SlideShare a Scribd company logo
1 of 5
Download to read offline
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2861
LIDAR BASED AUTONOMOUS ROBOT
SHRUTI.M.S1, SWATHI.P2, SHINY.A3
1,2,3PANIMALAR ENGINEERING COLLEGE, ELECTRONICS AND COMMUNICATION ENGINEERING
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - Lidar imaging systems are one of the calescent
topics in optotronics industry. The yearn to sense the
surroundings of every autonomous vehicle has pushed
forward a race dedicated to deciding the final solution to be
implemented using various techniques. The famish of
technology has led to the use of the new technology called
Lidar. It enables a self-driving car or any robot, to observe
the world with exiguous special super powers. The reader is
provided with a detailed bibliography containing both
relevant books and state-of-the-art papers for further
progress in the subject.
Keywords
LIDAR, Automatic Car.
1. Introduction:
Lidar based car can also be called as robotic cars or
autonomous car. It is used for human or object transport
by sensing the surroundings, without causing any harm to
human beings. Combination of advanced control systems
interpret sensory information to identify required
appropriate navigation paths, as well as obstacles. Long
distance object carriage or trucking can be preferred as
the next implementation of this project design.
Simply put, the base of this research can be defined as
follows:
1. Robots that can be run without human help.
2. The creation of LIDAR based robots and cars.
3. Working on lidar instead of Radar.
4. With the increase in technology, Lidar can be preferred
for most of the projects.
2. History
Experiments on automated driving systems (ADS) have
been conducted since at least the 1920s.The original
experimental trials began in the 1950s.LIDAR was born in
the 1960s, just after the advent of the laser. Although the
Lidar based technology or robotics are new to the world
and as much effective. Lidar has been a well-known
measurement technique since the past century, with
established publications and a dense bibliography corpus.
Lidar stands on a simple working principle based on
counting the time between events in magnitudes carried
out by light backscattered energy from a pulsed beam.
3. Autonomous Vehicle
The meaning of "Autonomous" is self governing. A motor
vehicle that is designed and constructed in order to move
autonomously or on its own for certain periods of time
without continuous driver supervision but in respect of
which driver intervention is still expected or required.
4. Lidar Based
In this project Lidar is used as the primary sensor.
Excluding aside machine learning, Internet of Things and
the cloud, namely LIDAR (Light Detection and Ranging)
can lead the way in the development of advanced
autonomous vehicles.
4.1 Super Powers
LIDAR enables a any robot to sense the world and control
the output of the robot.
4.1.1 Continuous 360 degrees of visibility
Lidar acts as human eyes that are allowed to see in all
directions all of the time.
4.1.2 Insanely accurate depth information
Instead of guessing the location, Lidar could always
predict the precise distance (to an accuracy of _2cm) of
objects in relation to the sensor.
5. How it works?
Simply put a LIDAR sensor continuously fires off beams of
laser light, and then measures how long it takes for the
light to return to the sensor. The rapid laser signals,
sometimes can vary up to 150,000 pulses per second. It
can also detect the exact size of the object. LIDAR is
commonly used to make high-resolution maps.
Figure 1: LIDAR image output after placing itin a car.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2862
6. Principles of LIDAR
Imaging
The primary principle used in LIDAR imaging is time-of-
flight (TOF).Here, depth is measured by counting the
number of time delays in circumstances in light emitted
from a source. There are three approaches to this base:
6.1 Pulsed Approach
Lidar allows the creation of a 3D point cloud of a part of
the environment of the unit. Hence, the range or distance
to the destination object is measured based on the round-
trip delay of light waves that travel to the destination
object. This may be achieved by modulating the intensity,
phase, and frequency of the transmitted signal and
measuring the time required for that modulation pattern
to appear back at the receiver. Here the range is
determined by multiplying the speed of light in a medium,
by the time a light pulse takes to travel the distance to the
target. Since the speed of light is a given constant while we
stay within the same optical medium, the distance to the
object is directly proportional to the traveled time. The
measured time is obviously representative of twice the
distance to the object, as light travels to the target forth
and back, and, therefore, must be halved to give the actual
range value to the target.
Figure 2: Pulsed Approach, where R is the range to the
target, c is the speed of light (c=3_108 m/s) in free space
and toF is the time it takes for the pulse of energy to travel
from its emitter to the observed object and then back to
the receiver.
6.2 Continuous Wave Amplitude Modulated (AMCW)
Approach
A second approach is based on amplitude modulation of a
continuous wave (AMCW), so the phase of the emitted and
scattered detected waves are compared, allowing us to
measure distance. In this pulsed case, as the emission is
continuous, which makes the amplitude of the received
signal to remain below the eye-safe limit at all times. The
AMCW approach consists of using the intensity
modulation of endless lightwave rather than the optical
maser pulses mentioned before. This principle is known as
CW modulation, phase-measurement, or amplitude
modulated continuous-wave (AMCW). It uses the phase-
shift evoked in Associate in Nursing intensity-modulated
periodic signal in its roundtrip to the target so as to get the
vary price. The optical power is modulated with a
relentless frequency fM, generally of some tenths of Mc,
therefore the emitted beam could be a curved
or sq. wave of frequency fM. When reflection from the
target, a detector collects the received lightweight signal.
activity of the gap R is deduced from the part shift
occurring between the mirrored and therefore the emitted
signal.
Figure 3: Continuous Wave Amplitude Modulated
(AMCW) Approach, where R and c are, again, the range to
the target and the speed of light in free space; kM is the
wavenumber associated to the modulation frequency, d is
the total distance travelled and fM is the modulation
frequency of the amplitude of the signal.
6.3 Continuous Wave Frequency
Modulated (FMCW) Approach
Inexorably, a third approach is defined by frequency-
modulated continuous-wave (FMCW) techniques, enabled
by direct modulation and demodulation of the signals in
the frequency domain, allowing detection by a coherent
superposition of the emitted and detected wave. For a
static target, the jitter between the collected light and the
reference causes a constant frequency difference fr, from
the mixed beams. This concedes the instantaneous
frequency that vary under a linear law, fr is directly
proportional to tOF and hence proportional to the target
range also.
Figure 4: Continuous Wave Frequency Modulated
(FMCW) Approach, where B is the bandwidth of the
frequency sweep, T denotes the period of the ramp, and
equals the total travelled time toF.
7. Combining of LIDAR and Robots
The main application of LIDAR involves the generation of
huge 3-dimensional maps, which can be further used to
navigate the car or robot appropriately. The mapping and
navigation of an environment, using LIDAR can be further
used to know ahead of time the bounds of a lane, or that
there is a stop sign or traffic light 500m ahead. This kind of
predictability is exactly what a technology like automatic
cars require.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2863
Figure 5: LIDAR IMAGING
8. Experimental Model
The output of LIDAR is a 3D image of depth and distance of
objects present between the source and the destination.
Today, all the robots are evolved around coding. Thus, the
robotic prototype will be coded such that, when the LIDAR
senses any obstacle it will be coded to stop and move in
the direction without obstacle. Today, the technology is so
advanced that the direction of movement of the pedestrian
can also be detected, so that the robot can acknowledge if
it has to wait for the pedestrian to cross or to move along
the direction of the pedestrian. The combination of
amazing navigation, predictability and high-resolution
object tracking has meant that LIDAR is the key sensor in
automatic cars
Figure 6: LIDAR technology used in aeroplanes to view 3-
dimensional images of the earth
8.1 Vehicles
LIDAR has been used to create Adaptive Cruise Control
*(ACC) systems for automobiles. Systems such as those by
Siemens and Hella use a LIDAR device mounted in the
front of the vehicle to monitor the distance between the
vehicle and any vehicle in front of it. Often, the lasers are
placed onto the bumper. In the event that the vehicle in
front slows down or is too close, the ACC applies the
brakes to slow or stop the vehicle. When the road ahead is
clear, the ACC allows the vehicle to speed up to speed
preset by the driver. LIDAR is also being incorporated into
a development called Pre-Scan where a laser scans the
road surface several hundred times a second. This
information is then fed to the cars on-board computer and
processed in a fraction of a second which adjusts the
individual suspension at each wheel. The aim of this
technology is to achieve the smoothest and safest ride
possible by preempting the wheel and tyres reactions to
imperfections in the road surface or warn about obstacles
and pot holes.
8.2 The Future Of LIDAR
The 2 advantages with a real focus of decrease in cost and
increase in range Cost Decrease: The lowest cost system is
actually achieved using surround view sensors like LIDAR
because rotation reuses the lens, lasers and detectors
across the field of view, versus using additional sensors
each containing individual lenses, lasers and detectors.
This reuse is both the most economical, as well as the most
powerful, as it reduces the error associated with merging
different points of view in real-time — something that
really counts when the vehicle is moving at speed.
Resolution and Range Increase: The huge jump in the
number of applications for LIDAR has brought with it a
flood of talented founders and teams starting companies
in the space.
Higher resolution output and increased tracking range
(200m in some cases) will provide better object
recognition and tracking NOTE: The statement on
resolution is mentioned by Velodyne in an interview
https://www.youtube.com/watch?v=tZ8WbSNsNaU.
9. Pending Issues
While the deployment of lidar imaging systems for
autonomous vehicles seems unstoppable, and major
automotive manufacturers are starting to select providers
for data collection units and introducing them in
commercial vehicles, the final technology implementation
is still uncertain in several relevant details. The selection
of the most appropriate technology and scanning strategy
among the different competing alternatives in terms of
cost and functionality still needs in depth work, and
becomes one of the most visible examples of the current
uncertainty in the industry.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2864
However, beyond the final technology of choice, there are
still several relevant issues that need to be worked out for
the full implementation of lidar imaging systems in
commercial vehicles. Here we present a list of pending
issues to be solved, in particular considering automotive.
A complete list of all potential pending issues is impossible
to compile, but we propose what seems to us some very
relevant problems for lidar deployment, most of them
general to all types of measurement principles and
implementations.
10. Why not RADAR?
Radar (radio direction and ranging), very similar to
SONAR, that was associated the technology developed
throughout an notorious warfare (WorldWar 2). Rather
than using light or sound waves, it instead utilizes radio
waves to live distance. Today’s world has a tendency to
build use of a great deal of measuring instrument (using
metropolis sensors) on Homer, and it’s a triedand- tested
technique that may accurately discover and track objects
as way as 200m away. The RADAR system works in much
the same
way as the LiDAR, having an unique feature being that it
uses radio waves instead of laser or light waves. In the
RADAR instrument, the size of the antenna doubles up as a
radar receiver as well as a transmitter. Nonetheless, radio
waves have scant absorption compared to the light waves
when contacting objects. Thus, they can work over a
relatively long distance.
The most well-known use of RADAR technology is for
military purposes. RADARS are often equipped in case of
Airplanes and battleships to measure altitude. They can
also be used to detect other transport devices and objects
in the vicinity.
11. Adverse Circumstances
Every coin has two sides, this technology also comes with
a few distinct disadvantages. The LIDAR system can
readily detect objects located in the range of 30 meters to
200 meters. But, when it comes to identifying objects in
the vicinity, the system is a big letdown. It works well in all
light conditions, but the performance starts to dwindle in
the snow, fog, rain, and dusty weather conditions. It also
provides a poor optical recognition. That’s why, self-
driving car manufacturers such as Google often use LIDAR
along with secondary sensors such as cameras and
ultrasonic sensors. The RADAR system, on the other hand,
is relatively less expensive. Cost is one of the rea sons why
Tesla has chosen this technology over LiDAR. It also works
equally well in all weather conditions such as fog, rain, and
snow, and dust.
However, it is less angularly accurate than Li-DAR as it
loses the sight of the target vehicle on curves. It may get
confused if multiple objects are placed very close to each
other. For example, it may consider two small cars in the
vicinity as one large vehicle and send wrong proximity
signal.
Unlike the LiDAR system, RADAR can determine relative
traffic speed or the velocity of a moving object accurately
using the Doppler frequency shift.
12. Conclusions
Lidar imaging systems are a novel type of sensor enabling
complete 3D perception of the environment, and not just
the conventional 2D projection obtained from a camera.
Within this paper, we have tried to describe in detail the
different configurations of lidar imaging systems available
for autonomous vehicles. Despite the discussion becoming
biased towards cars because of the rising activity in the
field, similar considerations to the ones presented here
may be stated for maritime or aerial vehicles. We
reviewed and compared the three main working
principles underlying all lidar measurements, to then
overview the main strategies involved in imaging, grouped
into scanners (mechanical, MEMS and OPAs) and detector
arrays (flash and TOF approaches). Afterwards, we tried to
overview the principal considerations related to sources
and photo-detectors used in lidar imaging systems units at
present, showing its advantages and disadvantages. We
finished with some of the most relevant pending issues
which lidar imaging systems in vehicles need to overcome
to become the reality everyone is expecting.
13. Acknowledgements
When a LIDAR is mounted on a mobile platform like
satellites, airplanes or vehicles, it’s necessary to see
absolutely the position and also the orientation of the
detector to retain useable knowledge. world Positioning
Systems give correct geographical info concerning the
position of the detector associate degreed an Inertia
activity Unit (IMU) records the precise orientation of the
detector at that location. These 2 devices give the tactic for
translating detector knowledge into static points to be
used in a very kind of systems.
14. Appendix
Figure 7: Simple representation of LIDAR used in cars
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2865
15. References
1. https://en.wikipedia.org/wiki/Self-drivingcar
2. https://www.fierceelectronics.com/components/
lidarvs-radar
3. https://news.voyage.auto/an-introductionto-
lidar-the-key-self-driving-car-
sensora7e405590cff
4. https://www.mdpi.com/2076-
3417/9/19/4093/htm
5. http://www.lidar-uk.com/how-lidar-
works/Hansard, M.; Lee, S.; Choi, O.; Horaud, R.P.
6. Time-of-Flight Cameras: Principles, Methods and
Applications; Springer Science Business Media:
Berlin, Germany, 2012. [Google Scholar]

More Related Content

What's hot

Light to-camera communication for context-aware mobile services in exhibits
Light to-camera communication for context-aware mobile services in exhibitsLight to-camera communication for context-aware mobile services in exhibits
Light to-camera communication for context-aware mobile services in exhibitsLihguong Jang
 
Research on Car Reversing Radar System Based on Ultrasonic
Research on Car Reversing Radar System Based on UltrasonicResearch on Car Reversing Radar System Based on Ultrasonic
Research on Car Reversing Radar System Based on UltrasonicEngineering Publication House
 
SIMULATIONS OF ADAPTIVE ALGORITHMS FOR SPATIAL BEAMFORMING
SIMULATIONS OF ADAPTIVE ALGORITHMS FOR SPATIAL BEAMFORMINGSIMULATIONS OF ADAPTIVE ALGORITHMS FOR SPATIAL BEAMFORMING
SIMULATIONS OF ADAPTIVE ALGORITHMS FOR SPATIAL BEAMFORMINGijiert bestjournal
 
Mimo broadcast-scheduling-for-weighted-sum-rate-maximization
Mimo broadcast-scheduling-for-weighted-sum-rate-maximizationMimo broadcast-scheduling-for-weighted-sum-rate-maximization
Mimo broadcast-scheduling-for-weighted-sum-rate-maximizationCemal Ardil
 
OPTICAL TIME DOMAIN REFLECTOMETRY-OTDR
OPTICAL TIME DOMAIN REFLECTOMETRY-OTDROPTICAL TIME DOMAIN REFLECTOMETRY-OTDR
OPTICAL TIME DOMAIN REFLECTOMETRY-OTDRPremashis Kumar
 
PSO-GSA Tuned Dynamic Allocation in Wireless Video Sensor Networks for IOT
PSO-GSA Tuned Dynamic Allocation in Wireless Video Sensor Networks for IOTPSO-GSA Tuned Dynamic Allocation in Wireless Video Sensor Networks for IOT
PSO-GSA Tuned Dynamic Allocation in Wireless Video Sensor Networks for IOTIRJET Journal
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
Nd at s best practices for single mode tier i ii testing 01-2011
Nd at s   best practices for single mode tier i  ii testing 01-2011Nd at s   best practices for single mode tier i  ii testing 01-2011
Nd at s best practices for single mode tier i ii testing 01-2011Dean Murray
 
IRJET- Design and Analysis of Passive Multi-Static Radar System
IRJET-  	  Design and Analysis of Passive Multi-Static Radar SystemIRJET-  	  Design and Analysis of Passive Multi-Static Radar System
IRJET- Design and Analysis of Passive Multi-Static Radar SystemIRJET Journal
 
CE6404 ANNA UNIVERSITY Unit iii total station surveying
CE6404 ANNA UNIVERSITY Unit iii total station surveyingCE6404 ANNA UNIVERSITY Unit iii total station surveying
CE6404 ANNA UNIVERSITY Unit iii total station surveyingDr Gopikrishnan T
 
Marvelmind indoor positioning technologies review
Marvelmind indoor positioning technologies reviewMarvelmind indoor positioning technologies review
Marvelmind indoor positioning technologies reviewMarvelmind Robotics
 
All-Optical OFDM Generation for IEEE802.11a Based on Soliton Carriers Using M...
All-Optical OFDM Generation for IEEE802.11a Based on Soliton Carriers Using M...All-Optical OFDM Generation for IEEE802.11a Based on Soliton Carriers Using M...
All-Optical OFDM Generation for IEEE802.11a Based on Soliton Carriers Using M...University of Malaya (UM)
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
Smart Antenna for RFID Systems 2.55
Smart Antenna for RFID Systems 2.55Smart Antenna for RFID Systems 2.55
Smart Antenna for RFID Systems 2.55Eng. Majid Faleh
 
ATI's Radar Systems Analysis & Design using MATLAB Technical Training Short C...
ATI's Radar Systems Analysis & Design using MATLAB Technical Training Short C...ATI's Radar Systems Analysis & Design using MATLAB Technical Training Short C...
ATI's Radar Systems Analysis & Design using MATLAB Technical Training Short C...Jim Jenkins
 
A robust doa–based smart antenna processor for gsm base stations
A robust doa–based smart antenna processor for gsm base stationsA robust doa–based smart antenna processor for gsm base stations
A robust doa–based smart antenna processor for gsm base stationsmarwaeng
 

What's hot (20)

Light to-camera communication for context-aware mobile services in exhibits
Light to-camera communication for context-aware mobile services in exhibitsLight to-camera communication for context-aware mobile services in exhibits
Light to-camera communication for context-aware mobile services in exhibits
 
Research on Car Reversing Radar System Based on Ultrasonic
Research on Car Reversing Radar System Based on UltrasonicResearch on Car Reversing Radar System Based on Ultrasonic
Research on Car Reversing Radar System Based on Ultrasonic
 
SIMULATIONS OF ADAPTIVE ALGORITHMS FOR SPATIAL BEAMFORMING
SIMULATIONS OF ADAPTIVE ALGORITHMS FOR SPATIAL BEAMFORMINGSIMULATIONS OF ADAPTIVE ALGORITHMS FOR SPATIAL BEAMFORMING
SIMULATIONS OF ADAPTIVE ALGORITHMS FOR SPATIAL BEAMFORMING
 
Mimo broadcast-scheduling-for-weighted-sum-rate-maximization
Mimo broadcast-scheduling-for-weighted-sum-rate-maximizationMimo broadcast-scheduling-for-weighted-sum-rate-maximization
Mimo broadcast-scheduling-for-weighted-sum-rate-maximization
 
Ijetcas14 443
Ijetcas14 443Ijetcas14 443
Ijetcas14 443
 
OPTICAL TIME DOMAIN REFLECTOMETRY-OTDR
OPTICAL TIME DOMAIN REFLECTOMETRY-OTDROPTICAL TIME DOMAIN REFLECTOMETRY-OTDR
OPTICAL TIME DOMAIN REFLECTOMETRY-OTDR
 
PSO-GSA Tuned Dynamic Allocation in Wireless Video Sensor Networks for IOT
PSO-GSA Tuned Dynamic Allocation in Wireless Video Sensor Networks for IOTPSO-GSA Tuned Dynamic Allocation in Wireless Video Sensor Networks for IOT
PSO-GSA Tuned Dynamic Allocation in Wireless Video Sensor Networks for IOT
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
Nd at s best practices for single mode tier i ii testing 01-2011
Nd at s   best practices for single mode tier i  ii testing 01-2011Nd at s   best practices for single mode tier i  ii testing 01-2011
Nd at s best practices for single mode tier i ii testing 01-2011
 
IRJET- Design and Analysis of Passive Multi-Static Radar System
IRJET-  	  Design and Analysis of Passive Multi-Static Radar SystemIRJET-  	  Design and Analysis of Passive Multi-Static Radar System
IRJET- Design and Analysis of Passive Multi-Static Radar System
 
CE6404 ANNA UNIVERSITY Unit iii total station surveying
CE6404 ANNA UNIVERSITY Unit iii total station surveyingCE6404 ANNA UNIVERSITY Unit iii total station surveying
CE6404 ANNA UNIVERSITY Unit iii total station surveying
 
energy_detection
energy_detectionenergy_detection
energy_detection
 
D04512328
D04512328D04512328
D04512328
 
Marvelmind indoor positioning technologies review
Marvelmind indoor positioning technologies reviewMarvelmind indoor positioning technologies review
Marvelmind indoor positioning technologies review
 
All-Optical OFDM Generation for IEEE802.11a Based on Soliton Carriers Using M...
All-Optical OFDM Generation for IEEE802.11a Based on Soliton Carriers Using M...All-Optical OFDM Generation for IEEE802.11a Based on Soliton Carriers Using M...
All-Optical OFDM Generation for IEEE802.11a Based on Soliton Carriers Using M...
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
Smart Antenna for RFID Systems 2.55
Smart Antenna for RFID Systems 2.55Smart Antenna for RFID Systems 2.55
Smart Antenna for RFID Systems 2.55
 
ATI's Radar Systems Analysis & Design using MATLAB Technical Training Short C...
ATI's Radar Systems Analysis & Design using MATLAB Technical Training Short C...ATI's Radar Systems Analysis & Design using MATLAB Technical Training Short C...
ATI's Radar Systems Analysis & Design using MATLAB Technical Training Short C...
 
Hl3413921395
Hl3413921395Hl3413921395
Hl3413921395
 
A robust doa–based smart antenna processor for gsm base stations
A robust doa–based smart antenna processor for gsm base stationsA robust doa–based smart antenna processor for gsm base stations
A robust doa–based smart antenna processor for gsm base stations
 

Similar to IRJET - Lidar based Autonomous Robot

Implementation of Doppler Radar Based Vehicle Speed Detection System
Implementation of Doppler Radar Based Vehicle Speed Detection SystemImplementation of Doppler Radar Based Vehicle Speed Detection System
Implementation of Doppler Radar Based Vehicle Speed Detection Systemijtsrd
 
Cruise control devices
Cruise control devicesCruise control devices
Cruise control devicesPrashant Kumar
 
IRJET- Automatic Luggage Follower
IRJET- Automatic Luggage FollowerIRJET- Automatic Luggage Follower
IRJET- Automatic Luggage FollowerIRJET Journal
 
IRJET - A Real-Time Pothole Detection Approach for a Safety Transportation Sy...
IRJET - A Real-Time Pothole Detection Approach for a Safety Transportation Sy...IRJET - A Real-Time Pothole Detection Approach for a Safety Transportation Sy...
IRJET - A Real-Time Pothole Detection Approach for a Safety Transportation Sy...IRJET Journal
 
IRJET- Pothole and Hump Recognition using Lidar Sensor
IRJET-  	  Pothole and Hump Recognition using Lidar SensorIRJET-  	  Pothole and Hump Recognition using Lidar Sensor
IRJET- Pothole and Hump Recognition using Lidar SensorIRJET Journal
 
Cruise control
Cruise controlCruise control
Cruise controlSyed Imad
 
Robust automotive radar interference mitigation using multiplicative-adaptive...
Robust automotive radar interference mitigation using multiplicative-adaptive...Robust automotive radar interference mitigation using multiplicative-adaptive...
Robust automotive radar interference mitigation using multiplicative-adaptive...IJECEIAES
 
IRJET- Working of Autonomous Vehicles
IRJET-  	  Working of Autonomous VehiclesIRJET-  	  Working of Autonomous Vehicles
IRJET- Working of Autonomous VehiclesIRJET Journal
 
Optimisation of Distance Measurement in Autonomous Vehicle using Ultrasonic a...
Optimisation of Distance Measurement in Autonomous Vehicle using Ultrasonic a...Optimisation of Distance Measurement in Autonomous Vehicle using Ultrasonic a...
Optimisation of Distance Measurement in Autonomous Vehicle using Ultrasonic a...IRJET Journal
 
Cruise control devices
Cruise control devicesCruise control devices
Cruise control devicesShijo T Daniel
 
A comparative study on road traffic management systems
A comparative study on road traffic management systemsA comparative study on road traffic management systems
A comparative study on road traffic management systemseSAT Publishing House
 
IRJET - High Frequency Landmine Detection Robot
IRJET -  	  High Frequency Landmine Detection RobotIRJET -  	  High Frequency Landmine Detection Robot
IRJET - High Frequency Landmine Detection RobotIRJET Journal
 
A Review on Identification of RADAR Range for the Target by using C Band
A Review on Identification of RADAR Range for the Target by using C BandA Review on Identification of RADAR Range for the Target by using C Band
A Review on Identification of RADAR Range for the Target by using C BandIRJET Journal
 
Controlling and Reducing of Speed for Vehicles Automatically By Using Rf Tech...
Controlling and Reducing of Speed for Vehicles Automatically By Using Rf Tech...Controlling and Reducing of Speed for Vehicles Automatically By Using Rf Tech...
Controlling and Reducing of Speed for Vehicles Automatically By Using Rf Tech...IJERA Editor
 
IRJET- Automatic Railway Crack Locator
IRJET-	 Automatic Railway Crack LocatorIRJET-	 Automatic Railway Crack Locator
IRJET- Automatic Railway Crack LocatorIRJET Journal
 
Design of a Low-cost Autonomous Mobile Robot
Design of a Low-cost Autonomous Mobile RobotDesign of a Low-cost Autonomous Mobile Robot
Design of a Low-cost Autonomous Mobile RobotWaqas Tariq
 
2D mapping using omni-directional mobile robot equipped with LiDAR
2D mapping using omni-directional mobile robot equipped with LiDAR2D mapping using omni-directional mobile robot equipped with LiDAR
2D mapping using omni-directional mobile robot equipped with LiDARTELKOMNIKA JOURNAL
 
Hand Motion Controlled Robotic Vehicle with Obstacle Detection
Hand Motion Controlled Robotic Vehicle with Obstacle DetectionHand Motion Controlled Robotic Vehicle with Obstacle Detection
Hand Motion Controlled Robotic Vehicle with Obstacle DetectionIRJET Journal
 
Design and Development of Device Used for Detection of Cracks on Railway Tracks
Design and Development of Device Used for Detection of Cracks on Railway TracksDesign and Development of Device Used for Detection of Cracks on Railway Tracks
Design and Development of Device Used for Detection of Cracks on Railway TracksIRJET Journal
 

Similar to IRJET - Lidar based Autonomous Robot (20)

Implementation of Doppler Radar Based Vehicle Speed Detection System
Implementation of Doppler Radar Based Vehicle Speed Detection SystemImplementation of Doppler Radar Based Vehicle Speed Detection System
Implementation of Doppler Radar Based Vehicle Speed Detection System
 
Cruise control devices
Cruise control devicesCruise control devices
Cruise control devices
 
IRJET- Automatic Luggage Follower
IRJET- Automatic Luggage FollowerIRJET- Automatic Luggage Follower
IRJET- Automatic Luggage Follower
 
IRJET - A Real-Time Pothole Detection Approach for a Safety Transportation Sy...
IRJET - A Real-Time Pothole Detection Approach for a Safety Transportation Sy...IRJET - A Real-Time Pothole Detection Approach for a Safety Transportation Sy...
IRJET - A Real-Time Pothole Detection Approach for a Safety Transportation Sy...
 
IRJET- Pothole and Hump Recognition using Lidar Sensor
IRJET-  	  Pothole and Hump Recognition using Lidar SensorIRJET-  	  Pothole and Hump Recognition using Lidar Sensor
IRJET- Pothole and Hump Recognition using Lidar Sensor
 
Cruise control
Cruise controlCruise control
Cruise control
 
Robust automotive radar interference mitigation using multiplicative-adaptive...
Robust automotive radar interference mitigation using multiplicative-adaptive...Robust automotive radar interference mitigation using multiplicative-adaptive...
Robust automotive radar interference mitigation using multiplicative-adaptive...
 
IRJET- Working of Autonomous Vehicles
IRJET-  	  Working of Autonomous VehiclesIRJET-  	  Working of Autonomous Vehicles
IRJET- Working of Autonomous Vehicles
 
Optimisation of Distance Measurement in Autonomous Vehicle using Ultrasonic a...
Optimisation of Distance Measurement in Autonomous Vehicle using Ultrasonic a...Optimisation of Distance Measurement in Autonomous Vehicle using Ultrasonic a...
Optimisation of Distance Measurement in Autonomous Vehicle using Ultrasonic a...
 
Cruise control devices
Cruise control devicesCruise control devices
Cruise control devices
 
J010234960
J010234960J010234960
J010234960
 
A comparative study on road traffic management systems
A comparative study on road traffic management systemsA comparative study on road traffic management systems
A comparative study on road traffic management systems
 
IRJET - High Frequency Landmine Detection Robot
IRJET -  	  High Frequency Landmine Detection RobotIRJET -  	  High Frequency Landmine Detection Robot
IRJET - High Frequency Landmine Detection Robot
 
A Review on Identification of RADAR Range for the Target by using C Band
A Review on Identification of RADAR Range for the Target by using C BandA Review on Identification of RADAR Range for the Target by using C Band
A Review on Identification of RADAR Range for the Target by using C Band
 
Controlling and Reducing of Speed for Vehicles Automatically By Using Rf Tech...
Controlling and Reducing of Speed for Vehicles Automatically By Using Rf Tech...Controlling and Reducing of Speed for Vehicles Automatically By Using Rf Tech...
Controlling and Reducing of Speed for Vehicles Automatically By Using Rf Tech...
 
IRJET- Automatic Railway Crack Locator
IRJET-	 Automatic Railway Crack LocatorIRJET-	 Automatic Railway Crack Locator
IRJET- Automatic Railway Crack Locator
 
Design of a Low-cost Autonomous Mobile Robot
Design of a Low-cost Autonomous Mobile RobotDesign of a Low-cost Autonomous Mobile Robot
Design of a Low-cost Autonomous Mobile Robot
 
2D mapping using omni-directional mobile robot equipped with LiDAR
2D mapping using omni-directional mobile robot equipped with LiDAR2D mapping using omni-directional mobile robot equipped with LiDAR
2D mapping using omni-directional mobile robot equipped with LiDAR
 
Hand Motion Controlled Robotic Vehicle with Obstacle Detection
Hand Motion Controlled Robotic Vehicle with Obstacle DetectionHand Motion Controlled Robotic Vehicle with Obstacle Detection
Hand Motion Controlled Robotic Vehicle with Obstacle Detection
 
Design and Development of Device Used for Detection of Cracks on Railway Tracks
Design and Development of Device Used for Detection of Cracks on Railway TracksDesign and Development of Device Used for Detection of Cracks on Railway Tracks
Design and Development of Device Used for Detection of Cracks on Railway Tracks
 

More from IRJET Journal

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...IRJET Journal
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsIRJET Journal
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...IRJET Journal
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...IRJET Journal
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...IRJET Journal
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...IRJET Journal
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASIRJET Journal
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProIRJET Journal
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...IRJET Journal
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemIRJET Journal
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesIRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web applicationIRJET Journal
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...IRJET Journal
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.IRJET Journal
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...IRJET Journal
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignIRJET Journal
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...IRJET Journal
 

More from IRJET Journal (20)

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
 

Recently uploaded

Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptxthe ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptxhumanexperienceaaa
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSSIVASHANKAR N
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxpranjaldaimarysona
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130Suhani Kapoor
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Analog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAnalog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAbhinavSharma374939
 
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx  fake news detection using machine learningchaitra-1.pptx  fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learningmisbanausheenparvam
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Christo Ananth
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVRajaP95
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 

Recently uploaded (20)

Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptxthe ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptxExploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
Analog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAnalog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog Converter
 
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINEDJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
 
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx  fake news detection using machine learningchaitra-1.pptx  fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learning
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 

IRJET - Lidar based Autonomous Robot

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2861 LIDAR BASED AUTONOMOUS ROBOT SHRUTI.M.S1, SWATHI.P2, SHINY.A3 1,2,3PANIMALAR ENGINEERING COLLEGE, ELECTRONICS AND COMMUNICATION ENGINEERING ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Lidar imaging systems are one of the calescent topics in optotronics industry. The yearn to sense the surroundings of every autonomous vehicle has pushed forward a race dedicated to deciding the final solution to be implemented using various techniques. The famish of technology has led to the use of the new technology called Lidar. It enables a self-driving car or any robot, to observe the world with exiguous special super powers. The reader is provided with a detailed bibliography containing both relevant books and state-of-the-art papers for further progress in the subject. Keywords LIDAR, Automatic Car. 1. Introduction: Lidar based car can also be called as robotic cars or autonomous car. It is used for human or object transport by sensing the surroundings, without causing any harm to human beings. Combination of advanced control systems interpret sensory information to identify required appropriate navigation paths, as well as obstacles. Long distance object carriage or trucking can be preferred as the next implementation of this project design. Simply put, the base of this research can be defined as follows: 1. Robots that can be run without human help. 2. The creation of LIDAR based robots and cars. 3. Working on lidar instead of Radar. 4. With the increase in technology, Lidar can be preferred for most of the projects. 2. History Experiments on automated driving systems (ADS) have been conducted since at least the 1920s.The original experimental trials began in the 1950s.LIDAR was born in the 1960s, just after the advent of the laser. Although the Lidar based technology or robotics are new to the world and as much effective. Lidar has been a well-known measurement technique since the past century, with established publications and a dense bibliography corpus. Lidar stands on a simple working principle based on counting the time between events in magnitudes carried out by light backscattered energy from a pulsed beam. 3. Autonomous Vehicle The meaning of "Autonomous" is self governing. A motor vehicle that is designed and constructed in order to move autonomously or on its own for certain periods of time without continuous driver supervision but in respect of which driver intervention is still expected or required. 4. Lidar Based In this project Lidar is used as the primary sensor. Excluding aside machine learning, Internet of Things and the cloud, namely LIDAR (Light Detection and Ranging) can lead the way in the development of advanced autonomous vehicles. 4.1 Super Powers LIDAR enables a any robot to sense the world and control the output of the robot. 4.1.1 Continuous 360 degrees of visibility Lidar acts as human eyes that are allowed to see in all directions all of the time. 4.1.2 Insanely accurate depth information Instead of guessing the location, Lidar could always predict the precise distance (to an accuracy of _2cm) of objects in relation to the sensor. 5. How it works? Simply put a LIDAR sensor continuously fires off beams of laser light, and then measures how long it takes for the light to return to the sensor. The rapid laser signals, sometimes can vary up to 150,000 pulses per second. It can also detect the exact size of the object. LIDAR is commonly used to make high-resolution maps. Figure 1: LIDAR image output after placing itin a car.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2862 6. Principles of LIDAR Imaging The primary principle used in LIDAR imaging is time-of- flight (TOF).Here, depth is measured by counting the number of time delays in circumstances in light emitted from a source. There are three approaches to this base: 6.1 Pulsed Approach Lidar allows the creation of a 3D point cloud of a part of the environment of the unit. Hence, the range or distance to the destination object is measured based on the round- trip delay of light waves that travel to the destination object. This may be achieved by modulating the intensity, phase, and frequency of the transmitted signal and measuring the time required for that modulation pattern to appear back at the receiver. Here the range is determined by multiplying the speed of light in a medium, by the time a light pulse takes to travel the distance to the target. Since the speed of light is a given constant while we stay within the same optical medium, the distance to the object is directly proportional to the traveled time. The measured time is obviously representative of twice the distance to the object, as light travels to the target forth and back, and, therefore, must be halved to give the actual range value to the target. Figure 2: Pulsed Approach, where R is the range to the target, c is the speed of light (c=3_108 m/s) in free space and toF is the time it takes for the pulse of energy to travel from its emitter to the observed object and then back to the receiver. 6.2 Continuous Wave Amplitude Modulated (AMCW) Approach A second approach is based on amplitude modulation of a continuous wave (AMCW), so the phase of the emitted and scattered detected waves are compared, allowing us to measure distance. In this pulsed case, as the emission is continuous, which makes the amplitude of the received signal to remain below the eye-safe limit at all times. The AMCW approach consists of using the intensity modulation of endless lightwave rather than the optical maser pulses mentioned before. This principle is known as CW modulation, phase-measurement, or amplitude modulated continuous-wave (AMCW). It uses the phase- shift evoked in Associate in Nursing intensity-modulated periodic signal in its roundtrip to the target so as to get the vary price. The optical power is modulated with a relentless frequency fM, generally of some tenths of Mc, therefore the emitted beam could be a curved or sq. wave of frequency fM. When reflection from the target, a detector collects the received lightweight signal. activity of the gap R is deduced from the part shift occurring between the mirrored and therefore the emitted signal. Figure 3: Continuous Wave Amplitude Modulated (AMCW) Approach, where R and c are, again, the range to the target and the speed of light in free space; kM is the wavenumber associated to the modulation frequency, d is the total distance travelled and fM is the modulation frequency of the amplitude of the signal. 6.3 Continuous Wave Frequency Modulated (FMCW) Approach Inexorably, a third approach is defined by frequency- modulated continuous-wave (FMCW) techniques, enabled by direct modulation and demodulation of the signals in the frequency domain, allowing detection by a coherent superposition of the emitted and detected wave. For a static target, the jitter between the collected light and the reference causes a constant frequency difference fr, from the mixed beams. This concedes the instantaneous frequency that vary under a linear law, fr is directly proportional to tOF and hence proportional to the target range also. Figure 4: Continuous Wave Frequency Modulated (FMCW) Approach, where B is the bandwidth of the frequency sweep, T denotes the period of the ramp, and equals the total travelled time toF. 7. Combining of LIDAR and Robots The main application of LIDAR involves the generation of huge 3-dimensional maps, which can be further used to navigate the car or robot appropriately. The mapping and navigation of an environment, using LIDAR can be further used to know ahead of time the bounds of a lane, or that there is a stop sign or traffic light 500m ahead. This kind of predictability is exactly what a technology like automatic cars require.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2863 Figure 5: LIDAR IMAGING 8. Experimental Model The output of LIDAR is a 3D image of depth and distance of objects present between the source and the destination. Today, all the robots are evolved around coding. Thus, the robotic prototype will be coded such that, when the LIDAR senses any obstacle it will be coded to stop and move in the direction without obstacle. Today, the technology is so advanced that the direction of movement of the pedestrian can also be detected, so that the robot can acknowledge if it has to wait for the pedestrian to cross or to move along the direction of the pedestrian. The combination of amazing navigation, predictability and high-resolution object tracking has meant that LIDAR is the key sensor in automatic cars Figure 6: LIDAR technology used in aeroplanes to view 3- dimensional images of the earth 8.1 Vehicles LIDAR has been used to create Adaptive Cruise Control *(ACC) systems for automobiles. Systems such as those by Siemens and Hella use a LIDAR device mounted in the front of the vehicle to monitor the distance between the vehicle and any vehicle in front of it. Often, the lasers are placed onto the bumper. In the event that the vehicle in front slows down or is too close, the ACC applies the brakes to slow or stop the vehicle. When the road ahead is clear, the ACC allows the vehicle to speed up to speed preset by the driver. LIDAR is also being incorporated into a development called Pre-Scan where a laser scans the road surface several hundred times a second. This information is then fed to the cars on-board computer and processed in a fraction of a second which adjusts the individual suspension at each wheel. The aim of this technology is to achieve the smoothest and safest ride possible by preempting the wheel and tyres reactions to imperfections in the road surface or warn about obstacles and pot holes. 8.2 The Future Of LIDAR The 2 advantages with a real focus of decrease in cost and increase in range Cost Decrease: The lowest cost system is actually achieved using surround view sensors like LIDAR because rotation reuses the lens, lasers and detectors across the field of view, versus using additional sensors each containing individual lenses, lasers and detectors. This reuse is both the most economical, as well as the most powerful, as it reduces the error associated with merging different points of view in real-time — something that really counts when the vehicle is moving at speed. Resolution and Range Increase: The huge jump in the number of applications for LIDAR has brought with it a flood of talented founders and teams starting companies in the space. Higher resolution output and increased tracking range (200m in some cases) will provide better object recognition and tracking NOTE: The statement on resolution is mentioned by Velodyne in an interview https://www.youtube.com/watch?v=tZ8WbSNsNaU. 9. Pending Issues While the deployment of lidar imaging systems for autonomous vehicles seems unstoppable, and major automotive manufacturers are starting to select providers for data collection units and introducing them in commercial vehicles, the final technology implementation is still uncertain in several relevant details. The selection of the most appropriate technology and scanning strategy among the different competing alternatives in terms of cost and functionality still needs in depth work, and becomes one of the most visible examples of the current uncertainty in the industry.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2864 However, beyond the final technology of choice, there are still several relevant issues that need to be worked out for the full implementation of lidar imaging systems in commercial vehicles. Here we present a list of pending issues to be solved, in particular considering automotive. A complete list of all potential pending issues is impossible to compile, but we propose what seems to us some very relevant problems for lidar deployment, most of them general to all types of measurement principles and implementations. 10. Why not RADAR? Radar (radio direction and ranging), very similar to SONAR, that was associated the technology developed throughout an notorious warfare (WorldWar 2). Rather than using light or sound waves, it instead utilizes radio waves to live distance. Today’s world has a tendency to build use of a great deal of measuring instrument (using metropolis sensors) on Homer, and it’s a triedand- tested technique that may accurately discover and track objects as way as 200m away. The RADAR system works in much the same way as the LiDAR, having an unique feature being that it uses radio waves instead of laser or light waves. In the RADAR instrument, the size of the antenna doubles up as a radar receiver as well as a transmitter. Nonetheless, radio waves have scant absorption compared to the light waves when contacting objects. Thus, they can work over a relatively long distance. The most well-known use of RADAR technology is for military purposes. RADARS are often equipped in case of Airplanes and battleships to measure altitude. They can also be used to detect other transport devices and objects in the vicinity. 11. Adverse Circumstances Every coin has two sides, this technology also comes with a few distinct disadvantages. The LIDAR system can readily detect objects located in the range of 30 meters to 200 meters. But, when it comes to identifying objects in the vicinity, the system is a big letdown. It works well in all light conditions, but the performance starts to dwindle in the snow, fog, rain, and dusty weather conditions. It also provides a poor optical recognition. That’s why, self- driving car manufacturers such as Google often use LIDAR along with secondary sensors such as cameras and ultrasonic sensors. The RADAR system, on the other hand, is relatively less expensive. Cost is one of the rea sons why Tesla has chosen this technology over LiDAR. It also works equally well in all weather conditions such as fog, rain, and snow, and dust. However, it is less angularly accurate than Li-DAR as it loses the sight of the target vehicle on curves. It may get confused if multiple objects are placed very close to each other. For example, it may consider two small cars in the vicinity as one large vehicle and send wrong proximity signal. Unlike the LiDAR system, RADAR can determine relative traffic speed or the velocity of a moving object accurately using the Doppler frequency shift. 12. Conclusions Lidar imaging systems are a novel type of sensor enabling complete 3D perception of the environment, and not just the conventional 2D projection obtained from a camera. Within this paper, we have tried to describe in detail the different configurations of lidar imaging systems available for autonomous vehicles. Despite the discussion becoming biased towards cars because of the rising activity in the field, similar considerations to the ones presented here may be stated for maritime or aerial vehicles. We reviewed and compared the three main working principles underlying all lidar measurements, to then overview the main strategies involved in imaging, grouped into scanners (mechanical, MEMS and OPAs) and detector arrays (flash and TOF approaches). Afterwards, we tried to overview the principal considerations related to sources and photo-detectors used in lidar imaging systems units at present, showing its advantages and disadvantages. We finished with some of the most relevant pending issues which lidar imaging systems in vehicles need to overcome to become the reality everyone is expecting. 13. Acknowledgements When a LIDAR is mounted on a mobile platform like satellites, airplanes or vehicles, it’s necessary to see absolutely the position and also the orientation of the detector to retain useable knowledge. world Positioning Systems give correct geographical info concerning the position of the detector associate degreed an Inertia activity Unit (IMU) records the precise orientation of the detector at that location. These 2 devices give the tactic for translating detector knowledge into static points to be used in a very kind of systems. 14. Appendix Figure 7: Simple representation of LIDAR used in cars
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2865 15. References 1. https://en.wikipedia.org/wiki/Self-drivingcar 2. https://www.fierceelectronics.com/components/ lidarvs-radar 3. https://news.voyage.auto/an-introductionto- lidar-the-key-self-driving-car- sensora7e405590cff 4. https://www.mdpi.com/2076- 3417/9/19/4093/htm 5. http://www.lidar-uk.com/how-lidar- works/Hansard, M.; Lee, S.; Choi, O.; Horaud, R.P. 6. Time-of-Flight Cameras: Principles, Methods and Applications; Springer Science Business Media: Berlin, Germany, 2012. [Google Scholar]