Combining SAR and Optical Imagery for Mapping Change Detection
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1 Combining SAR and Optical Imagery for Mapping Change Detection
2 SCALABLE FLEXIBLE Flexible, Scalable Solutions Desktop Remote Sensing and Ortho-mosaicking Software Suite Workflow Automation High Volume Production OPERATIONAL EFFICIENCY
3 Production Capabilities More automation fewer operators Analysis/Research/Info Extraction
4 Production Capabilities Custom Workflow Development Create custom workflows to your exact requirements Deploy on desktops or servers DEM Extraction Custom Function Calc Volume
5 What we will cover Key Concepts Download and load free Landsat-8 optical imagery Download and load free sentinel-1 SAR imagery Applications of combining SAR and optical analysis Example 1 Automatic land reclamation monitoring Example 2 Automatic coastline mapping 5 Private and Confidential
6 Downloading and Using Free Data in Geomatica
7 Free Data Support in Geomatica Geomatica continues to be one of the leaders in sensor support, which includes free data sources Open source imagery is supported throughout the Geomatica software, which gives users more processing and analytical tools
8 Free Data Support in Geomatica Data Source Product Type Support Landsat Continuity Mission ASTER Imagery ASTER GDEM SRTM90/30 Sentinel-1 Satellite VNIR, PAN, SWIR, TIR Satellite VNIR, SWIR, TIR 30m worldwide Stereo DEM Worldwide high accuracy DEM Interferometric dual pol SAR Viewing, Ortho, Atm. Corr, Pansharp, Analysis, reference data Viewing, Ortho, DEM Extraction, Atm. Corr, Analysis Viewing, reference, processing, analysis (lineament, dip/strike, hydro) Viewing, processing, reference, analysis (lineament, dip/strike, hydro) GRD, Viewing, Calibration, intensity analytics (Change detection), fusion Sentinel-2 Highest resolution free optical data Coming Soon!
9 Steps to Download Free L8 Data Downloading Free Landsat-8 imagery 1 Navigate to 2 Register for a free account 3 Sign in with your free account 4 Find data (area, dates, cloud cover, data source, etc.) 5 Download data and load into Geomatica 9 Private and Confidential
10 Steps to Download Free Sentinel-1 SAR Data Downloading Free Sentinel-1 SAR imagery 1 Navigate to 2 Register for an account 3 Sign in with your account 4 Select your area of interest and collection mode 5 Download and load your data 10 Private and Confidential
11 Checkout our Tech TV Video Download and use free Landsat-8 imagery: Go to: Search for: 11 Private and Confidential
12 Checkout our Tech TV Video Download and use free Landsat-8 imagery: 12 Private and Confidential
13 Checkout our Tech TV Video Download and use free Sentinel-1 SAR data: Go to: Search for: 13 Private and Confidential
14 Checkout our Tech TV Video Download and use free Sentinal-1 SAR data: 14 Private and Confidential
15 Checkout our Tech TV Video Download and use free SRTM DEMs: Go to: Search for: 15 Private and Confidential
16 Checkout our Tech TV Video Download and use free SRTM DEMs: 16 Private and Confidential
17 Applications that can benefit from combining SAR and Optical Analysis
18 Image Visualization Process - Fusion of SAR and Optical 18 Private and Confidential
19 Classification Process - Fusion of SAR and Optical - Classification 19 Private and Confidential
20 SAR + MS Analysis Process - Better understand what is changing New Stands for audience 21 Private and Confidential
21 Automation SAR + Optical Build custom automated workflows with more reliable results by combining SAR and optical 22 Private and Confidential
22 Example 1 Automatic Land Reclamation Monitoring
23 Project Overview Goal: Create an automated workflow that can identify Natural and Artificial Land Reclamation Activities Project Requirements: Must be automated Highly accurate Use freely available data
24 Value of Automating Land Reclamation Monitoring Difficult and time consuming to manually search for new land reclamation activities Many contested artificial land reclamation activities occurring around the world
25 Issues with using only Optical False-positives due to haze & cloud (even with cloud masking) Real Change
26 Issues with using only Optical False-positives due to haze & cloud (even with cloud masking) False-positives
27 Issues with using only SAR False positives from ocean waves and currents (Especially in VV) Real Change
28 Issues with using only SAR False positives from ocean waves and currents (Especially in VV) False-positives
29 Automation with multi-sensor open data Landsat-8 Thermal Ingest L8 Mask haze/cloud Intersection Analysis Landsat-8 MS + PAN Ingest L8 Sentinel-1 Top of Atm Change Detection Compare Change Detection results Map Change Ingest Sigmanought Change Detection Spatial Filtering to remove noise
30 Result by comparing SAR and Optical Results A simple intersection analysis between SAR and optical results effectively removes false positives
31 Example 2 Coastline Mapping
32 Project Overview Goal: Automatically map large coastlines at high detail Project Requirements: Must be automated Highly accurate High detail
33 Issues with using only Optical Errors due to dark land pixels in optical imagery Terrain Shadow confused as water
34 Automatic Coastline Mapping Rapideye MS Input Calc TOA Model water (pixel-wise) Improve water model Extract land polygon Remove inland water bodies Sentinel-1 Ingest SAR data Sigma-nought Identify terrain shadow
35 Country-wide coastline (5m) Generated in less than 36 hours
36 Country-wide coastline (5m) Sample of Individual image tiles
37 Country-wide coastline (5m)
38 Country-wide coastline (5m)
39 Contact PCI Geomatics
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