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Batch ID - FPIN7209
Internal
BANNARI AMMAN INSTITUTE OF TECHNOLOGY
FOREST FIRE DETECTION
Special lab
Name: Dr. SUNDARAMURTHY S
Designation: Faculty
Dept: IT
Name: SARAVANA D, VIJAYA PRATHAP P, VINOTH V
Reg. No: 191EE208 , 191EE247 , 191EE250
Dept: Electrical and Electronics Engineering
S7 Project work – Second review – 27/10/2022
S7 PROJECT WORK I - SECOND REVIEW
Problem Statement (ABSTRACT)
• Forest fire caused by heat generated in litter and other biomes in summer through
carelessness of people.
• The most popular methods for detecting smoke from fires are typically based on air,
temperature, and particle sampling transparency examination.
• There is no warning triggered unless the Particles enter the sensors and turn them on.
• The sensors get damaged when they place near the fire.SO we come up with the image
processing technique to detect the fire with help of color models.
S7 PROJECT WORK I - SECOND REVIEW
S7 PROJECT WORK I - SECOND REVIEW
Literature Survey
PAPER TITLE AUTHOR DESCRIPTION
A Literature Study on
Image Processing for
Forest Fire Detection
PRIYADARSHINI M
HANAMARADDI
M.Tech-Student
Computer Science and
Engineering,
R V College of Engineering,
Bangalore, Karnataka, India.
Forests can purify water, stabilize soil, cycle nutrients,
moderate climate, and store carbon.
They can create habitat for wildlife and nurture environments
rich in biological diversity. They can also
contribute billions of dollars to the country’s economic
wealth. However, hundreds of millions of hectares
of forests are unfortunately devastated by forest fire each
year. Forest fire has been constantly
threatening to ecological systems, infrastructure, and public
safety. In the image processing based forest
fire detection using YCbCr colour model, method adopts rule
based colour model due to its less
complexity and effectiveness. YCbCr colour space
effectively separates luminance from chrominance
compared to other colour spaces like RGB. The method not
only separates fire flame pixels but also
separates high temperature fire centre pixels by taking in to
account of statistical parameters of fire
image in YCbCr colour space like mean and standard
deviation. This paper presents a literature study on
Image processing for forest fire detection.
S NO
1.
S7 PROJECT WORK I - SECOND REVIEW
PAPER TITLE AUTHOR DESCRIPTION
Image Processing
Based Forest Fire
Detection
Article in
INTERNATIONAL
JOURNAL OF
ADVANCED
RESEARCH IN
ENGINEERING &
TECHNOLOGY ·
February 2012
Vipin Venugopal
(National Institute of
Technology-Puducherry.)
A novel approach for forest fire detection using
image processing technique is proposed. A rule based
color model for fire pixel classification is used. The
proposed algorithm uses RGB and YCbCr color
space. The advantage of using YCbCr color space is
that it can separate the luminance from the
chrominance more effectively than RGB color space.
The performance of the proposed algorithm is tested
on two Sets of images, one of which contains fire;
the other contains fire-like regions. Standard methods
are used for calculating the performance of the
algorithm. The proposed method has both higher
detection rate and lower false alarm rate. Since,the
algorithm is cheap in computation it can be used for
real time forest fire detection.
S NO
2.
S7 PROJECT WORK I - SECOND REVIEW
Aim
To prevent forest from wild fire and save the Environment, For the growth of
nation and to save our resources from forest.
Scope
• To minimize Pollution.
• To Save Forest.
• To Prevent wild animals from extinction.
Proposed Work
• In the proposed method image captured by the digital camera as input, process the
image (RGB) color space convert into YCbCr color space and performs actions as
shown in below figure.
S7 PROJECT WORK I - SECOND REVIEW
Methodology
S7 PROJECT WORK I - SECOND REVIEW
Algorithm:
S7 PROJECT WORK I - SECOND REVIEW
The Algorithm used is CNN(Convolutional Neural Network)
Working:
S7 PROJECT WORK I - SECOND REVIEW
Output:
S7 PROJECT WORK I - SECOND REVIEW
S7 PROJECT WORK I - SECOND REVIEW
Gantt Chart
Reference :
S7 PROJECT WORK I - SECOND REVIEW
• https://ieeexplore.ieee.org/document/7054883#:~:text=The%20prop
osed%20method%20not%20only,separate%20the%20true%20fire%2
0region.
• https://www.researchgate.net/publication/288208374_Fire_recogniti
on_using_RGB_and_YCbCr_color_space
• https://www.researchgate.net/publication/283109204_Image_proces
sing_based_forest_fire_detection_using_YCbCr_colour_model

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2nd review.pptx

  • 1. Batch ID - FPIN7209 Internal BANNARI AMMAN INSTITUTE OF TECHNOLOGY FOREST FIRE DETECTION Special lab Name: Dr. SUNDARAMURTHY S Designation: Faculty Dept: IT Name: SARAVANA D, VIJAYA PRATHAP P, VINOTH V Reg. No: 191EE208 , 191EE247 , 191EE250 Dept: Electrical and Electronics Engineering S7 Project work – Second review – 27/10/2022 S7 PROJECT WORK I - SECOND REVIEW
  • 2. Problem Statement (ABSTRACT) • Forest fire caused by heat generated in litter and other biomes in summer through carelessness of people. • The most popular methods for detecting smoke from fires are typically based on air, temperature, and particle sampling transparency examination. • There is no warning triggered unless the Particles enter the sensors and turn them on. • The sensors get damaged when they place near the fire.SO we come up with the image processing technique to detect the fire with help of color models. S7 PROJECT WORK I - SECOND REVIEW
  • 3. S7 PROJECT WORK I - SECOND REVIEW Literature Survey PAPER TITLE AUTHOR DESCRIPTION A Literature Study on Image Processing for Forest Fire Detection PRIYADARSHINI M HANAMARADDI M.Tech-Student Computer Science and Engineering, R V College of Engineering, Bangalore, Karnataka, India. Forests can purify water, stabilize soil, cycle nutrients, moderate climate, and store carbon. They can create habitat for wildlife and nurture environments rich in biological diversity. They can also contribute billions of dollars to the country’s economic wealth. However, hundreds of millions of hectares of forests are unfortunately devastated by forest fire each year. Forest fire has been constantly threatening to ecological systems, infrastructure, and public safety. In the image processing based forest fire detection using YCbCr colour model, method adopts rule based colour model due to its less complexity and effectiveness. YCbCr colour space effectively separates luminance from chrominance compared to other colour spaces like RGB. The method not only separates fire flame pixels but also separates high temperature fire centre pixels by taking in to account of statistical parameters of fire image in YCbCr colour space like mean and standard deviation. This paper presents a literature study on Image processing for forest fire detection. S NO 1.
  • 4. S7 PROJECT WORK I - SECOND REVIEW PAPER TITLE AUTHOR DESCRIPTION Image Processing Based Forest Fire Detection Article in INTERNATIONAL JOURNAL OF ADVANCED RESEARCH IN ENGINEERING & TECHNOLOGY · February 2012 Vipin Venugopal (National Institute of Technology-Puducherry.) A novel approach for forest fire detection using image processing technique is proposed. A rule based color model for fire pixel classification is used. The proposed algorithm uses RGB and YCbCr color space. The advantage of using YCbCr color space is that it can separate the luminance from the chrominance more effectively than RGB color space. The performance of the proposed algorithm is tested on two Sets of images, one of which contains fire; the other contains fire-like regions. Standard methods are used for calculating the performance of the algorithm. The proposed method has both higher detection rate and lower false alarm rate. Since,the algorithm is cheap in computation it can be used for real time forest fire detection. S NO 2.
  • 5. S7 PROJECT WORK I - SECOND REVIEW Aim To prevent forest from wild fire and save the Environment, For the growth of nation and to save our resources from forest. Scope • To minimize Pollution. • To Save Forest. • To Prevent wild animals from extinction.
  • 6. Proposed Work • In the proposed method image captured by the digital camera as input, process the image (RGB) color space convert into YCbCr color space and performs actions as shown in below figure. S7 PROJECT WORK I - SECOND REVIEW
  • 7. Methodology S7 PROJECT WORK I - SECOND REVIEW
  • 8. Algorithm: S7 PROJECT WORK I - SECOND REVIEW The Algorithm used is CNN(Convolutional Neural Network)
  • 9. Working: S7 PROJECT WORK I - SECOND REVIEW
  • 10. Output: S7 PROJECT WORK I - SECOND REVIEW
  • 11. S7 PROJECT WORK I - SECOND REVIEW Gantt Chart
  • 12. Reference : S7 PROJECT WORK I - SECOND REVIEW • https://ieeexplore.ieee.org/document/7054883#:~:text=The%20prop osed%20method%20not%20only,separate%20the%20true%20fire%2 0region. • https://www.researchgate.net/publication/288208374_Fire_recogniti on_using_RGB_and_YCbCr_color_space • https://www.researchgate.net/publication/283109204_Image_proces sing_based_forest_fire_detection_using_YCbCr_colour_model