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International Journal of Computer Applications Technology and Research
Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656
www.ijcat.com 229
Black Box for Accident Analysis Using MATLAB-Image
Processing
Roshan Koshy
Department of Computer Science and Engg.
Mangalam College of Engineering
Ettumanoor, Kerala, India
Vineetha V Nair
Department of Computer Science and Engg.
Mangalam College of Engineering
Ettumanoor, Kerala, India
Abstract: The main purpose of this paper is to develop a prototype device that can be installed in automobile for accident analysis .in
this paper I proposed a method to analysis the face of driver that weather he was felling doziness while driving. This is done by taking
the image from the raspberry pi device and put it in an image processing method using MATLAB. Also, I used the method to store the
data into the cloud as well as device which can be further used for analysis the cause of accident.
Keywords: raspberry pi, MATLAB, Controller
1. INTRODUCTION
According to [1]WHO report says that there are millions of
people die every year because of vehicle accident. In order to
solve the causes of accident this black box plays a crucial role
to know the purpose of accident and this black box records
data and images which is later used for forensics in case of car
accident it stores clips that is used for investigating
automobile related accidents. This system approaches in three
ways first is that how to detect and record the data in vehicle.
[1][2][4]Second is how to store the data recorded in the black
box. Third is how to analyses the images stored in black box
using MATLAB. As implementing first method some
important electronic components and different types of
sensors were used and second method we used cloud to store
the data so that we can later fetch the data from cloud even if
the device completely damaged and the third method we take
the image from black box manually and load into the
MATLAB program and analyses the image weather the driver
was active or inactive during driving So, the proposed system
show the consciousness of the driver in nonreal-time
processing using MATLAB simulation of the image fetched
from the black box device.
2. OVERVIEW OF THE SYSTEM
Figure 1 system flow chart
3. OVERVIEW OF THE PROPOSED
SYSTEM
Figure 2 Proposed system flow chart
Sensors: -
Ultrasonic: - An Ultrasonic sensor is a device that can
measure the distance to an object by using sound waves. It
measures distance by sending out a sound wave at a specific
frequency and listening for that sound wave to bounce back.
By recording the elapsed time between the sound wave being
generated and the sound wave bouncing back, it is possible to
calculate the distance between the sonar sensor and the object.
Since it is known that sound travels through air at about 344
m/s (1129 ft/s), you can take the time for the sound wave to
return and multiply it by 344 meters (or 1129 feet) to find the
total round-trip distance of the sound wave. Round-trip means
that the sound wave traveled 2 times the distance to the object
AUTOMOBILE
SENSOR
BLACK BOX
STORAGE
SD CARD
CLOUD
STORAGE
BLACK BOX
STORAGE
SD CARD
MATLAB
DATABASE
Input image
ACTIVE OR INACTIVE
International Journal of Computer Applications Technology and Research
Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656
www.ijcat.com 230
before it was detected by the sensor; it includes the 'trip' from
the sonar sensor to the object AND the 'trip' from the object to
the Ultrasonic sensor.
Figure 3 Ultrasonic waves
Fire sensor: -
fire sensor circuit exploits the temperature sensing property of
an ordinary signal diode IN 34 to detect heat from fire. At the
moment, it senses heat, a loud alarm simulating that of Fire
brigade will be produced. The circuit is too sensitive and can
detect a rise in temperature of 10 degree or more in its
vicinity. Ordinary signal diodes like IN 34 and OA 71 exhibits
this property and the internal resistance of these devices will
decrease when temperature rises.
IR Sensor: -
IR Sensors work by using a specific light sensor to detect a
select light wavelength in the Infra-Red (IR) spectrum. By
using an LED which produces light at the same wavelength as
what the sensor is looking for, you can look at the intensity of
the received light. When an object is close to the sensor, the
light from the LED bounces off the object and into the light
sensor. This results in a large jump in the intensity, which we
already know can be detected using a threshold.
Figure 4 Detecting object through infrared
Detecting Brightness
Since the sensor works by looking for reflected light, it is
possible to have a sensor that can return the value of the
reflected light. This type of sensor can then be used to
measure how "bright" the object is. This is useful for tasks
like line tracking.
Figure 5 Different object identified by IR Sensor
Alcohol Gas Sensor: -
Gas Sensor(MQ2) module is useful for gas leakage detection
(home and industry). It is suitable for detecting H2, LPG,
CH4, CO, Alcohol, Smoke or Propane. Due to its high
sensitivity and fast response time, measurement can be taken
as soon as possible. The sensitivity of the sensor can be
adjusted by potentiometer alcohol sensor is suitable for
detecting alcohol concentration on your breath, just like your
common breathalyzer. It has a high sensitivity and fast
response time. Sensor provides an analog resistive output
based on alcohol concentration. The drive circuit is very
simple, all it needs is one resistor. A simple interface could be
a 0-3.3V ADC.
LDR Sensor: -
A Light Dependent Resistor (LDR) or a photo resistor is a
device whose resistivity is a function of the incident
electromagnetic radiation. Hence, they are light sensitive
devices. They are also called as photo conductors, photo
conductive cells or simply photocells. They are made up
of semiconductor materials having high resistance. There are
many different symbols used to indicate a LDR.
Figure 6 LDR
IMAGE PROCESSING USING MATLAB: -
Image Processing Toolbox provides a comprehensive set of
reference-standard algorithms and workflow apps for image
processing, analysis, visualization, and algorithm
development. You can perform image segmentation, image
enhancement, noise reduction, geometric transformations,
image registration, and 3D image processing.
International Journal of Computer Applications Technology and Research
Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656
www.ijcat.com 231
Image Processing Toolbox apps let you automate common
image processing workflows. You can interactively segment
image data, compare image registration techniques, and batch-
process large data sets. Visualization functions and apps let
you explore images, 3D volumes, and videos; adjust contrast;
create histograms; and manipulate regions of interest (ROIs).
In this prototype image is being fetched from the black box
manually, then it is being analyzed in the MATLAB using
fuzzy logic method. From this process, we get a result weather
the driver was drowsy or not while driving the car.
4. METHODOLOGY ADOPTED
[5]A Raspberry pi is a credit card-sized computer originally
designed for education, inspired by the 1981 BBC Micro. It is
a low-cost device that would improve programming skills and
hardware understanding at the pre-university level. But thanks
to its small size and accessible price, it was quickly adopted
university level. But thanks to its small size and accessible
price, it was quickly adopted by tinkerers, makers, and
electronics enthusiasts for projects that require more than a
basic microcontroller. The Raspberry Pi is slower than a
modern laptop or desktop but is still a complete Linux
computer and can provide all the expected abilities that
implies, at a low-power consumption level.
Python language is used for programming the Raspberry Pi.
Threading is being used in python programming to run image
and Data Recording.
5. EXPERIMENTAL RESULTS
The different sensors interface to the system is shown in
Figure
Figure7Model of Different Sensors attached to raspberry pi.
Image processing is shown in figure 8
Figure8 Fuzzy Algorithm used to detect Drowsy
Figure 9 Distinct Value of no drowsy in MATLAB
Figure 10 Distinct value of drowsy in MATLAB
The values from Raspberry Pi are transferred over to the cloud
over Wi-Fi. The Raspberry Pi output is shown in Figure11
International Journal of Computer Applications Technology and Research
Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656
www.ijcat.com 232
Figure 11 Values of different sensors
Figure 12 Values of different sensors
Figure 13 Values being stored over the cloud
6. CONCLUSION
This paper has presented a vision for the vehicles, which is the
Black Box system used for automobiles. A description was
made for every part of this system. This paper has also offered
a user-friendly MATLAB program to analyze the image of the
accident. The Black Box system built can be implemented in
any vehicle. As soon as the driver runs the motor, this system
will start recording the events of the vehicle. The data saved
can be, retrieved before and after the accident for analyses
purposes. Data can also be retrieved in the form of .txt format
from the board in case of data uploading failure over cloud.
7. FUTURE SCOPE
System can further improve by connectivity of connection
between black box over to the cloud even when vehicle is not
on mechanically and electrically. Also, to improve the
accuracy of driver drowsiness while analyzing the image. The
system can be made more rigid device in case of crash.
8. REFERENCES
[1] Monisha J Prasad , Arundathi S, naryana Anil,
Harshikha, Kariyappa B S "Automobile Black Box
System For Accident Analysis". 2014 International
Conference on Advance in Electronic,Computers nd
Communication(ICAECC)..
[2] Abdallah Kassem Rabih Jabr,Ghady, Salamouni, Ziad
Khairallah, Maalouf, "Vehicle Black Box System",
Proceedings of the 2nd
Annual IEEE Conference, IEEE
2008, pp.1-6..
[3] http://education.rec.ri.cmu.edu/content/electronics/boe/
[4] Sung-Hyun Baek, Hwa-Sun Kim, Da-Woon Jeong, Mi-
Jin Kim, You-Sin Park, Jong-Wook Jang,
International Journal of Computer Applications Technology and Research
Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656
www.ijcat.com 233
"Implementation vehicle Driving State System with
OBD-II, MOST Network", Proceeding of the 17th
Asia-
Pacific Conference On Communications(APCC), IEEE
2011, pp. 709-714.
[5] https://www.raspberrypi.org/products/raspberry-pi-3-
model-b
[6] https://www.mathworks.com/discovery/digital-image-
processing.html
[7] Thomas K Kowalick, "BlackBoxes: Event Data
Recorders", MICAH, 7t 1 :-summer 2005

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Black Box for Accident Analysis Using MATLAB-Image Processing

  • 1. International Journal of Computer Applications Technology and Research Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656 www.ijcat.com 229 Black Box for Accident Analysis Using MATLAB-Image Processing Roshan Koshy Department of Computer Science and Engg. Mangalam College of Engineering Ettumanoor, Kerala, India Vineetha V Nair Department of Computer Science and Engg. Mangalam College of Engineering Ettumanoor, Kerala, India Abstract: The main purpose of this paper is to develop a prototype device that can be installed in automobile for accident analysis .in this paper I proposed a method to analysis the face of driver that weather he was felling doziness while driving. This is done by taking the image from the raspberry pi device and put it in an image processing method using MATLAB. Also, I used the method to store the data into the cloud as well as device which can be further used for analysis the cause of accident. Keywords: raspberry pi, MATLAB, Controller 1. INTRODUCTION According to [1]WHO report says that there are millions of people die every year because of vehicle accident. In order to solve the causes of accident this black box plays a crucial role to know the purpose of accident and this black box records data and images which is later used for forensics in case of car accident it stores clips that is used for investigating automobile related accidents. This system approaches in three ways first is that how to detect and record the data in vehicle. [1][2][4]Second is how to store the data recorded in the black box. Third is how to analyses the images stored in black box using MATLAB. As implementing first method some important electronic components and different types of sensors were used and second method we used cloud to store the data so that we can later fetch the data from cloud even if the device completely damaged and the third method we take the image from black box manually and load into the MATLAB program and analyses the image weather the driver was active or inactive during driving So, the proposed system show the consciousness of the driver in nonreal-time processing using MATLAB simulation of the image fetched from the black box device. 2. OVERVIEW OF THE SYSTEM Figure 1 system flow chart 3. OVERVIEW OF THE PROPOSED SYSTEM Figure 2 Proposed system flow chart Sensors: - Ultrasonic: - An Ultrasonic sensor is a device that can measure the distance to an object by using sound waves. It measures distance by sending out a sound wave at a specific frequency and listening for that sound wave to bounce back. By recording the elapsed time between the sound wave being generated and the sound wave bouncing back, it is possible to calculate the distance between the sonar sensor and the object. Since it is known that sound travels through air at about 344 m/s (1129 ft/s), you can take the time for the sound wave to return and multiply it by 344 meters (or 1129 feet) to find the total round-trip distance of the sound wave. Round-trip means that the sound wave traveled 2 times the distance to the object AUTOMOBILE SENSOR BLACK BOX STORAGE SD CARD CLOUD STORAGE BLACK BOX STORAGE SD CARD MATLAB DATABASE Input image ACTIVE OR INACTIVE
  • 2. International Journal of Computer Applications Technology and Research Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656 www.ijcat.com 230 before it was detected by the sensor; it includes the 'trip' from the sonar sensor to the object AND the 'trip' from the object to the Ultrasonic sensor. Figure 3 Ultrasonic waves Fire sensor: - fire sensor circuit exploits the temperature sensing property of an ordinary signal diode IN 34 to detect heat from fire. At the moment, it senses heat, a loud alarm simulating that of Fire brigade will be produced. The circuit is too sensitive and can detect a rise in temperature of 10 degree or more in its vicinity. Ordinary signal diodes like IN 34 and OA 71 exhibits this property and the internal resistance of these devices will decrease when temperature rises. IR Sensor: - IR Sensors work by using a specific light sensor to detect a select light wavelength in the Infra-Red (IR) spectrum. By using an LED which produces light at the same wavelength as what the sensor is looking for, you can look at the intensity of the received light. When an object is close to the sensor, the light from the LED bounces off the object and into the light sensor. This results in a large jump in the intensity, which we already know can be detected using a threshold. Figure 4 Detecting object through infrared Detecting Brightness Since the sensor works by looking for reflected light, it is possible to have a sensor that can return the value of the reflected light. This type of sensor can then be used to measure how "bright" the object is. This is useful for tasks like line tracking. Figure 5 Different object identified by IR Sensor Alcohol Gas Sensor: - Gas Sensor(MQ2) module is useful for gas leakage detection (home and industry). It is suitable for detecting H2, LPG, CH4, CO, Alcohol, Smoke or Propane. Due to its high sensitivity and fast response time, measurement can be taken as soon as possible. The sensitivity of the sensor can be adjusted by potentiometer alcohol sensor is suitable for detecting alcohol concentration on your breath, just like your common breathalyzer. It has a high sensitivity and fast response time. Sensor provides an analog resistive output based on alcohol concentration. The drive circuit is very simple, all it needs is one resistor. A simple interface could be a 0-3.3V ADC. LDR Sensor: - A Light Dependent Resistor (LDR) or a photo resistor is a device whose resistivity is a function of the incident electromagnetic radiation. Hence, they are light sensitive devices. They are also called as photo conductors, photo conductive cells or simply photocells. They are made up of semiconductor materials having high resistance. There are many different symbols used to indicate a LDR. Figure 6 LDR IMAGE PROCESSING USING MATLAB: - Image Processing Toolbox provides a comprehensive set of reference-standard algorithms and workflow apps for image processing, analysis, visualization, and algorithm development. You can perform image segmentation, image enhancement, noise reduction, geometric transformations, image registration, and 3D image processing.
  • 3. International Journal of Computer Applications Technology and Research Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656 www.ijcat.com 231 Image Processing Toolbox apps let you automate common image processing workflows. You can interactively segment image data, compare image registration techniques, and batch- process large data sets. Visualization functions and apps let you explore images, 3D volumes, and videos; adjust contrast; create histograms; and manipulate regions of interest (ROIs). In this prototype image is being fetched from the black box manually, then it is being analyzed in the MATLAB using fuzzy logic method. From this process, we get a result weather the driver was drowsy or not while driving the car. 4. METHODOLOGY ADOPTED [5]A Raspberry pi is a credit card-sized computer originally designed for education, inspired by the 1981 BBC Micro. It is a low-cost device that would improve programming skills and hardware understanding at the pre-university level. But thanks to its small size and accessible price, it was quickly adopted university level. But thanks to its small size and accessible price, it was quickly adopted by tinkerers, makers, and electronics enthusiasts for projects that require more than a basic microcontroller. The Raspberry Pi is slower than a modern laptop or desktop but is still a complete Linux computer and can provide all the expected abilities that implies, at a low-power consumption level. Python language is used for programming the Raspberry Pi. Threading is being used in python programming to run image and Data Recording. 5. EXPERIMENTAL RESULTS The different sensors interface to the system is shown in Figure Figure7Model of Different Sensors attached to raspberry pi. Image processing is shown in figure 8 Figure8 Fuzzy Algorithm used to detect Drowsy Figure 9 Distinct Value of no drowsy in MATLAB Figure 10 Distinct value of drowsy in MATLAB The values from Raspberry Pi are transferred over to the cloud over Wi-Fi. The Raspberry Pi output is shown in Figure11
  • 4. International Journal of Computer Applications Technology and Research Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656 www.ijcat.com 232 Figure 11 Values of different sensors Figure 12 Values of different sensors Figure 13 Values being stored over the cloud 6. CONCLUSION This paper has presented a vision for the vehicles, which is the Black Box system used for automobiles. A description was made for every part of this system. This paper has also offered a user-friendly MATLAB program to analyze the image of the accident. The Black Box system built can be implemented in any vehicle. As soon as the driver runs the motor, this system will start recording the events of the vehicle. The data saved can be, retrieved before and after the accident for analyses purposes. Data can also be retrieved in the form of .txt format from the board in case of data uploading failure over cloud. 7. FUTURE SCOPE System can further improve by connectivity of connection between black box over to the cloud even when vehicle is not on mechanically and electrically. Also, to improve the accuracy of driver drowsiness while analyzing the image. The system can be made more rigid device in case of crash. 8. REFERENCES [1] Monisha J Prasad , Arundathi S, naryana Anil, Harshikha, Kariyappa B S "Automobile Black Box System For Accident Analysis". 2014 International Conference on Advance in Electronic,Computers nd Communication(ICAECC).. [2] Abdallah Kassem Rabih Jabr,Ghady, Salamouni, Ziad Khairallah, Maalouf, "Vehicle Black Box System", Proceedings of the 2nd Annual IEEE Conference, IEEE 2008, pp.1-6.. [3] http://education.rec.ri.cmu.edu/content/electronics/boe/ [4] Sung-Hyun Baek, Hwa-Sun Kim, Da-Woon Jeong, Mi- Jin Kim, You-Sin Park, Jong-Wook Jang,
  • 5. International Journal of Computer Applications Technology and Research Volume 6–Issue 5, 229-233, 2017, ISSN:-2319–8656 www.ijcat.com 233 "Implementation vehicle Driving State System with OBD-II, MOST Network", Proceeding of the 17th Asia- Pacific Conference On Communications(APCC), IEEE 2011, pp. 709-714. [5] https://www.raspberrypi.org/products/raspberry-pi-3- model-b [6] https://www.mathworks.com/discovery/digital-image- processing.html [7] Thomas K Kowalick, "BlackBoxes: Event Data Recorders", MICAH, 7t 1 :-summer 2005