SlideShare a Scribd company logo
1 of 3
Download to read offline
International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 5 Issue 4, May-June 2021 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD43630 | Volume – 5 | Issue – 4 | May-June 2021 Page 1525
Damage Assessment System for Aircraft Structural
Defects using Wavelet Transform
V. Akilan, S. Rajkumar
Assistant Professor, Department of Aeronautical Engineering,
Dhanalakshmi Srinivasan Engineering College, Perambalur, Tamil Nadu, India
ABSTRACT
Defects are often arises on the inner surface of aircraft structures, but most of
conventional techniques can determine only the damages and cannot
determine the degree of damage. Digital Image Processing and Wavelet
Transform are used in this project. Characteristics parameters such as the
length of the crack can be exactly detected to measure the faults of aircraft
structure. Generally failures of different aircraft components and parts are
revealed and examined by the use of non-destructiveexaminationmethods.In
further detailed explanation and interpretation of failures optical and
scanning electron microscopyareused.Thispaperpresentsa newapproachin
automation for crack detection on pavement surface images. The method is
based on the continuous wavelet transform. Then, wavelet coefficients
maximal values are searched andtheir propagationthroughscalesisanalyzed.
Finally, a post-processing givesa binaryimagewhichindicatesthepresenceor
not of cracks on the pavement surface image.
KEYWORDS: Digital Image Processing, Wavelet, scanning electron microscopy
How to cite this paper: V. Akilan | S.
Rajkumar "Damage Assessment System
for Aircraft Structural Defects using
Wavelet Transform"
Published in
International Journal
of Trend in Scientific
Research and
Development(ijtsrd),
ISSN: 2456-6470,
Volume-5 | Issue-4,
June 2021, pp.1525-1527, URL:
www.ijtsrd.com/papers/ijtsrd43630.pdf
Copyright © 2021 by author (s) and
International Journal ofTrendinScientific
Research and Development Journal. This
is an Open Access article distributed
under the terms of
the Creative
Commons Attribution
License (CC BY 4.0)
(http: //creativecommons.org/licenses/by/4.0)
1. INTRODUCTION
Numerous cases of failures of different aircraft components
and parts with abundant data and in-depth analysis of
causes, development and manifestation of failures can be
found in the literature. The check-up of the integrity of
aircraft components is carried out by trainedandcompetent
personnel. The regular inspection of particular components
is scheduled depending on the number of flying hours,
lifetime and priority as specified by strict international
regulations.
Failure of an aircraft structural component can have
catastrophic consequences, with resultant loss of life and of
the aircraft. The investigation of defects and failures in
aircraft structures is, thus, of vital importance in preventing
further incidents. This review discusses the common failure
modes observed in aircraft structures, with examplesdrawn
from case histories. The review will also outline the
investigative procedures employed in the examination of
failed components.
The wavelet transform has become a useful computational
tool for a variety of signal andimageprocessingapplications.
For example, the wavelet transform is useful for the
compression of digital image files; smaller files are
important for storing images using less memory and for
transmitting images faster and more reliably. The FBI uses
wavelet transforms for compressing digitally scanned
fingerprint images. NASA's Mars Rovers used wavelet
transforms for compressing images acquired by their 18
cameras. The wavelet-based algorithm implemented in
software onboard the Mars Rovers is designed to meet the
special requirements of deep-space communication. In
addition, JPEG2K (the newer JPEG image _le format)isbased
on wavelet transforms. Wavelet transforms are also useful
for `cleaning' signals and images (reducing unwanted noise
and blurring). Some algorithms for processing astronomical
images, for example, are based on wavelet and wavelet-like
transforms.
2. CRACK DETECTION
In general, failures occur when a component or structure is
no longer able to withstand the stresses imposed on it
during operation. Commonly, failures are associated with
stress concentrations, which can occur for several reasons
including: Design errors, e.g. the presence of holes, notches,
and tight fillet radii; The microstructure of the material may
contain voids, inclusions etc.; Corrosive attack of the
material, e.g. pitting, can also generate a local stress
concentration. From our records and case histories data, an
assessment can be made of the frequency of failure modes.
This reveals that the incidence of fatigue failure dominates
the distribution in aircraft.
3. IMAGE PROCESSING
Modern digital technology has made it possible to
manipulate multi-dimensional signals with systems that
range from simple digital circuits to advanced parallel
computers. The goal of this manipulation can bedividedinto
three categories: Image Processing image in® image out,
Image Analysis image in® measurements out, Image
IJTSRD43630
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD43630 | Volume – 5 | Issue – 4 | May-June 2021 Page 1526
Understanding image in® high-level descriptionout. We will
focus on the fundamental concepts of image processing.
Space does not permit us to make more than a few
introductory remarks about image analysis. Image
understanding requires an approach that differs
fundamentally from the theme of this book. Further, we will
restrict ourselvestotwo–dimensional (2D)imageprocessing
although most of the concepts and techniques that are to be
described can be extended easily to three or more
dimensions. We begin with certain basic definitions. An
image defined in the “real world” is considered to be a
function of two real variables, for example, a(x,y) with a as
the amplitude (e.g. brightness) of the image at the real
coordinate position (x,y). An image may be considered to
contain sub-images sometimes referred to as regions–of–
interest, ROIs, or simply regions. This concept reflects the
fact that images frequently contain collections of objects
each of which can be the basis for a region.
3.1. COMMON VALUES
There are standard values for the various parameters
encountered in digital image processing.Thesevaluescanbe
caused by video standards, by algorithmic requirements, or
by the desire to keep digital circuitry simple. Table 1 gives
some commonly encountered values. Quite frequently we
see cases of M=N=2K where {K = 8,9,10}. This can be
motivated by digital circuitry or by the use of certain
algorithms such as the (fast) Fourier transform.
Parameter Symbol Typical values
Rows N 256,512,525,625,1024,1035
Columns M 256,512,768,1024,1320
Gray L 2,64,256,1024,4096,16384
Table 1.1: Common values of digital image parameters
The number of distinct gray levels is usually a power of 2,
that is, L=2B where B is the number of bits in the binary
representation of the brightness levels. When B>1 we speak
of a gray-level image; when B=1 we speak of a binary image.
In a binary image there are just two gray levels which can be
referred to, for example, as “black” and “white” or “0” and
“1”.
3.1.1. WAVELET TRANSFORM
Figure 1.3 A comparative preproduction of original
signals. The red line is the original signal. The blue
dash line is the approximated signal with (a)K = 0 (b)
K = 1 (c) K = 2 (d) K = 3 (e) K = 4 (f) K = 5
Figure 1.4 Different basis for the transforms. (a) Real
part of the basis for Fourier transform, exp(j_t). (b)
Basis for different frequency, exp(j4_t). (c) Basis for
STFT, using Gaussian window of _ = 1. It is exp(t2=2)
exp(j_t). (d) Basis for different frequency, exp(t2=2)
exp(j4_t). (e) Mexican-hat mother wavelet function
and (f) s = 4
4. PROCESS
4.1. Captured image:
4.2. Grayscale image:
4.3. Binary image:
5. Conclusion:
We have also tried to comparative discussion of Fourier
transform and wavelet transform mentioning the drawback
of Fourier transform, besides this we have discussed the
advantages of wavelet transform. A new family of filters has
been derived from the wavelet theory.
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD43630 | Volume – 5 | Issue – 4 | May-June 2021 Page 1527
Novel methods based on rotational self-nulling probes and
linearly scanned probes were developed. Tests were
performed on both in-house manufactured specimens
(containing slots machined around holes) and samples
provided by leading airplane manufacturers.
By wavelet Analysis results in a non stationarysignal andfor
much clear processing. Very efficient to use this process and
get a high clarity and accurate degree of defect. This method
is software based, so less time is required and compare to
the NDT and other methods.
REFERENCES
[1] Rummel W. D. et al-“The detection of Fatigue Cracks
by Non-Destructive Testing Methods” NASA
contractor Report CR-2369, Feb. 1974.
[2] Goransen U. – “Elements of Damage Tolerance
Verification”. Paper presented at 1983 ICAF Meeting,
Toulouse.
[3] Daubechies. I. “The wavelet transforms time-
frequency localization and signal analysis”. IEEE
TransformationandInformationTheory36:961-1005,
1990.
[4] Daubechics. I. “Ten Lectures on Wavelets”. SIAM,
Philadelphia, PA, 1992.
[5] Daubechies. I. “Ten Lectures On Wavelets”. SIAM,
1992.
[6] A. Cohen I. Daubechies J.-C. “Feauveau. Biorthogonal
bases of compactly supported wavelets”.
Communications on Pure and Appl. Math., 45(5):485–
560, June 1992.
[7] Burrus. C. S, Gopinath. R. A, and Guo. H. “Introduction
to Wavelets and Wavelet Transforms”. Prentice Hall,
1997.
[8] Mallat. S. “A Wavelet Tour of Signal Processing”.
Academic Press, 1998.
[9] Bajaba. N. S, Ainefaie. K. A.“Multipledamagedetection
in structure using wavelet transforms”. Academic
Press, 1998.

More Related Content

What's hot

IRJET - Detection of Skin Cancer using Convolutional Neural Network
IRJET -  	  Detection of Skin Cancer using Convolutional Neural NetworkIRJET -  	  Detection of Skin Cancer using Convolutional Neural Network
IRJET - Detection of Skin Cancer using Convolutional Neural NetworkIRJET Journal
 
IRJET- Prediction of Anomalous Activities in a Video
IRJET-  	  Prediction of Anomalous Activities in a VideoIRJET-  	  Prediction of Anomalous Activities in a Video
IRJET- Prediction of Anomalous Activities in a VideoIRJET Journal
 
Emerging 3D Scanning Technologies for PropTech
Emerging 3D Scanning Technologies for PropTechEmerging 3D Scanning Technologies for PropTech
Emerging 3D Scanning Technologies for PropTechPetteriTeikariPhD
 
Inspection Systems for Additive Manufacturing
Inspection Systems for Additive ManufacturingInspection Systems for Additive Manufacturing
Inspection Systems for Additive ManufacturingKTN
 
76201950
7620195076201950
76201950IJRAT
 
Electronic Circuit Assessment using Machine Learning (ML)
Electronic Circuit Assessment using Machine Learning (ML)Electronic Circuit Assessment using Machine Learning (ML)
Electronic Circuit Assessment using Machine Learning (ML)vivatechijri
 
IRJET - Autonomous Navigation System using Deep Learning
IRJET -  	  Autonomous Navigation System using Deep LearningIRJET -  	  Autonomous Navigation System using Deep Learning
IRJET - Autonomous Navigation System using Deep LearningIRJET Journal
 
Face detection on_embedded_systems
Face detection on_embedded_systemsFace detection on_embedded_systems
Face detection on_embedded_systemsr_sadoun
 
IRJET- A Real Time Yolo Human Detection in Flood Affected Areas based on Vide...
IRJET- A Real Time Yolo Human Detection in Flood Affected Areas based on Vide...IRJET- A Real Time Yolo Human Detection in Flood Affected Areas based on Vide...
IRJET- A Real Time Yolo Human Detection in Flood Affected Areas based on Vide...IRJET Journal
 
A Survey on Portable Camera-Based Assistive Text and Product Label Reading Fr...
A Survey on Portable Camera-Based Assistive Text and Product Label Reading Fr...A Survey on Portable Camera-Based Assistive Text and Product Label Reading Fr...
A Survey on Portable Camera-Based Assistive Text and Product Label Reading Fr...IRJET Journal
 
Video copy detection using segmentation method and
Video copy detection using segmentation method andVideo copy detection using segmentation method and
Video copy detection using segmentation method andeSAT Publishing House
 
IRJET - Explicit Content Detection using Faster R-CNN and SSD Mobilenet V2
 IRJET - Explicit Content Detection using Faster R-CNN and SSD Mobilenet V2 IRJET - Explicit Content Detection using Faster R-CNN and SSD Mobilenet V2
IRJET - Explicit Content Detection using Faster R-CNN and SSD Mobilenet V2IRJET Journal
 
IRJET- Human Fall Detection using Co-Saliency-Enhanced Deep Recurrent Convolu...
IRJET- Human Fall Detection using Co-Saliency-Enhanced Deep Recurrent Convolu...IRJET- Human Fall Detection using Co-Saliency-Enhanced Deep Recurrent Convolu...
IRJET- Human Fall Detection using Co-Saliency-Enhanced Deep Recurrent Convolu...IRJET Journal
 
Deformation @ TU
Deformation @ TUDeformation @ TU
Deformation @ TUHardik Jain
 
小數據如何實現電腦視覺,微軟AI研究首席剖析關鍵
小數據如何實現電腦視覺,微軟AI研究首席剖析關鍵小數據如何實現電腦視覺,微軟AI研究首席剖析關鍵
小數據如何實現電腦視覺,微軟AI研究首席剖析關鍵CHENHuiMei
 

What's hot (20)

IRJET - Detection of Skin Cancer using Convolutional Neural Network
IRJET -  	  Detection of Skin Cancer using Convolutional Neural NetworkIRJET -  	  Detection of Skin Cancer using Convolutional Neural Network
IRJET - Detection of Skin Cancer using Convolutional Neural Network
 
IRJET- Prediction of Anomalous Activities in a Video
IRJET-  	  Prediction of Anomalous Activities in a VideoIRJET-  	  Prediction of Anomalous Activities in a Video
IRJET- Prediction of Anomalous Activities in a Video
 
Emerging 3D Scanning Technologies for PropTech
Emerging 3D Scanning Technologies for PropTechEmerging 3D Scanning Technologies for PropTech
Emerging 3D Scanning Technologies for PropTech
 
GANs in Digital Pathology
GANs in Digital PathologyGANs in Digital Pathology
GANs in Digital Pathology
 
Inspection Systems for Additive Manufacturing
Inspection Systems for Additive ManufacturingInspection Systems for Additive Manufacturing
Inspection Systems for Additive Manufacturing
 
76201950
7620195076201950
76201950
 
Electronic Circuit Assessment using Machine Learning (ML)
Electronic Circuit Assessment using Machine Learning (ML)Electronic Circuit Assessment using Machine Learning (ML)
Electronic Circuit Assessment using Machine Learning (ML)
 
IRJET - Autonomous Navigation System using Deep Learning
IRJET -  	  Autonomous Navigation System using Deep LearningIRJET -  	  Autonomous Navigation System using Deep Learning
IRJET - Autonomous Navigation System using Deep Learning
 
Face detection on_embedded_systems
Face detection on_embedded_systemsFace detection on_embedded_systems
Face detection on_embedded_systems
 
IRJET- A Real Time Yolo Human Detection in Flood Affected Areas based on Vide...
IRJET- A Real Time Yolo Human Detection in Flood Affected Areas based on Vide...IRJET- A Real Time Yolo Human Detection in Flood Affected Areas based on Vide...
IRJET- A Real Time Yolo Human Detection in Flood Affected Areas based on Vide...
 
A Survey on Portable Camera-Based Assistive Text and Product Label Reading Fr...
A Survey on Portable Camera-Based Assistive Text and Product Label Reading Fr...A Survey on Portable Camera-Based Assistive Text and Product Label Reading Fr...
A Survey on Portable Camera-Based Assistive Text and Product Label Reading Fr...
 
Video copy detection using segmentation method and
Video copy detection using segmentation method andVideo copy detection using segmentation method and
Video copy detection using segmentation method and
 
PointNet
PointNetPointNet
PointNet
 
IRJET - Explicit Content Detection using Faster R-CNN and SSD Mobilenet V2
 IRJET - Explicit Content Detection using Faster R-CNN and SSD Mobilenet V2 IRJET - Explicit Content Detection using Faster R-CNN and SSD Mobilenet V2
IRJET - Explicit Content Detection using Faster R-CNN and SSD Mobilenet V2
 
Geometric Deep Learning
Geometric Deep Learning Geometric Deep Learning
Geometric Deep Learning
 
IRJET- Human Fall Detection using Co-Saliency-Enhanced Deep Recurrent Convolu...
IRJET- Human Fall Detection using Co-Saliency-Enhanced Deep Recurrent Convolu...IRJET- Human Fall Detection using Co-Saliency-Enhanced Deep Recurrent Convolu...
IRJET- Human Fall Detection using Co-Saliency-Enhanced Deep Recurrent Convolu...
 
Deformation @ TU
Deformation @ TUDeformation @ TU
Deformation @ TU
 
20120140502012
2012014050201220120140502012
20120140502012
 
小數據如何實現電腦視覺,微軟AI研究首席剖析關鍵
小數據如何實現電腦視覺,微軟AI研究首席剖析關鍵小數據如何實現電腦視覺,微軟AI研究首席剖析關鍵
小數據如何實現電腦視覺,微軟AI研究首席剖析關鍵
 
Face Recognition - Elisa Sayrol - UPC Barcelona 2018
Face Recognition - Elisa Sayrol - UPC Barcelona 2018Face Recognition - Elisa Sayrol - UPC Barcelona 2018
Face Recognition - Elisa Sayrol - UPC Barcelona 2018
 

Similar to Damage Assessment System for Aircraft Structural Defects using Wavelet Transform

Real time ship detection using YOLOv5
Real time ship detection using YOLOv5Real time ship detection using YOLOv5
Real time ship detection using YOLOv5IRJET Journal
 
Applications of Deep Learning in Construction Industry
Applications of Deep Learning in Construction IndustryApplications of Deep Learning in Construction Industry
Applications of Deep Learning in Construction IndustryGaurav Verma
 
IRJET - An Robust and Dynamic Fire Detection Method using Convolutional N...
IRJET -  	  An Robust and Dynamic Fire Detection Method using Convolutional N...IRJET -  	  An Robust and Dynamic Fire Detection Method using Convolutional N...
IRJET - An Robust and Dynamic Fire Detection Method using Convolutional N...IRJET Journal
 
ROAD POTHOLE DETECTION USING YOLOV4 DARKNET
ROAD POTHOLE DETECTION USING YOLOV4 DARKNETROAD POTHOLE DETECTION USING YOLOV4 DARKNET
ROAD POTHOLE DETECTION USING YOLOV4 DARKNETIRJET Journal
 
A Review of Digital Watermarking Technique for the Copyright Protection of Di...
A Review of Digital Watermarking Technique for the Copyright Protection of Di...A Review of Digital Watermarking Technique for the Copyright Protection of Di...
A Review of Digital Watermarking Technique for the Copyright Protection of Di...IRJET Journal
 
Computer Aided Visual Inspection of Aircraft Surfaces
Computer Aided Visual Inspection of Aircraft SurfacesComputer Aided Visual Inspection of Aircraft Surfaces
Computer Aided Visual Inspection of Aircraft SurfacesCSCJournals
 
IRJET- Advanced Control Strategies for Mold Level Process
IRJET- Advanced Control Strategies for Mold Level ProcessIRJET- Advanced Control Strategies for Mold Level Process
IRJET- Advanced Control Strategies for Mold Level ProcessIRJET Journal
 
Person Detection in Maritime Search And Rescue Operations
Person Detection in Maritime Search And Rescue OperationsPerson Detection in Maritime Search And Rescue Operations
Person Detection in Maritime Search And Rescue OperationsIRJET Journal
 
Person Detection in Maritime Search And Rescue Operations
Person Detection in Maritime Search And Rescue OperationsPerson Detection in Maritime Search And Rescue Operations
Person Detection in Maritime Search And Rescue OperationsIRJET Journal
 
ANALYSIS OF LUNG NODULE DETECTION AND STAGE CLASSIFICATION USING FASTER RCNN ...
ANALYSIS OF LUNG NODULE DETECTION AND STAGE CLASSIFICATION USING FASTER RCNN ...ANALYSIS OF LUNG NODULE DETECTION AND STAGE CLASSIFICATION USING FASTER RCNN ...
ANALYSIS OF LUNG NODULE DETECTION AND STAGE CLASSIFICATION USING FASTER RCNN ...IRJET Journal
 
Fingerprint Based Gender Classification by using Fuzzy C- Means and Neural Ne...
Fingerprint Based Gender Classification by using Fuzzy C- Means and Neural Ne...Fingerprint Based Gender Classification by using Fuzzy C- Means and Neural Ne...
Fingerprint Based Gender Classification by using Fuzzy C- Means and Neural Ne...IRJET Journal
 
A Video Processing based System for Counting Vehicles
A Video Processing based System for Counting VehiclesA Video Processing based System for Counting Vehicles
A Video Processing based System for Counting VehiclesIRJET Journal
 
Developing and comparing an encoding system using vector quantization &
Developing and comparing an encoding system using vector quantization &Developing and comparing an encoding system using vector quantization &
Developing and comparing an encoding system using vector quantization &IAEME Publication
 
Developing and comparing an encoding system using vector quantization &
Developing and comparing an encoding system using vector quantization &Developing and comparing an encoding system using vector quantization &
Developing and comparing an encoding system using vector quantization &IAEME Publication
 
CROP PROTECTION AGAINST BIRDS USING DEEP LEARNING AND IOT
CROP PROTECTION AGAINST BIRDS USING DEEP LEARNING AND IOTCROP PROTECTION AGAINST BIRDS USING DEEP LEARNING AND IOT
CROP PROTECTION AGAINST BIRDS USING DEEP LEARNING AND IOTIRJET Journal
 
IRJET- Automated Measurement of AVR Feature in Fundus Images using Image ...
IRJET-  	  Automated Measurement of AVR Feature in Fundus Images using Image ...IRJET-  	  Automated Measurement of AVR Feature in Fundus Images using Image ...
IRJET- Automated Measurement of AVR Feature in Fundus Images using Image ...IRJET Journal
 
Deployment of Debug and Trace for features in RISC-V Core
Deployment of Debug and Trace for features in RISC-V CoreDeployment of Debug and Trace for features in RISC-V Core
Deployment of Debug and Trace for features in RISC-V CoreIRJET Journal
 
IRJET- DNA Fragmentation Pattern and its Application in DNA Sample Type Class...
IRJET- DNA Fragmentation Pattern and its Application in DNA Sample Type Class...IRJET- DNA Fragmentation Pattern and its Application in DNA Sample Type Class...
IRJET- DNA Fragmentation Pattern and its Application in DNA Sample Type Class...IRJET Journal
 
CAR DAMAGE DETECTION USING DEEP LEARNING
CAR DAMAGE DETECTION USING DEEP LEARNINGCAR DAMAGE DETECTION USING DEEP LEARNING
CAR DAMAGE DETECTION USING DEEP LEARNINGIRJET Journal
 
Cryptography and error correction code for iris biometric recognition system
Cryptography and error correction code for iris biometric recognition systemCryptography and error correction code for iris biometric recognition system
Cryptography and error correction code for iris biometric recognition systemIRJET Journal
 

Similar to Damage Assessment System for Aircraft Structural Defects using Wavelet Transform (20)

Real time ship detection using YOLOv5
Real time ship detection using YOLOv5Real time ship detection using YOLOv5
Real time ship detection using YOLOv5
 
Applications of Deep Learning in Construction Industry
Applications of Deep Learning in Construction IndustryApplications of Deep Learning in Construction Industry
Applications of Deep Learning in Construction Industry
 
IRJET - An Robust and Dynamic Fire Detection Method using Convolutional N...
IRJET -  	  An Robust and Dynamic Fire Detection Method using Convolutional N...IRJET -  	  An Robust and Dynamic Fire Detection Method using Convolutional N...
IRJET - An Robust and Dynamic Fire Detection Method using Convolutional N...
 
ROAD POTHOLE DETECTION USING YOLOV4 DARKNET
ROAD POTHOLE DETECTION USING YOLOV4 DARKNETROAD POTHOLE DETECTION USING YOLOV4 DARKNET
ROAD POTHOLE DETECTION USING YOLOV4 DARKNET
 
A Review of Digital Watermarking Technique for the Copyright Protection of Di...
A Review of Digital Watermarking Technique for the Copyright Protection of Di...A Review of Digital Watermarking Technique for the Copyright Protection of Di...
A Review of Digital Watermarking Technique for the Copyright Protection of Di...
 
Computer Aided Visual Inspection of Aircraft Surfaces
Computer Aided Visual Inspection of Aircraft SurfacesComputer Aided Visual Inspection of Aircraft Surfaces
Computer Aided Visual Inspection of Aircraft Surfaces
 
IRJET- Advanced Control Strategies for Mold Level Process
IRJET- Advanced Control Strategies for Mold Level ProcessIRJET- Advanced Control Strategies for Mold Level Process
IRJET- Advanced Control Strategies for Mold Level Process
 
Person Detection in Maritime Search And Rescue Operations
Person Detection in Maritime Search And Rescue OperationsPerson Detection in Maritime Search And Rescue Operations
Person Detection in Maritime Search And Rescue Operations
 
Person Detection in Maritime Search And Rescue Operations
Person Detection in Maritime Search And Rescue OperationsPerson Detection in Maritime Search And Rescue Operations
Person Detection in Maritime Search And Rescue Operations
 
ANALYSIS OF LUNG NODULE DETECTION AND STAGE CLASSIFICATION USING FASTER RCNN ...
ANALYSIS OF LUNG NODULE DETECTION AND STAGE CLASSIFICATION USING FASTER RCNN ...ANALYSIS OF LUNG NODULE DETECTION AND STAGE CLASSIFICATION USING FASTER RCNN ...
ANALYSIS OF LUNG NODULE DETECTION AND STAGE CLASSIFICATION USING FASTER RCNN ...
 
Fingerprint Based Gender Classification by using Fuzzy C- Means and Neural Ne...
Fingerprint Based Gender Classification by using Fuzzy C- Means and Neural Ne...Fingerprint Based Gender Classification by using Fuzzy C- Means and Neural Ne...
Fingerprint Based Gender Classification by using Fuzzy C- Means and Neural Ne...
 
A Video Processing based System for Counting Vehicles
A Video Processing based System for Counting VehiclesA Video Processing based System for Counting Vehicles
A Video Processing based System for Counting Vehicles
 
Developing and comparing an encoding system using vector quantization &
Developing and comparing an encoding system using vector quantization &Developing and comparing an encoding system using vector quantization &
Developing and comparing an encoding system using vector quantization &
 
Developing and comparing an encoding system using vector quantization &
Developing and comparing an encoding system using vector quantization &Developing and comparing an encoding system using vector quantization &
Developing and comparing an encoding system using vector quantization &
 
CROP PROTECTION AGAINST BIRDS USING DEEP LEARNING AND IOT
CROP PROTECTION AGAINST BIRDS USING DEEP LEARNING AND IOTCROP PROTECTION AGAINST BIRDS USING DEEP LEARNING AND IOT
CROP PROTECTION AGAINST BIRDS USING DEEP LEARNING AND IOT
 
IRJET- Automated Measurement of AVR Feature in Fundus Images using Image ...
IRJET-  	  Automated Measurement of AVR Feature in Fundus Images using Image ...IRJET-  	  Automated Measurement of AVR Feature in Fundus Images using Image ...
IRJET- Automated Measurement of AVR Feature in Fundus Images using Image ...
 
Deployment of Debug and Trace for features in RISC-V Core
Deployment of Debug and Trace for features in RISC-V CoreDeployment of Debug and Trace for features in RISC-V Core
Deployment of Debug and Trace for features in RISC-V Core
 
IRJET- DNA Fragmentation Pattern and its Application in DNA Sample Type Class...
IRJET- DNA Fragmentation Pattern and its Application in DNA Sample Type Class...IRJET- DNA Fragmentation Pattern and its Application in DNA Sample Type Class...
IRJET- DNA Fragmentation Pattern and its Application in DNA Sample Type Class...
 
CAR DAMAGE DETECTION USING DEEP LEARNING
CAR DAMAGE DETECTION USING DEEP LEARNINGCAR DAMAGE DETECTION USING DEEP LEARNING
CAR DAMAGE DETECTION USING DEEP LEARNING
 
Cryptography and error correction code for iris biometric recognition system
Cryptography and error correction code for iris biometric recognition systemCryptography and error correction code for iris biometric recognition system
Cryptography and error correction code for iris biometric recognition system
 

More from ijtsrd

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

More from ijtsrd (20)

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

Recently uploaded

Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingTeacherCyreneCayanan
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajanpragatimahajan3
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfchloefrazer622
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDThiyagu K
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdfSoniaTolstoy
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdfQucHHunhnh
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...fonyou31
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpinRaunakKeshri1
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room servicediscovermytutordmt
 

Recently uploaded (20)

Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajan
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdf
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpin
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room service
 

Damage Assessment System for Aircraft Structural Defects using Wavelet Transform

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 5 Issue 4, May-June 2021 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD43630 | Volume – 5 | Issue – 4 | May-June 2021 Page 1525 Damage Assessment System for Aircraft Structural Defects using Wavelet Transform V. Akilan, S. Rajkumar Assistant Professor, Department of Aeronautical Engineering, Dhanalakshmi Srinivasan Engineering College, Perambalur, Tamil Nadu, India ABSTRACT Defects are often arises on the inner surface of aircraft structures, but most of conventional techniques can determine only the damages and cannot determine the degree of damage. Digital Image Processing and Wavelet Transform are used in this project. Characteristics parameters such as the length of the crack can be exactly detected to measure the faults of aircraft structure. Generally failures of different aircraft components and parts are revealed and examined by the use of non-destructiveexaminationmethods.In further detailed explanation and interpretation of failures optical and scanning electron microscopyareused.Thispaperpresentsa newapproachin automation for crack detection on pavement surface images. The method is based on the continuous wavelet transform. Then, wavelet coefficients maximal values are searched andtheir propagationthroughscalesisanalyzed. Finally, a post-processing givesa binaryimagewhichindicatesthepresenceor not of cracks on the pavement surface image. KEYWORDS: Digital Image Processing, Wavelet, scanning electron microscopy How to cite this paper: V. Akilan | S. Rajkumar "Damage Assessment System for Aircraft Structural Defects using Wavelet Transform" Published in International Journal of Trend in Scientific Research and Development(ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-4, June 2021, pp.1525-1527, URL: www.ijtsrd.com/papers/ijtsrd43630.pdf Copyright © 2021 by author (s) and International Journal ofTrendinScientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http: //creativecommons.org/licenses/by/4.0) 1. INTRODUCTION Numerous cases of failures of different aircraft components and parts with abundant data and in-depth analysis of causes, development and manifestation of failures can be found in the literature. The check-up of the integrity of aircraft components is carried out by trainedandcompetent personnel. The regular inspection of particular components is scheduled depending on the number of flying hours, lifetime and priority as specified by strict international regulations. Failure of an aircraft structural component can have catastrophic consequences, with resultant loss of life and of the aircraft. The investigation of defects and failures in aircraft structures is, thus, of vital importance in preventing further incidents. This review discusses the common failure modes observed in aircraft structures, with examplesdrawn from case histories. The review will also outline the investigative procedures employed in the examination of failed components. The wavelet transform has become a useful computational tool for a variety of signal andimageprocessingapplications. For example, the wavelet transform is useful for the compression of digital image files; smaller files are important for storing images using less memory and for transmitting images faster and more reliably. The FBI uses wavelet transforms for compressing digitally scanned fingerprint images. NASA's Mars Rovers used wavelet transforms for compressing images acquired by their 18 cameras. The wavelet-based algorithm implemented in software onboard the Mars Rovers is designed to meet the special requirements of deep-space communication. In addition, JPEG2K (the newer JPEG image _le format)isbased on wavelet transforms. Wavelet transforms are also useful for `cleaning' signals and images (reducing unwanted noise and blurring). Some algorithms for processing astronomical images, for example, are based on wavelet and wavelet-like transforms. 2. CRACK DETECTION In general, failures occur when a component or structure is no longer able to withstand the stresses imposed on it during operation. Commonly, failures are associated with stress concentrations, which can occur for several reasons including: Design errors, e.g. the presence of holes, notches, and tight fillet radii; The microstructure of the material may contain voids, inclusions etc.; Corrosive attack of the material, e.g. pitting, can also generate a local stress concentration. From our records and case histories data, an assessment can be made of the frequency of failure modes. This reveals that the incidence of fatigue failure dominates the distribution in aircraft. 3. IMAGE PROCESSING Modern digital technology has made it possible to manipulate multi-dimensional signals with systems that range from simple digital circuits to advanced parallel computers. The goal of this manipulation can bedividedinto three categories: Image Processing image in® image out, Image Analysis image in® measurements out, Image IJTSRD43630
  • 2. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43630 | Volume – 5 | Issue – 4 | May-June 2021 Page 1526 Understanding image in® high-level descriptionout. We will focus on the fundamental concepts of image processing. Space does not permit us to make more than a few introductory remarks about image analysis. Image understanding requires an approach that differs fundamentally from the theme of this book. Further, we will restrict ourselvestotwo–dimensional (2D)imageprocessing although most of the concepts and techniques that are to be described can be extended easily to three or more dimensions. We begin with certain basic definitions. An image defined in the “real world” is considered to be a function of two real variables, for example, a(x,y) with a as the amplitude (e.g. brightness) of the image at the real coordinate position (x,y). An image may be considered to contain sub-images sometimes referred to as regions–of– interest, ROIs, or simply regions. This concept reflects the fact that images frequently contain collections of objects each of which can be the basis for a region. 3.1. COMMON VALUES There are standard values for the various parameters encountered in digital image processing.Thesevaluescanbe caused by video standards, by algorithmic requirements, or by the desire to keep digital circuitry simple. Table 1 gives some commonly encountered values. Quite frequently we see cases of M=N=2K where {K = 8,9,10}. This can be motivated by digital circuitry or by the use of certain algorithms such as the (fast) Fourier transform. Parameter Symbol Typical values Rows N 256,512,525,625,1024,1035 Columns M 256,512,768,1024,1320 Gray L 2,64,256,1024,4096,16384 Table 1.1: Common values of digital image parameters The number of distinct gray levels is usually a power of 2, that is, L=2B where B is the number of bits in the binary representation of the brightness levels. When B>1 we speak of a gray-level image; when B=1 we speak of a binary image. In a binary image there are just two gray levels which can be referred to, for example, as “black” and “white” or “0” and “1”. 3.1.1. WAVELET TRANSFORM Figure 1.3 A comparative preproduction of original signals. The red line is the original signal. The blue dash line is the approximated signal with (a)K = 0 (b) K = 1 (c) K = 2 (d) K = 3 (e) K = 4 (f) K = 5 Figure 1.4 Different basis for the transforms. (a) Real part of the basis for Fourier transform, exp(j_t). (b) Basis for different frequency, exp(j4_t). (c) Basis for STFT, using Gaussian window of _ = 1. It is exp(t2=2) exp(j_t). (d) Basis for different frequency, exp(t2=2) exp(j4_t). (e) Mexican-hat mother wavelet function and (f) s = 4 4. PROCESS 4.1. Captured image: 4.2. Grayscale image: 4.3. Binary image: 5. Conclusion: We have also tried to comparative discussion of Fourier transform and wavelet transform mentioning the drawback of Fourier transform, besides this we have discussed the advantages of wavelet transform. A new family of filters has been derived from the wavelet theory.
  • 3. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD43630 | Volume – 5 | Issue – 4 | May-June 2021 Page 1527 Novel methods based on rotational self-nulling probes and linearly scanned probes were developed. Tests were performed on both in-house manufactured specimens (containing slots machined around holes) and samples provided by leading airplane manufacturers. By wavelet Analysis results in a non stationarysignal andfor much clear processing. Very efficient to use this process and get a high clarity and accurate degree of defect. This method is software based, so less time is required and compare to the NDT and other methods. REFERENCES [1] Rummel W. D. et al-“The detection of Fatigue Cracks by Non-Destructive Testing Methods” NASA contractor Report CR-2369, Feb. 1974. [2] Goransen U. – “Elements of Damage Tolerance Verification”. Paper presented at 1983 ICAF Meeting, Toulouse. [3] Daubechies. I. “The wavelet transforms time- frequency localization and signal analysis”. IEEE TransformationandInformationTheory36:961-1005, 1990. [4] Daubechics. I. “Ten Lectures on Wavelets”. SIAM, Philadelphia, PA, 1992. [5] Daubechies. I. “Ten Lectures On Wavelets”. SIAM, 1992. [6] A. Cohen I. Daubechies J.-C. “Feauveau. Biorthogonal bases of compactly supported wavelets”. Communications on Pure and Appl. Math., 45(5):485– 560, June 1992. [7] Burrus. C. S, Gopinath. R. A, and Guo. H. “Introduction to Wavelets and Wavelet Transforms”. Prentice Hall, 1997. [8] Mallat. S. “A Wavelet Tour of Signal Processing”. Academic Press, 1998. [9] Bajaba. N. S, Ainefaie. K. A.“Multipledamagedetection in structure using wavelet transforms”. Academic Press, 1998.