Aircraft
Navigation.” Academic Press, New York, NY,
Feng, L., Fainman, Y., and Koren, Y., 1992,
“Estimate of Absolute Position of Mobile Systems
electronic Processor,” IEEE Transactions
ybernetics, Vol. 22, No. 5,
Fleury, S. and Baron, T., 1992, “Absolute
External Mobile Robot Localization Using a
Single Image.” Proceedings of the 1992 SPIE
Conference on Mobile Robots, Boston, MA, Nov.
TV Image Processing to
Determine the Position of a Robot Vehicle.”
Pattern Recognition, Vol. 14, pp. 101-109.
A., 1993, “The Global Positioning
System,” IEE Spectrum, December, pp. 36-47.
M., Etersky, R. D., and Ewing, R. E.,
1993, “Lessons Learned on a Low-Cost Global
Navigation System for the Surrogate Semi-
Autonomous Vehicle.” SPIE Proceedings, Vol.
2058, Mobile Robots VIII, pp. 258-269.
Wire Guidance Alive or
Dead?” Managing Automation, May, pp. 38-40.
Roger Allan, The amazing micro mice: see how
they won, IEEE Spectrum, Sep. 1979, vol. 16, no.
micro mouse - Mighty mice
battle in Europe, Practical Computing, Dec. 1982,
T. Bräunl, B. Graf, Robot Soccer with Local
Vision, Pacific Rim International Conference on
Artificial Intelligence, Singapore, Nov. 1998, pp.

More Related Content

Similar to A Study on Mobile Robotics in Robotics

IRJET- Path Finder with Obstacle Avoidance Robot
IRJET-  	  Path Finder with Obstacle Avoidance RobotIRJET-  	  Path Finder with Obstacle Avoidance Robot
IRJET- Path Finder with Obstacle Avoidance RobotIRJET Journal
 
Sensor Based Motion Control of Mobile Car Robot
Sensor Based Motion Control of Mobile Car RobotSensor Based Motion Control of Mobile Car Robot
Sensor Based Motion Control of Mobile Car Robotijtsrd
 
IRJET- Can Robots are Changing the World: A Review
IRJET- Can Robots are Changing the World: A ReviewIRJET- Can Robots are Changing the World: A Review
IRJET- Can Robots are Changing the World: A ReviewIRJET Journal
 
Obstacle Avoidance Robotic Vehicle Using Ultrasonic Sensor, Android and Bluet...
Obstacle Avoidance Robotic Vehicle Using Ultrasonic Sensor, Android and Bluet...Obstacle Avoidance Robotic Vehicle Using Ultrasonic Sensor, Android and Bluet...
Obstacle Avoidance Robotic Vehicle Using Ultrasonic Sensor, Android and Bluet...IRJET Journal
 
RESEARCH ON THE MOBILE ROBOTS INTELLIGENT PATH PLANNING BASED ON ANT COLONY A...
RESEARCH ON THE MOBILE ROBOTS INTELLIGENT PATH PLANNING BASED ON ANT COLONY A...RESEARCH ON THE MOBILE ROBOTS INTELLIGENT PATH PLANNING BASED ON ANT COLONY A...
RESEARCH ON THE MOBILE ROBOTS INTELLIGENT PATH PLANNING BASED ON ANT COLONY A...cscpconf
 
IRJET - Robots and their Applications
IRJET - Robots and their ApplicationsIRJET - Robots and their Applications
IRJET - Robots and their ApplicationsIRJET Journal
 
A one decade survey of autonomous mobile robot systems
A one decade survey of autonomous mobile robot systems A one decade survey of autonomous mobile robot systems
A one decade survey of autonomous mobile robot systems IJECEIAES
 
A novel visual tracking scheme for unstructured indoor environments
A novel visual tracking scheme for unstructured indoor environmentsA novel visual tracking scheme for unstructured indoor environments
A novel visual tracking scheme for unstructured indoor environmentsIJECEIAES
 
Research on the mobile robots intelligent path planning based on ant colony a...
Research on the mobile robots intelligent path planning based on ant colony a...Research on the mobile robots intelligent path planning based on ant colony a...
Research on the mobile robots intelligent path planning based on ant colony a...csandit
 
Swarm robotics : Design and implementation
Swarm robotics : Design and implementationSwarm robotics : Design and implementation
Swarm robotics : Design and implementationIJECEIAES
 
Based on ant colony algorithm to solve
Based on ant colony algorithm to solveBased on ant colony algorithm to solve
Based on ant colony algorithm to solveijaia
 
Analysis_of_Navigation_Assistants_for_Blind_and_Visually_Impaired_People_A_Sy...
Analysis_of_Navigation_Assistants_for_Blind_and_Visually_Impaired_People_A_Sy...Analysis_of_Navigation_Assistants_for_Blind_and_Visually_Impaired_People_A_Sy...
Analysis_of_Navigation_Assistants_for_Blind_and_Visually_Impaired_People_A_Sy...ssuser50a5ec
 
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTUREMULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTUREijcseit
 
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE ijcseit
 
A multi-objective evolutionary scheme for control points deployment in intell...
A multi-objective evolutionary scheme for control points deployment in intell...A multi-objective evolutionary scheme for control points deployment in intell...
A multi-objective evolutionary scheme for control points deployment in intell...IJECEIAES
 
Introduction to the Special issue on ‘‘Future trends in robotics and autonomo...
Introduction to the Special issue on ‘‘Future trends in robotics and autonomo...Introduction to the Special issue on ‘‘Future trends in robotics and autonomo...
Introduction to the Special issue on ‘‘Future trends in robotics and autonomo...Anand Bhojan
 
IRJET - An Intelligent Pothole Detection System using Deep Learning
IRJET -  	  An Intelligent Pothole Detection System using Deep LearningIRJET -  	  An Intelligent Pothole Detection System using Deep Learning
IRJET - An Intelligent Pothole Detection System using Deep LearningIRJET Journal
 
Path Optimization for Mobile Robot Using Genetic Algorithm
Path Optimization for Mobile Robot Using Genetic AlgorithmPath Optimization for Mobile Robot Using Genetic Algorithm
Path Optimization for Mobile Robot Using Genetic AlgorithmIRJET Journal
 

Similar to A Study on Mobile Robotics in Robotics (20)

IRJET- Path Finder with Obstacle Avoidance Robot
IRJET-  	  Path Finder with Obstacle Avoidance RobotIRJET-  	  Path Finder with Obstacle Avoidance Robot
IRJET- Path Finder with Obstacle Avoidance Robot
 
Sensor Based Motion Control of Mobile Car Robot
Sensor Based Motion Control of Mobile Car RobotSensor Based Motion Control of Mobile Car Robot
Sensor Based Motion Control of Mobile Car Robot
 
IRJET- Can Robots are Changing the World: A Review
IRJET- Can Robots are Changing the World: A ReviewIRJET- Can Robots are Changing the World: A Review
IRJET- Can Robots are Changing the World: A Review
 
Ts 2 b topic
Ts 2 b topicTs 2 b topic
Ts 2 b topic
 
Obstacle Avoidance Robotic Vehicle Using Ultrasonic Sensor, Android and Bluet...
Obstacle Avoidance Robotic Vehicle Using Ultrasonic Sensor, Android and Bluet...Obstacle Avoidance Robotic Vehicle Using Ultrasonic Sensor, Android and Bluet...
Obstacle Avoidance Robotic Vehicle Using Ultrasonic Sensor, Android and Bluet...
 
RESEARCH ON THE MOBILE ROBOTS INTELLIGENT PATH PLANNING BASED ON ANT COLONY A...
RESEARCH ON THE MOBILE ROBOTS INTELLIGENT PATH PLANNING BASED ON ANT COLONY A...RESEARCH ON THE MOBILE ROBOTS INTELLIGENT PATH PLANNING BASED ON ANT COLONY A...
RESEARCH ON THE MOBILE ROBOTS INTELLIGENT PATH PLANNING BASED ON ANT COLONY A...
 
IRJET - Robots and their Applications
IRJET - Robots and their ApplicationsIRJET - Robots and their Applications
IRJET - Robots and their Applications
 
A one decade survey of autonomous mobile robot systems
A one decade survey of autonomous mobile robot systems A one decade survey of autonomous mobile robot systems
A one decade survey of autonomous mobile robot systems
 
A novel visual tracking scheme for unstructured indoor environments
A novel visual tracking scheme for unstructured indoor environmentsA novel visual tracking scheme for unstructured indoor environments
A novel visual tracking scheme for unstructured indoor environments
 
Research on the mobile robots intelligent path planning based on ant colony a...
Research on the mobile robots intelligent path planning based on ant colony a...Research on the mobile robots intelligent path planning based on ant colony a...
Research on the mobile robots intelligent path planning based on ant colony a...
 
Swarm robotics : Design and implementation
Swarm robotics : Design and implementationSwarm robotics : Design and implementation
Swarm robotics : Design and implementation
 
Based on ant colony algorithm to solve
Based on ant colony algorithm to solveBased on ant colony algorithm to solve
Based on ant colony algorithm to solve
 
Analysis_of_Navigation_Assistants_for_Blind_and_Visually_Impaired_People_A_Sy...
Analysis_of_Navigation_Assistants_for_Blind_and_Visually_Impaired_People_A_Sy...Analysis_of_Navigation_Assistants_for_Blind_and_Visually_Impaired_People_A_Sy...
Analysis_of_Navigation_Assistants_for_Blind_and_Visually_Impaired_People_A_Sy...
 
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTUREMULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
 
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
MULTI-AGENT BASED IOT SMART WASTE MONITORING AND COLLECTION ARCHITECTURE
 
A multi-objective evolutionary scheme for control points deployment in intell...
A multi-objective evolutionary scheme for control points deployment in intell...A multi-objective evolutionary scheme for control points deployment in intell...
A multi-objective evolutionary scheme for control points deployment in intell...
 
Introduction to the Special issue on ‘‘Future trends in robotics and autonomo...
Introduction to the Special issue on ‘‘Future trends in robotics and autonomo...Introduction to the Special issue on ‘‘Future trends in robotics and autonomo...
Introduction to the Special issue on ‘‘Future trends in robotics and autonomo...
 
IRJET - An Intelligent Pothole Detection System using Deep Learning
IRJET -  	  An Intelligent Pothole Detection System using Deep LearningIRJET -  	  An Intelligent Pothole Detection System using Deep Learning
IRJET - An Intelligent Pothole Detection System using Deep Learning
 
Big data helps pedestrian planning take a big step forward
Big data helps pedestrian planning take a big step forwardBig data helps pedestrian planning take a big step forward
Big data helps pedestrian planning take a big step forward
 
Path Optimization for Mobile Robot Using Genetic Algorithm
Path Optimization for Mobile Robot Using Genetic AlgorithmPath Optimization for Mobile Robot Using Genetic Algorithm
Path Optimization for Mobile Robot Using Genetic Algorithm
 

More from ijtsrd

‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementationijtsrd
 
Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...ijtsrd
 
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and ProspectsDynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and Prospectsijtsrd
 
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...ijtsrd
 
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...ijtsrd
 
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...ijtsrd
 
Problems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A StudyProblems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A Studyijtsrd
 
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...ijtsrd
 
The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...ijtsrd
 
A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...ijtsrd
 
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...ijtsrd
 
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...ijtsrd
 
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. SadikuSustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadikuijtsrd
 
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...ijtsrd
 
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...ijtsrd
 
Activating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment MapActivating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment Mapijtsrd
 
Educational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger SocietyEducational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger Societyijtsrd
 
Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...ijtsrd
 
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...ijtsrd
 
Streamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine LearningStreamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine Learningijtsrd
 

More from ijtsrd (20)

‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation‘Six Sigma Technique’ A Journey Through its Implementation
‘Six Sigma Technique’ A Journey Through its Implementation
 
Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...Edge Computing in Space Enhancing Data Processing and Communication for Space...
Edge Computing in Space Enhancing Data Processing and Communication for Space...
 
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and ProspectsDynamics of Communal Politics in 21st Century India Challenges and Prospects
Dynamics of Communal Politics in 21st Century India Challenges and Prospects
 
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
Assess Perspective and Knowledge of Healthcare Providers Towards Elehealth in...
 
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...The Impact of Digital Media on the Decentralization of Power and the Erosion ...
The Impact of Digital Media on the Decentralization of Power and the Erosion ...
 
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
Online Voices, Offline Impact Ambedkars Ideals and Socio Political Inclusion ...
 
Problems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A StudyProblems and Challenges of Agro Entreprenurship A Study
Problems and Challenges of Agro Entreprenurship A Study
 
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
Comparative Analysis of Total Corporate Disclosure of Selected IT Companies o...
 
The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...The Impact of Educational Background and Professional Training on Human Right...
The Impact of Educational Background and Professional Training on Human Right...
 
A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...A Study on the Effective Teaching Learning Process in English Curriculum at t...
A Study on the Effective Teaching Learning Process in English Curriculum at t...
 
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
The Role of Mentoring and Its Influence on the Effectiveness of the Teaching ...
 
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
Design Simulation and Hardware Construction of an Arduino Microcontroller Bas...
 
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. SadikuSustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
Sustainable Energy by Paul A. Adekunte | Matthew N. O. Sadiku | Janet O. Sadiku
 
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
Concepts for Sudan Survey Act Implementations Executive Regulations and Stand...
 
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
Towards the Implementation of the Sudan Interpolated Geoid Model Khartoum Sta...
 
Activating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment MapActivating Geospatial Information for Sudans Sustainable Investment Map
Activating Geospatial Information for Sudans Sustainable Investment Map
 
Educational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger SocietyEducational Unity Embracing Diversity for a Stronger Society
Educational Unity Embracing Diversity for a Stronger Society
 
Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...Integration of Indian Indigenous Knowledge System in Management Prospects and...
Integration of Indian Indigenous Knowledge System in Management Prospects and...
 
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
DeepMask Transforming Face Mask Identification for Better Pandemic Control in...
 
Streamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine LearningStreamlining Data Collection eCRF Design and Machine Learning
Streamlining Data Collection eCRF Design and Machine Learning
 

Recently uploaded

internship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerinternship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerunnathinaik
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxAnaBeatriceAblay2
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
Pharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfPharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfMahmoud M. Sallam
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxNirmalaLoungPoorunde1
 
Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxOH TEIK BIN
 
भारत-रोम व्यापार.pptx, Indo-Roman Trade,
भारत-रोम व्यापार.pptx, Indo-Roman Trade,भारत-रोम व्यापार.pptx, Indo-Roman Trade,
भारत-रोम व्यापार.pptx, Indo-Roman Trade,Virag Sontakke
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsKarinaGenton
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionSafetyChain Software
 
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxHistory Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxsocialsciencegdgrohi
 
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTiammrhaywood
 
Science lesson Moon for 4th quarter lesson
Science lesson Moon for 4th quarter lessonScience lesson Moon for 4th quarter lesson
Science lesson Moon for 4th quarter lessonJericReyAuditor
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxmanuelaromero2013
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 

Recently uploaded (20)

internship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developerinternship ppt on smartinternz platform as salesforce developer
internship ppt on smartinternz platform as salesforce developer
 
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
Pharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfPharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdf
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptx
 
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
 
Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptx
 
भारत-रोम व्यापार.pptx, Indo-Roman Trade,
भारत-रोम व्यापार.pptx, Indo-Roman Trade,भारत-रोम व्यापार.pptx, Indo-Roman Trade,
भारत-रोम व्यापार.pptx, Indo-Roman Trade,
 
9953330565 Low Rate Call Girls In Rohini Delhi NCR
9953330565 Low Rate Call Girls In Rohini  Delhi NCR9953330565 Low Rate Call Girls In Rohini  Delhi NCR
9953330565 Low Rate Call Girls In Rohini Delhi NCR
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its Characteristics
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory Inspection
 
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxHistory Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
 
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdfTataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
 
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPTECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
ECONOMIC CONTEXT - LONG FORM TV DRAMA - PPT
 
Staff of Color (SOC) Retention Efforts DDSD
Staff of Color (SOC) Retention Efforts DDSDStaff of Color (SOC) Retention Efforts DDSD
Staff of Color (SOC) Retention Efforts DDSD
 
Science lesson Moon for 4th quarter lesson
Science lesson Moon for 4th quarter lessonScience lesson Moon for 4th quarter lesson
Science lesson Moon for 4th quarter lesson
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptx
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 

A Study on Mobile Robotics in Robotics

  • 1. International Journal of Trend in International Open Access Journal ISSN No: 2456 @ IJTSRD | Available Online @ www.ijtsrd.com A Study on Karthick Vishal. Department of Computer Applications, Dr. ABSTRACT Mobile Robot competitions are vital way for distribution of science and engineering to the worldwide public but are also brilliant way of testing and comparing unlike research policies. It is discuss how today’s study challenges of Intelligent and Autonomous Mobile Robots are being fingered by the Autonomous Driving competition that takes place in the Portuguese Robotics Open annual mobile robotics competition. Keyword: Mobile robot, micro mouse, office navigation, ball collection, robot soccer, RoboCup, robotics research programs, rough terrain, bounding, motion planning, Little Dog, RRT, reachability RRT, transverse linearization. INTRODUCTION Mobile robot competitions are for over 20 years. They have motivated generations of students, and amateurs alike, while overwhelming enormous amount of research subsidy and own time and effort. Oppositions provide a goal together with an objective performance quantity, while widespread media coverage allows participants to present their wider environment. So it is time to take a look back and reflect on the research result of a number of events. In the next sections, we will take a nearer look at three major international mobile robot competitions. In the order of their creatio are Micro mouse Contest, AAAI Mobile Robot Competition, and RoboCup Robot Soccer. In robot competitions this is reflected by guessing very strict environments in early competitions, while later competitions take place in more open spaces. Some early robot competitions already played two challenging robots against each other, while multiple robots work together for a common task have only been introduced a few years ago. International Journal of Trend in Scientific Research and Development (IJTSRD) International Open Access Journal | www.ijtsrd.com ISSN No: 2456 - 6470 | Volume - 2 | Issue – 6 | Sep www.ijtsrd.com | Volume – 2 | Issue – 6 | Sep-Oct 2018 n Mobile Robotics in Robotics Karthick Vishal. K, Dr. S. Venkatesh Kumar Department of Computer Applications, Dr. Sns Rajalakshmi College of Arts & Science, Coimbatore, Tamil Nadu, India Mobile Robot competitions are vital way for distribution of science and engineering to the worldwide public but are also brilliant way of testing and comparing unlike research policies. It is discuss how today’s study challenges of Intelligent and ous Mobile Robots are being fingered by the Autonomous Driving competition that takes place in the Portuguese Robotics Open annual mobile robotics Mobile robot, micro mouse, office navigation, ball collection, robot soccer, RoboCup, robotics research programs, rough terrain, bounding, motion planning, Little Dog, RRT, reachability-guided Mobile robot competitions are for over 20 years. They have motivated generations of students, researchers and amateurs alike, while overwhelming enormous amount of research subsidy and own time and effort. Oppositions provide a goal together with an objective performance quantity, while widespread media coverage allows participants to present their work to a wider environment. So it is time to take a look back and reflect on the research result of a number of events. In the next sections, we will take a nearer look at three major international mobile robot competitions. In the order of their creation dates these mouse Contest, AAAI Mobile Robot Competition, and RoboCup Robot Soccer. In robot competitions this is reflected by guessing very strict environments in early competitions, while later competitions take place in more open spaces. Some early robot competitions already played two challenging robots against each other, while multiple robots work together for a common task have only Odometry Odometry is the broadly used direction finding method for mobile robot locating; it provides good short-term exactness, is low high sampling rates, the fundamental idea of odometry is the integration of incremental motion information over time, which leads certainly to the abundant meeting of errors. The resulting errors can be categorized into one of two groups: • systematic errors • non-systematic errors Non-systematic errors are those that result from the communication of the floor with the wheels. Typically, when a mobile robot system is installe with a hybrid odometry/landmark navigation. SYSTEMATIC ERRORS Measurement of Odometry Errors One important but infrequently addressed difficulty in mobile robotics is the quantitative odometry errors. Absence of well actions for the quantification of odometry errors results in the poor standardization of mobile platforms and single reports on odometric correctness in scientific communications Measurement of Non-Systematic Errors Borenstein and Feng [1995] both propose for calculating non-systematic errors. This method, called extended UMBmark, comparison of different robots under similar conditions, though the measurement of non systematic errors is less useful because it depends strongly on the floor features. Research and Development (IJTSRD) www.ijtsrd.com 6 | Sep – Oct 2018 Oct 2018 Page: 872 Robotics shmi College of Arts & Science, Odometry is the broadly used direction finding robot locating; it provides good term exactness, is low-cost, and allows very high sampling rates, the fundamental idea of odometry is the integration of incremental motion information over time, which leads certainly to the s. The resulting errors can be categorized into one of systematic errors systematic errors are those that result from the communication of the floor with the wheels. Typically, when a mobile robot system is installed with a hybrid odometry/landmark navigation. Measurement of Odometry Errors One important but infrequently addressed difficulty in quantitative measurement of odometry errors. Absence of well-defined calculating actions for the quantification of odometry errors results in the poor standardization of mobile platforms and single reports on odometric correctness in Systematic Errors Borenstein and Feng [1995] both proposed a method systematic errors. This method, extended UMBmark, can be used for comparison of different robots under similar conditions, though the measurement of non- systematic errors is less useful because it depends
  • 2. International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456 @ IJTSRD | Available Online @ www.ijtsrd.com Inertial Navigation Inertial navigation uses gyroscopes and accelerometers to measure rate of rotation and acceleration. Measurements are integrated once to yield position. Inertial navigation systems have the benefit that they are self-contained, that is, they don't need external references. Inertial sensors are thus mostly unsuitable for accurate positioning over an extended period of time. Accelerometers Test results from the use of accelerometers for mobile robot navigation have been generally poor. The University of Michigan it was found that there is a very poor signal-to-noise ratio at lower accelerations. Accelerometers also suffer from extensive drif they are sensitive to uneven ground because any disturbance from a perfectly horizontal position will cause the sensor to detect a component of the gravitational acceleration. Micro mouse Contest This report from the first "Amazing Micro Maze Contest" demonstrates the enormous media interested in the first mobile robot competition. The academic response was also overwhelming. Over 6000 entries followed the announcement of Don Christiansen [5], who originally suggested the contest. The task is for a robot mouse to drive from start to goal in the fastest time. Rules changed somewhat over time, in order to allow exploring the whole maze and then compute the shortest path, while also counting exploration time at a reduced factor. AAAI Mobile Robot Competition At the end of the 1980s, the micro mouse outlived itself and the robotics research community was losing interest. The problem was solved and did not provide any new challenges. RoboCup The Robot World Cup Initiative (RoboCup) is an attempt to intelligent robotics research by providing a typical problem where wide series of technologies can be integrated. For this purpose, RoboCup chose to use soccer game, and organized an world cup known as The Robot World Cup Soccer Games and Conferences. GLOBAL POSIONING SYSTEM (GPS) The Global Positioning System (GPS) is a revolutionary technology for outdoor navigation. International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456 www.ijtsrd.com | Volume – 2 | Issue – 6 | Sep-Oct 2018 Inertial navigation uses gyroscopes and accelerometers to measure rate of rotation and acceleration. Measurements are integrated once to yield position. Inertial navigation systems have the contained, that is, they don't need external references. Inertial sensors are thus mostly unsuitable for accurate positioning over an Test results from the use of accelerometers for mobile robot navigation have been generally poor. The University of Michigan it was found that there is a noise ratio at lower accelerations. Accelerometers also suffer from extensive drift, and they are sensitive to uneven ground because any disturbance from a perfectly horizontal position will cause the sensor to detect a component of the This report from the first "Amazing Micro-Mouse Contest" demonstrates the enormous media interested in the first mobile robot competition. The academic response was also overwhelming. Over 6000 entries followed the announcement of Don Christiansen [5], who originally suggested the contest. for a robot mouse to drive from start to goal in the fastest time. Rules changed somewhat over time, in order to allow exploring the whole maze and then compute the shortest path, while also counting mouse contest had outlived itself and the robotics research community was losing interest. The problem was solved and did The Robot World Cup Initiative (RoboCup) is an attempt to intelligent robotics research by providing a typical problem where wide series of technologies can be integrated. For this purpose, RoboCup chose to use soccer game, and organized an world cup known as The Robot World Cup Soccer Games and GLOBAL POSIONING SYSTEM (GPS) The Global Positioning System (GPS) is a revolutionary technology for outdoor navigation. GPS was developed as a Joint Services Program by the Department of Defence. The system comprises 24 satellites (including three spares) which transmit encoded RF signals. Using advanced trilateration methods, ground based receivers can compute their position by measuring the travel time of the satellites' RF signals, which include satellites' momentary location. This intentional degradation in positional accuracy to around 100 meters (328 ft) worst case is termed selective availability (SA) Fractional Availability of Signals: The dynamic test was found by instrumented van over different types of territory. The various routes were chosen so that the GPS receivers would be subjected to a wide variety of obstructions. Large trucks, underpasses highway signs, buildings, foliage, as well as small c found on the interstate and rural highway driving routes. AUTONOMOUS DRIVING COMPETITION RULES The Autonomous Driving competition aims at promoting developments in devices, techniques and systems usable for vehicle autonomous driving either in restricted areas or, hopefully in the future, larger public spaces, such as pathways, roads and parks. Therefore, the challenge comprises a path with an 8 shaped configuration simulating a road, which, for the last version of the competition, defines a t street about 1.5 m wide. Background The problem of fast movement over tough terrain has been an active research topic in robotics, beginning with the seminal work by Raibert in the 1980s). The research can be roughly divided into two categories. The first category uses knowledge of the robot mand environment within a motion planning framework. Little Dog Model An essential component of any model based planning approach is adequately accurate identification of the system dynamics. Obtaining an acc model for Little Dog is challenging owing to subtleties in the ground interactions and the dominant effects of motor saturations and transmission dynamics. International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456-6470 Oct 2018 Page: 873 GPS was developed as a Joint Services Program by the Department of Defence. The system comprises 24 satellites (including three spares) which transmit encoded RF signals. Using advanced trilateration methods, ground- based receivers can compute their position by measuring the travel time of the satellites' RF information about the satellites' momentary location. This intentional degradation in positional accuracy to around 100 meters (328 ft) worst case is termed selective availability (SA) Fractional Availability of Signals: The dynamic test was found by driving an instrumented van over different types of territory. The various routes were chosen so that the GPS receivers would be subjected to a wide variety of Large trucks, underpasses highway signs, buildings, foliage, as well as small canyons were found on the interstate and rural highway driving AUTONOMOUS DRIVING COMPETITION The Autonomous Driving competition aims at promoting developments in devices, techniques and systems usable for vehicle autonomous driving either n restricted areas or, hopefully in the future, larger public spaces, such as pathways, roads and parks. Therefore, the challenge comprises a path with an 8- shaped configuration simulating a road, which, for the last version of the competition, defines a two-way The problem of fast movement over tough terrain has been an active research topic in robotics, beginning with the seminal work by Raibert in the 1980s). The research can be roughly divided into two categories. The first category uses knowledge of the robot mand environment within a motion planning framework. An essential component of any model based planning approach is adequately accurate identification of the system dynamics. Obtaining an accurate dynamic Dog is challenging owing to subtleties in the ground interactions and the dominant effects of motor saturations and transmission
  • 3. International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456 @ IJTSRD | Available Online @ www.ijtsrd.com Motion Planning Algorithm Here we can formulate the problem of finding a feasible trajectory from an initial condition of the robot to a goal region defined by a desired location of the COM. Reach ability-guided RRT Overview Sample based planning methods such as the RRT can be very fast for certain applications. However, such algorithms depend on a distance metric to determine distance from which would invalidate the use of a proper Euclidean distance metric that assumes a smooth continuous space of actions. The idea of Reachability can be an exclusively powerful concept for sample based planning in the background of macro actions, as the accessible region does not have to be native to its parent node. Simulation Results It is presented three modifications to implementation of the RRT to plan bounding with Little Dog: (1) a simple motion primitive; reach ability guidance; and (3) task-space biasing. Each of these components could be implemented separately, but they worked particularly well when combined. CONCLUSION Mobile robotics is a big opportunity for robotics research. They create student interest and inspire them to work dedicated on their projects. Competitions create media interest and may even generate additional funds from external sources. The practical solutions students find for all the small problems on their way to a competition will teach them more skills than a lecture ever can. So it is actually a good idea to participate in a robot competition, provided that the individual research goals are covered by the particular event. International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456 www.ijtsrd.com | Volume – 2 | Issue – 6 | Sep-Oct 2018 Here we can formulate the problem of finding a ectory from an initial condition of the robot to a goal region defined by a desired location of Sample based planning methods such as the RRT can be very fast for certain applications. However, such end on a distance metric to determine distance from which would invalidate the use of a proper Euclidean distance metric that assumes a smooth continuous space of actions. The idea of Reachability can be an exclusively powerful concept nning in the background of macro actions, as the accessible region does not have to be It is presented three modifications to the standard implementation of the RRT to plan bounding motions (1) a simple motion primitive; (2) space biasing. of these components could be implemented they worked particularly well when Mobile robotics is a big opportunity for robotics esearch. They create student interest and inspire them to work dedicated on their projects. Competitions create media interest and may even generate additional funds from external sources. The practical solutions students find for all the small problems on their way to a competition will teach them more skills than a lecture ever can. So it is actually a good idea to participate in a robot competition, provided that the individual research goals are covered by the particular REFERENCE 1. Farrell, J. L., 1976, “Integrated Aircraft Navigation.” Academic Press, New York, NY, ISBN 0-12-249750-3. 2. Feng, L., Fainman, Y., and Koren, Y., 1992, “Estimate of Absolute Position of Mobile Systems by Opto-electronic Processor,” IEEE Transactions on Man, Machine and Cybernetics, Vol. 22, No. 5, pp. 954-963. 3. Fleury, S. and Baron, T., 1992, “Absolute External Mobile Robot Localization Using a Single Image.” Proceedings of the 1992 SPIE Conference on Mobile Robots, Boston, MA, Nov. 18-20, pp. 131-143. 4. Fukui, I., 1981, “TV Image Processing to Determine the Position of a Robot Vehicle.” Pattern Recognition, Vol. 14, pp. 101 5. Getting, I. A., 1993, “The Global Positioning System,” IEE Spectrum, December, pp. 36 6. Gothard, B. M., Etersky, R. 1993, “Lessons Learned on a Low Navigation System for the Surrogate Semi Autonomous Vehicle.” SPIE Proceedings, Vol. 2058, Mobile Robots VIII, pp. 258 7. Gould, L., 1990, “Is Off-Wire Guidance Alive or Dead?” Managing Automation, May, pp 8. Roger Allan, The amazing micro they won, IEEE Spectrum, Sep. 1979, vol. 16, no. 9, pp. 62-65 9. John Billingsley, micro mouse battle in Europe, Practical Computing, Dec. 1982, pp. 130-131 10. T. Bräunl, B. Graf, Robot Soccer Vision, Pacific Rim International Conference on Artificial Intelligence, Singapore, Nov. 1998, pp. 14-23 International Journal of Trend in Scientific Research and Development (IJTSRD) ISSN: 2456-6470 Oct 2018 Page: 874 , 1976, “Integrated Aircraft Navigation.” Academic Press, New York, NY, Feng, L., Fainman, Y., and Koren, Y., 1992, “Estimate of Absolute Position of Mobile Systems electronic Processor,” IEEE Transactions ybernetics, Vol. 22, No. 5, Fleury, S. and Baron, T., 1992, “Absolute External Mobile Robot Localization Using a Single Image.” Proceedings of the 1992 SPIE Conference on Mobile Robots, Boston, MA, Nov. TV Image Processing to Determine the Position of a Robot Vehicle.” Pattern Recognition, Vol. 14, pp. 101-109. A., 1993, “The Global Positioning System,” IEE Spectrum, December, pp. 36-47. M., Etersky, R. D., and Ewing, R. E., 1993, “Lessons Learned on a Low-Cost Global Navigation System for the Surrogate Semi- Autonomous Vehicle.” SPIE Proceedings, Vol. 2058, Mobile Robots VIII, pp. 258-269. Wire Guidance Alive or Dead?” Managing Automation, May, pp. 38-40. Roger Allan, The amazing micro mice: see how they won, IEEE Spectrum, Sep. 1979, vol. 16, no. micro mouse - Mighty mice battle in Europe, Practical Computing, Dec. 1982, T. Bräunl, B. Graf, Robot Soccer with Local Vision, Pacific Rim International Conference on Artificial Intelligence, Singapore, Nov. 1998, pp.