SlideShare a Scribd company logo
1 of 18
TEAM MEMBERS
D.Upadesh Varma(08911A04A5)
 D.Venkatsh(08911A04B4)
NECESSITY FOR PREDICTION OF RAINFALL
   Water is elixir of life. So
    rainfall becomes the
    inevitable part of every
    nation which decides the
    prosperity and economic
    scenario of a country.

   In this fast moving
    world, estimation of rainfall
    has become a necessity
    especially when the global
    heat levels are soaring.
WHY IMAGE PROCESSING???
 Generally for weather forecasting
  & rain forecasting we use the
  satellite images and satellite
  techniques.
 But it needs more technology and
  very high cost.
WHAT IS IMAGE PROCESSING??
 Image processing and analysis can be
  defined as the “act of examining
  images for the purpose of identifying
  objects and judging their
  significance”.
 This is a physical process used to
  convert an image signal into a
  physical image.
VARIOUS IMAGE PROCESSES

 IMAGE
 ENHANCEMENT     IMAGE RESTORATION




 IMAGE
 SEGMENTATION   IMAGE COMPRESSION
STEPS INVOLVED
DATA COLLECTION
  First we have to take the image as input
   and it is stored in the system.
  The Dimensions choosen for images is
   400×300.
  The Images will be stored as JPEG files in
   the system.
SKY STATUS
 The status of the sky is found using Wavelet.


 When input is given to the system ,we apply Wavelet
 in order to split the status of sky from input image.

 Then we evolve with the extracted image to represent
 to represent the status of the cloud.
CLOUD STATUS
 The status of the cloud is
  determined by using the
  “cloud mask algorithm”.
Cloud Mask algorithm
 The cloud mask algorithm consists of certain tests.
  Single pixel threshold tests are used in it.
 Thick high clouds are detected with threshold tests
  that rely on brightness temparature in infrared &water
  vapour bands
CLOUD TYPE
 The ‘Clustering Technique’ is
 applied to the image to find the
 type of cloud.

 Basically “Nimbostratus
 &Cumulonimbus” are the rainfall
 clouds and clouds like cumulus will
 produce rain at some rare chances.
RAINFALL ESTIMATION
 The type of rainfall cloud is
  predicted by analyzing the
  color,texture & density of
  cloud images.
 The results predicts the type
  of cloud with it’s information
  like classifacation ,appearance
  & Altitude will provide the
  status of the Rainfall.
DATAFLOW MODEL
IMPLEMENTATION ENVIRONMENT
 All the methods and algorithms described in this
 thesis were implemented using JAVA on windows
 XP operating system.

 The digital cloud images used in the experiments
 were obtained by using 10Mega Pixel Digital
 Camera.
CONCLUSION
  After studying ‘image processing for the
  prediction of Rainfall’ we realize that it is a field
  with great potential which can be used in every
  walk of life.
Thank you……….

More Related Content

What's hot

Image pre processing
Image pre processingImage pre processing
Image pre processing
Ashish Kumar
 
Ch 14. weather forecasting ( application of data logging)
Ch 14. weather forecasting ( application of data logging)Ch 14. weather forecasting ( application of data logging)
Ch 14. weather forecasting ( application of data logging)
Khan Yousafzai
 
Remote Sensing: Image Classification
Remote Sensing: Image ClassificationRemote Sensing: Image Classification
Remote Sensing: Image Classification
Kamlesh Kumar
 
AIR POLLUTION MONITORING USING RS
AIR POLLUTION MONITORING USING RSAIR POLLUTION MONITORING USING RS
AIR POLLUTION MONITORING USING RS
Abhiram Kanigolla
 

What's hot (20)

LiDAR Technology & IT’s Application on Forestry
LiDAR Technology & IT’s Application on ForestryLiDAR Technology & IT’s Application on Forestry
LiDAR Technology & IT’s Application on Forestry
 
13-Fcst-NWP.ppt
13-Fcst-NWP.ppt13-Fcst-NWP.ppt
13-Fcst-NWP.ppt
 
Remote Sensing Imagery & Artificial Intelligence
Remote Sensing Imagery & Artificial IntelligenceRemote Sensing Imagery & Artificial Intelligence
Remote Sensing Imagery & Artificial Intelligence
 
Structure and Motion - 3D Reconstruction of Cameras and Structure
Structure and Motion - 3D Reconstruction of Cameras and StructureStructure and Motion - 3D Reconstruction of Cameras and Structure
Structure and Motion - 3D Reconstruction of Cameras and Structure
 
Hyperspectral Imaging
Hyperspectral ImagingHyperspectral Imaging
Hyperspectral Imaging
 
hyperspectral remote sensing and its geological applications
hyperspectral remote sensing and its geological applicationshyperspectral remote sensing and its geological applications
hyperspectral remote sensing and its geological applications
 
Lec14 multiview stereo
Lec14 multiview stereoLec14 multiview stereo
Lec14 multiview stereo
 
Image pre processing
Image pre processingImage pre processing
Image pre processing
 
Automatic Building detection for satellite Images using IGV and DSM
Automatic Building detection for satellite Images using IGV and DSMAutomatic Building detection for satellite Images using IGV and DSM
Automatic Building detection for satellite Images using IGV and DSM
 
Multi spectral imaging
Multi spectral imagingMulti spectral imaging
Multi spectral imaging
 
Satellite image Processing Seminar Report
Satellite image Processing Seminar ReportSatellite image Processing Seminar Report
Satellite image Processing Seminar Report
 
application of remote sensing in defence forces
application of remote sensing in defence forcesapplication of remote sensing in defence forces
application of remote sensing in defence forces
 
Ch 14. weather forecasting ( application of data logging)
Ch 14. weather forecasting ( application of data logging)Ch 14. weather forecasting ( application of data logging)
Ch 14. weather forecasting ( application of data logging)
 
Remote Sensing: Image Classification
Remote Sensing: Image ClassificationRemote Sensing: Image Classification
Remote Sensing: Image Classification
 
AIR POLLUTION MONITORING USING RS
AIR POLLUTION MONITORING USING RSAIR POLLUTION MONITORING USING RS
AIR POLLUTION MONITORING USING RS
 
How Deep Learning Could Predict Weather Events
How Deep Learning Could Predict Weather EventsHow Deep Learning Could Predict Weather Events
How Deep Learning Could Predict Weather Events
 
Facial emotion detection on babies' emotional face using Deep Learning.
Facial emotion detection on babies' emotional face using Deep Learning.Facial emotion detection on babies' emotional face using Deep Learning.
Facial emotion detection on babies' emotional face using Deep Learning.
 
Optical and infrared remote sensing
Optical and infrared remote sensingOptical and infrared remote sensing
Optical and infrared remote sensing
 
Emotion detection using cnn.pptx
Emotion detection using cnn.pptxEmotion detection using cnn.pptx
Emotion detection using cnn.pptx
 
What is spatial Resolution
What is spatial ResolutionWhat is spatial Resolution
What is spatial Resolution
 

Viewers also liked

Viewers also liked (6)

Data analysis of weather forecasting
Data analysis of weather forecastingData analysis of weather forecasting
Data analysis of weather forecasting
 
Implementation of Data Mining Techniques for Meteorological Data Analysis
Implementation of Data Mining Techniques for Meteorological Data Analysis Implementation of Data Mining Techniques for Meteorological Data Analysis
Implementation of Data Mining Techniques for Meteorological Data Analysis
 
Data mining
Data miningData mining
Data mining
 
Weather forecasting
Weather forecastingWeather forecasting
Weather forecasting
 
Forecasting Techniques
Forecasting TechniquesForecasting Techniques
Forecasting Techniques
 
Data mining
Data miningData mining
Data mining
 

Similar to Prediction of rainfall using image processing

Matlab rich intrinsic image decomposition of outdoor scenes from multiple views
Matlab  rich intrinsic image decomposition of outdoor scenes from multiple viewsMatlab  rich intrinsic image decomposition of outdoor scenes from multiple views
Matlab rich intrinsic image decomposition of outdoor scenes from multiple views
Ecway Technologies
 
Rich intrinsic image decomposition of outdoor scenes from multiple views
Rich intrinsic image decomposition of outdoor scenes from multiple viewsRich intrinsic image decomposition of outdoor scenes from multiple views
Rich intrinsic image decomposition of outdoor scenes from multiple views
Ecway Technologies
 
Matlab rich intrinsic image decomposition of outdoor scenes from multiple views
Matlab  rich intrinsic image decomposition of outdoor scenes from multiple viewsMatlab  rich intrinsic image decomposition of outdoor scenes from multiple views
Matlab rich intrinsic image decomposition of outdoor scenes from multiple views
Ecway Technologies
 

Similar to Prediction of rainfall using image processing (20)

RAIN STREAKS ELIMINATION USING IMAGE PROCESSING ALGORITHMS
RAIN STREAKS ELIMINATION USING IMAGE PROCESSING ALGORITHMSRAIN STREAKS ELIMINATION USING IMAGE PROCESSING ALGORITHMS
RAIN STREAKS ELIMINATION USING IMAGE PROCESSING ALGORITHMS
 
IRJET- A Comparative Analysis of various Visibility Enhancement Techniques th...
IRJET- A Comparative Analysis of various Visibility Enhancement Techniques th...IRJET- A Comparative Analysis of various Visibility Enhancement Techniques th...
IRJET- A Comparative Analysis of various Visibility Enhancement Techniques th...
 
High Efficiency Haze Removal Using Contextual Regularization Algorithm
High Efficiency Haze Removal Using Contextual Regularization AlgorithmHigh Efficiency Haze Removal Using Contextual Regularization Algorithm
High Efficiency Haze Removal Using Contextual Regularization Algorithm
 
Development and Hardware Implementation of an Efficient Algorithm for Cloud D...
Development and Hardware Implementation of an Efficient Algorithm for Cloud D...Development and Hardware Implementation of an Efficient Algorithm for Cloud D...
Development and Hardware Implementation of an Efficient Algorithm for Cloud D...
 
Visibility Enhancement of Hazy Images using Depth Estimation Concept
Visibility Enhancement of Hazy Images using Depth Estimation ConceptVisibility Enhancement of Hazy Images using Depth Estimation Concept
Visibility Enhancement of Hazy Images using Depth Estimation Concept
 
an automativ
an automativan automativ
an automativ
 
Visual Environment by Semantic Segmentation Using Deep Learning: A Prototype ...
Visual Environment by Semantic Segmentation Using Deep Learning: A Prototype ...Visual Environment by Semantic Segmentation Using Deep Learning: A Prototype ...
Visual Environment by Semantic Segmentation Using Deep Learning: A Prototype ...
 
An Enhanced Support Vector Regression Model for Weather Forecasting
An Enhanced Support Vector Regression Model for Weather ForecastingAn Enhanced Support Vector Regression Model for Weather Forecasting
An Enhanced Support Vector Regression Model for Weather Forecasting
 
IRJET- Removal of Rain Streaks and Shadow from an Image
IRJET- Removal of Rain Streaks and Shadow from an ImageIRJET- Removal of Rain Streaks and Shadow from an Image
IRJET- Removal of Rain Streaks and Shadow from an Image
 
The Effectiveness of 2D-3D Converters in Rendering Natural Water Phenomena
The Effectiveness of 2D-3D Converters in Rendering Natural Water PhenomenaThe Effectiveness of 2D-3D Converters in Rendering Natural Water Phenomena
The Effectiveness of 2D-3D Converters in Rendering Natural Water Phenomena
 
INCAST_2008-014__2_
INCAST_2008-014__2_INCAST_2008-014__2_
INCAST_2008-014__2_
 
Iaetsd multi-view and multi band face recognition
Iaetsd multi-view and multi band face recognitionIaetsd multi-view and multi band face recognition
Iaetsd multi-view and multi band face recognition
 
Matlab rich intrinsic image decomposition of outdoor scenes from multiple views
Matlab  rich intrinsic image decomposition of outdoor scenes from multiple viewsMatlab  rich intrinsic image decomposition of outdoor scenes from multiple views
Matlab rich intrinsic image decomposition of outdoor scenes from multiple views
 
Rich intrinsic image decomposition of outdoor scenes from multiple views
Rich intrinsic image decomposition of outdoor scenes from multiple viewsRich intrinsic image decomposition of outdoor scenes from multiple views
Rich intrinsic image decomposition of outdoor scenes from multiple views
 
Matlab rich intrinsic image decomposition of outdoor scenes from multiple views
Matlab  rich intrinsic image decomposition of outdoor scenes from multiple viewsMatlab  rich intrinsic image decomposition of outdoor scenes from multiple views
Matlab rich intrinsic image decomposition of outdoor scenes from multiple views
 
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
AUTOMATIC IDENTIFICATION OF CLOUD COVER REGIONS USING SURF
 
IRJET - Underwater Object Identification using Matlab and Machine
IRJET - Underwater Object Identification using Matlab and MachineIRJET - Underwater Object Identification using Matlab and Machine
IRJET - Underwater Object Identification using Matlab and Machine
 
Single Image Fog Removal Based on Fusion Strategy
Single Image Fog Removal Based on Fusion Strategy Single Image Fog Removal Based on Fusion Strategy
Single Image Fog Removal Based on Fusion Strategy
 
Comparison of Wavelet Watermarking Method With & without Estimator Approach
Comparison of Wavelet Watermarking Method With & without Estimator ApproachComparison of Wavelet Watermarking Method With & without Estimator Approach
Comparison of Wavelet Watermarking Method With & without Estimator Approach
 
Restoration of the video by removing rain streaks
Restoration of the video by removing rain streaksRestoration of the video by removing rain streaks
Restoration of the video by removing rain streaks
 

Recently uploaded

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
Earley Information Science
 

Recently uploaded (20)

Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 

Prediction of rainfall using image processing

  • 1.
  • 3. NECESSITY FOR PREDICTION OF RAINFALL  Water is elixir of life. So rainfall becomes the inevitable part of every nation which decides the prosperity and economic scenario of a country.  In this fast moving world, estimation of rainfall has become a necessity especially when the global heat levels are soaring.
  • 4. WHY IMAGE PROCESSING???  Generally for weather forecasting & rain forecasting we use the satellite images and satellite techniques.  But it needs more technology and very high cost.
  • 5. WHAT IS IMAGE PROCESSING??  Image processing and analysis can be defined as the “act of examining images for the purpose of identifying objects and judging their significance”.  This is a physical process used to convert an image signal into a physical image.
  • 6. VARIOUS IMAGE PROCESSES IMAGE ENHANCEMENT IMAGE RESTORATION IMAGE SEGMENTATION IMAGE COMPRESSION
  • 8. DATA COLLECTION  First we have to take the image as input and it is stored in the system.  The Dimensions choosen for images is 400×300.  The Images will be stored as JPEG files in the system.
  • 9. SKY STATUS  The status of the sky is found using Wavelet.  When input is given to the system ,we apply Wavelet in order to split the status of sky from input image.  Then we evolve with the extracted image to represent to represent the status of the cloud.
  • 10. CLOUD STATUS  The status of the cloud is determined by using the “cloud mask algorithm”.
  • 11. Cloud Mask algorithm  The cloud mask algorithm consists of certain tests. Single pixel threshold tests are used in it.  Thick high clouds are detected with threshold tests that rely on brightness temparature in infrared &water vapour bands
  • 12. CLOUD TYPE  The ‘Clustering Technique’ is applied to the image to find the type of cloud.  Basically “Nimbostratus &Cumulonimbus” are the rainfall clouds and clouds like cumulus will produce rain at some rare chances.
  • 13. RAINFALL ESTIMATION  The type of rainfall cloud is predicted by analyzing the color,texture & density of cloud images.  The results predicts the type of cloud with it’s information like classifacation ,appearance & Altitude will provide the status of the Rainfall.
  • 15. IMPLEMENTATION ENVIRONMENT  All the methods and algorithms described in this thesis were implemented using JAVA on windows XP operating system.  The digital cloud images used in the experiments were obtained by using 10Mega Pixel Digital Camera.
  • 16. CONCLUSION  After studying ‘image processing for the prediction of Rainfall’ we realize that it is a field with great potential which can be used in every walk of life.
  • 17.