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Change Detection Research for 
The National Map 
National Geospatial Technical Operations Center 
GeCo in the Rockies Conference: 24 September 2014 
Kristin Fishburn Andy Stauffer 
kafishburn@usgs.gov astauffer@usgs.gov 
(303) 202-4405 (303) 202-4534
GeCo in the Rockies 2014 24 Sept 2014 
Change Detection: Scope and Objectives 
Research into vector based change detection to help minimize data maintenance 
expenditures for The National Map (TNM) vector Levels-of-Detail (LoDs) and derived 
products and services 
• US Topo Maps 
• 1:1M-scale data / 100K-scale data 
• Vector Staged Products 
• TNM Viewer map cache and other products and services (TBD) 
Evaluation of coarse change data sources 
• Support for data acquisition 
• Support for change identification on-the-ground
GeCo in the Rockies 2014 24 Sept 2014 
Change Detection: Concept of Operations
GeCo in the Rockies 2014 24 Sept 2014 
Change Detection: Concept of Operations
GeCo in the Rockies 2014 24 Sept 2014 
Example: FCode Change 
3600 (Canal/Ditch) -> 44800 (Artificial Path) 
Attribute change does NOT drive symbology change 
33600 (Canal/Ditch) -> 46003 (Intermittent River) 
Attribute change DOES drive symbology change 
Change Detection: Concept of Operations
GeCo in the Rockies 2014 24 Sept 2014 
Vector Staged Products 
• Pre-packaged, staged for download 
(ArcGIS format) 
• Various footprints 
• 7.5-minute 
• 1-degree cells 
• hydrographic units 
• state 
• Approximately 75,000 total products 
• Boundaries 
• High Resolution Hydrography 
• Medium Resolution Hydrography 
• Watershed Boundaries 
• Elevation Contours 
• Map Indices 
• Geographic Names 
• Structures 
• Transportation 
• Woodland 
• Combined 
TNM Derived Data and Products 
US Topo Maps 
• Digital USGS Topographic Map Product 
• Modeled on standard 7.5-min quads 
• Layered GeoPDF® 
• Orthoimage base 
• Core feature layers 
• 3-year production cycle 
• Approximately 65,000 total maps 
• 18,000 produced / revised each year 
• Download free on the Web 
1:1M-scale (Formerly National Atlas base data) 
• County Boundaries 
• State Boundaries 
• National Boundaries 
• Cities and Towns 
• Coastline 
• Gaging Stations 
• Streams 
• Waterbodies 
• Airports 
• Ferries 
• Port Facilities 
• Railroads 
• Rail and Bus Stations 
• Roads
GeCo in the Rockies 2014 24 Sept 2014 
Staged Products 
??? 
US Topo Maps 
LoDs 
V.D. Date 
< 
last run 
date? 
Track Table 
(Dirty Date and 
Refresh Date) 
Sort by 
Product /Service 
Examine dates to 
flag product for 
updates 
STEP 2: Refresh Tools 
Add to 
Queue 
???? 
Threshold 
Change 
Detection 
Flag Feature Class 
as Changed 
SDE Database 
A 
SDE Database 
B 
Version 
Difference Log 
Feature Class 1 
Version 
Difference Log 
Feature Class 2 
Version 
Difference Log 
Feature Class n 
START: Change Detection Tools 
For each flagged 
Log File 
Relate FCs into 
Deliverable 
Extract Log File 
Change Features 
Subset footprints 
in PCFP 
Intersect footprints 
with Changed 
Features 
Update product 
Dirty Dates to 
current time 
Track Table 
(Footprint Type) 
STEP 1: Parser Tools 
Define and apply product-specific requirements 
Push 
product restage 
to Track Table 
Update Dirty Dates 
Update Restage Date 
with Date Estimate 
Update Restage Date 
PtoR Sync 
Feature Class 
To 
Product / Service 
For each product / service 
If Change Exists 
Change Detection Workflow
GeCo in the Rockies 2014 24 Sept 2014 
VersionDiff_NHDArea_high 
Change Detection Tools: Version Difference Feature Class Log
GeCo in the Rockies 2014 24 Sept 2014 
Staged Products 
??? 
US Topo Maps 
LoDs 
V.D. Date 
< 
last run 
date? 
Track Table 
(Dirty Date and 
Refresh Date) 
Sort by 
Product /Service 
Examine dates to 
flag product for 
updates 
STEP 2: Refresh Tools 
Add to 
Queue 
???? 
Threshold 
Change 
Detection 
Flag Feature Class 
as Changed 
SDE Database 
A 
SDE Database 
B 
Version 
Difference Log 
Feature Class 1 
Version 
Difference Log 
Feature Class 2 
Version 
Difference Log 
Feature Class n 
START: Change Detection Tools 
For each flagged 
Log File 
Relate FCs into 
Deliverable 
Extract Log File 
Change Features 
Subset footprints 
in PCFP 
Intersect footprints 
with Changed 
Features 
Update product 
Dirty Dates to 
current time 
Track Table 
(Footprint Type) 
STEP 1: Parser Tools 
Define and apply product-specific requirements 
Push 
product restage 
to Track Table 
Update Dirty Dates 
Update Restage Date 
with Date Estimate 
Update Restage Date 
PtoR Sync 
Feature Class 
To 
Product / Service 
For each product / service 
If Change Exists 
Change Detection Workflow
GeCo in the Rockies 2014 24 Sept 2014 
Parser Tools: Intersect Changed Features w/ Product Footprints 
VersionDiff_NHDFlowlines_high 
Product Catalog Requirements Lookup 
Footprint Polygon FC(s)
GeCo in the Rockies 2014 24 Sept 2014 
Staged Products 
??? 
US Topo Maps 
LoDs 
V.D. Date 
< 
last run 
date? 
Track Table 
(Dirty Date and 
Refresh Date) 
Sort by 
Product /Service 
Examine dates to 
flag product for 
updates 
STEP 2: Refresh Tools 
Add to 
Queue 
???? 
Threshold 
Change 
Detection 
Flag Feature Class 
as Changed 
SDE Database 
A 
SDE Database 
B 
Version 
Difference Log 
Feature Class 1 
Version 
Difference Log 
Feature Class 2 
Version 
Difference Log 
Feature Class n 
START: Change Detection Tools 
For each flagged 
Log File 
Relate FCs into 
Deliverable 
Extract Log File 
Change Features 
Subset footprints 
in PCFP 
Intersect footprints 
with Changed 
Features 
Update product 
Dirty Dates to 
current time 
Track Table 
(Footprint Type) 
STEP 1: Parser Tools 
Define and apply product-specific requirements 
Push 
product restage 
to Track Table 
Update Dirty Dates 
Update Restage Date 
with Date Estimate 
Update Restage Date 
PtoR Sync 
Feature Class 
To 
Product / Service 
For each product / service 
If Change Exists 
Change Detection Workflow
GeCo in the Rockies 2014 24 Sept 2014 
Parser Tools: Send to Refresh Tools
GeCo in the Rockies 2014 24 Sept 2014 
• Study area: The entire nation 
• Study period: May 8 – July 14 (67 days) 
• No. of footprints (FPs) w/ 7 day refresh requirement: 73,210 
• No. of refresh cycles over study period: 9 
Total: FPs times refresh cycles (73,210 x 9): 658,890 
• No. of changed features (from 20 feature classes): 5,043,669 
• No. of FPs flagged for updates through 9 cycles: 96,677 
• Total run time for Parser Tools over study period: 5hr 36min 
• Percent of total FPs needed to be refreshed 14.7% 
Change Detection: Case Study Results - Vector Staged Products
GeCo in the Rockies 2014 24 Sept 2014 
• Continue work with threshold Change Detection 
– Will an attribution change cause a change to the symbology or 
label on a US Topo map? 
– Will a geometric change be significant enough to be detectable 
on a map at scale (24K)? 
• Define threshold requirements 
– Extend to other products and services (US Topo maps, LoD, etc.) 
• Define aggregate change requirements 
– How much data must change within a map before it needs to be 
updated? 
• Within a feature class? 
• Across multiple feature classes? 
Change Detection: Continued Work
GeCo in the Rockies 2014 24 Sept 2014 
Change Detection: Application to US Topo Maps and 1:1M-scale data 
US Topo Maps 
• More than 65,000 US Topo maps cover all U.S. states and territories 
• Approximately 18,000 US Topo maps are currently produced / revised each year 
• Content enhancements (new feature additions) anticipated to continue through 
2018 
• Third three-year production cycle will be completed in 2018 
• Change detection can reduce the number of maps that need to be revised each year 
• Focus resources 
• Areas where certain types of change is occurring 
• Areas where change is occurring rapidly 
• Change the 3-year cycle to a tailored revision cycle per map, according to change 
information 
1:1M-scale datasets 
• Change detection can reduce resources required to revise datasets 
• Update cycle is currently 5-years for the nation 
• Change to a tailored revision cycle per feature class and per designated AOI (e.g. 
county / state) according to change information
Questions? 
Kristin Fishburn Andy Stauffer 
kafishburn@usgs.gov astauffer@usgs.gov 
(303) 202-4405 (303) 202-4534
Backup 
Kristin Fishburn Andy Stauffer 
kafishburn@usgs.gov astauffer@usgs.gov 
(303) 202-4405 (303) 202-4534
GeCo in the Rockies 2014 24 Sept 2014 
US Topo Maps Content 
Content added: 2009, 2010, 2011, 2012, 2013, 2014 
Ortho-rectified Aerial Imagery 
Roads 
Names 
Elevation Contours 
Hydrography 
State/County/USFS Boundaries 
Runways 
Woodland 
Railroads 
PLSS 
Fire Stations 
Hospitals 
Schools 
Military Boundaries 
Cemeteries 
Post Offices 
Shaded Relief 
Trails 
FWS Boundaries 
State Capitals 
Police Stations 
Correctional Facilities
GeCo in the Rockies 2014 24 Sept 2014 
US Topo Maps Work Plan

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Change Detection Research for the National Map

  • 1. Change Detection Research for The National Map National Geospatial Technical Operations Center GeCo in the Rockies Conference: 24 September 2014 Kristin Fishburn Andy Stauffer kafishburn@usgs.gov astauffer@usgs.gov (303) 202-4405 (303) 202-4534
  • 2. GeCo in the Rockies 2014 24 Sept 2014 Change Detection: Scope and Objectives Research into vector based change detection to help minimize data maintenance expenditures for The National Map (TNM) vector Levels-of-Detail (LoDs) and derived products and services • US Topo Maps • 1:1M-scale data / 100K-scale data • Vector Staged Products • TNM Viewer map cache and other products and services (TBD) Evaluation of coarse change data sources • Support for data acquisition • Support for change identification on-the-ground
  • 3. GeCo in the Rockies 2014 24 Sept 2014 Change Detection: Concept of Operations
  • 4. GeCo in the Rockies 2014 24 Sept 2014 Change Detection: Concept of Operations
  • 5. GeCo in the Rockies 2014 24 Sept 2014 Example: FCode Change 3600 (Canal/Ditch) -> 44800 (Artificial Path) Attribute change does NOT drive symbology change 33600 (Canal/Ditch) -> 46003 (Intermittent River) Attribute change DOES drive symbology change Change Detection: Concept of Operations
  • 6. GeCo in the Rockies 2014 24 Sept 2014 Vector Staged Products • Pre-packaged, staged for download (ArcGIS format) • Various footprints • 7.5-minute • 1-degree cells • hydrographic units • state • Approximately 75,000 total products • Boundaries • High Resolution Hydrography • Medium Resolution Hydrography • Watershed Boundaries • Elevation Contours • Map Indices • Geographic Names • Structures • Transportation • Woodland • Combined TNM Derived Data and Products US Topo Maps • Digital USGS Topographic Map Product • Modeled on standard 7.5-min quads • Layered GeoPDF® • Orthoimage base • Core feature layers • 3-year production cycle • Approximately 65,000 total maps • 18,000 produced / revised each year • Download free on the Web 1:1M-scale (Formerly National Atlas base data) • County Boundaries • State Boundaries • National Boundaries • Cities and Towns • Coastline • Gaging Stations • Streams • Waterbodies • Airports • Ferries • Port Facilities • Railroads • Rail and Bus Stations • Roads
  • 7. GeCo in the Rockies 2014 24 Sept 2014 Staged Products ??? US Topo Maps LoDs V.D. Date < last run date? Track Table (Dirty Date and Refresh Date) Sort by Product /Service Examine dates to flag product for updates STEP 2: Refresh Tools Add to Queue ???? Threshold Change Detection Flag Feature Class as Changed SDE Database A SDE Database B Version Difference Log Feature Class 1 Version Difference Log Feature Class 2 Version Difference Log Feature Class n START: Change Detection Tools For each flagged Log File Relate FCs into Deliverable Extract Log File Change Features Subset footprints in PCFP Intersect footprints with Changed Features Update product Dirty Dates to current time Track Table (Footprint Type) STEP 1: Parser Tools Define and apply product-specific requirements Push product restage to Track Table Update Dirty Dates Update Restage Date with Date Estimate Update Restage Date PtoR Sync Feature Class To Product / Service For each product / service If Change Exists Change Detection Workflow
  • 8. GeCo in the Rockies 2014 24 Sept 2014 VersionDiff_NHDArea_high Change Detection Tools: Version Difference Feature Class Log
  • 9. GeCo in the Rockies 2014 24 Sept 2014 Staged Products ??? US Topo Maps LoDs V.D. Date < last run date? Track Table (Dirty Date and Refresh Date) Sort by Product /Service Examine dates to flag product for updates STEP 2: Refresh Tools Add to Queue ???? Threshold Change Detection Flag Feature Class as Changed SDE Database A SDE Database B Version Difference Log Feature Class 1 Version Difference Log Feature Class 2 Version Difference Log Feature Class n START: Change Detection Tools For each flagged Log File Relate FCs into Deliverable Extract Log File Change Features Subset footprints in PCFP Intersect footprints with Changed Features Update product Dirty Dates to current time Track Table (Footprint Type) STEP 1: Parser Tools Define and apply product-specific requirements Push product restage to Track Table Update Dirty Dates Update Restage Date with Date Estimate Update Restage Date PtoR Sync Feature Class To Product / Service For each product / service If Change Exists Change Detection Workflow
  • 10. GeCo in the Rockies 2014 24 Sept 2014 Parser Tools: Intersect Changed Features w/ Product Footprints VersionDiff_NHDFlowlines_high Product Catalog Requirements Lookup Footprint Polygon FC(s)
  • 11. GeCo in the Rockies 2014 24 Sept 2014 Staged Products ??? US Topo Maps LoDs V.D. Date < last run date? Track Table (Dirty Date and Refresh Date) Sort by Product /Service Examine dates to flag product for updates STEP 2: Refresh Tools Add to Queue ???? Threshold Change Detection Flag Feature Class as Changed SDE Database A SDE Database B Version Difference Log Feature Class 1 Version Difference Log Feature Class 2 Version Difference Log Feature Class n START: Change Detection Tools For each flagged Log File Relate FCs into Deliverable Extract Log File Change Features Subset footprints in PCFP Intersect footprints with Changed Features Update product Dirty Dates to current time Track Table (Footprint Type) STEP 1: Parser Tools Define and apply product-specific requirements Push product restage to Track Table Update Dirty Dates Update Restage Date with Date Estimate Update Restage Date PtoR Sync Feature Class To Product / Service For each product / service If Change Exists Change Detection Workflow
  • 12. GeCo in the Rockies 2014 24 Sept 2014 Parser Tools: Send to Refresh Tools
  • 13. GeCo in the Rockies 2014 24 Sept 2014 • Study area: The entire nation • Study period: May 8 – July 14 (67 days) • No. of footprints (FPs) w/ 7 day refresh requirement: 73,210 • No. of refresh cycles over study period: 9 Total: FPs times refresh cycles (73,210 x 9): 658,890 • No. of changed features (from 20 feature classes): 5,043,669 • No. of FPs flagged for updates through 9 cycles: 96,677 • Total run time for Parser Tools over study period: 5hr 36min • Percent of total FPs needed to be refreshed 14.7% Change Detection: Case Study Results - Vector Staged Products
  • 14. GeCo in the Rockies 2014 24 Sept 2014 • Continue work with threshold Change Detection – Will an attribution change cause a change to the symbology or label on a US Topo map? – Will a geometric change be significant enough to be detectable on a map at scale (24K)? • Define threshold requirements – Extend to other products and services (US Topo maps, LoD, etc.) • Define aggregate change requirements – How much data must change within a map before it needs to be updated? • Within a feature class? • Across multiple feature classes? Change Detection: Continued Work
  • 15. GeCo in the Rockies 2014 24 Sept 2014 Change Detection: Application to US Topo Maps and 1:1M-scale data US Topo Maps • More than 65,000 US Topo maps cover all U.S. states and territories • Approximately 18,000 US Topo maps are currently produced / revised each year • Content enhancements (new feature additions) anticipated to continue through 2018 • Third three-year production cycle will be completed in 2018 • Change detection can reduce the number of maps that need to be revised each year • Focus resources • Areas where certain types of change is occurring • Areas where change is occurring rapidly • Change the 3-year cycle to a tailored revision cycle per map, according to change information 1:1M-scale datasets • Change detection can reduce resources required to revise datasets • Update cycle is currently 5-years for the nation • Change to a tailored revision cycle per feature class and per designated AOI (e.g. county / state) according to change information
  • 16. Questions? Kristin Fishburn Andy Stauffer kafishburn@usgs.gov astauffer@usgs.gov (303) 202-4405 (303) 202-4534
  • 17. Backup Kristin Fishburn Andy Stauffer kafishburn@usgs.gov astauffer@usgs.gov (303) 202-4405 (303) 202-4534
  • 18. GeCo in the Rockies 2014 24 Sept 2014 US Topo Maps Content Content added: 2009, 2010, 2011, 2012, 2013, 2014 Ortho-rectified Aerial Imagery Roads Names Elevation Contours Hydrography State/County/USFS Boundaries Runways Woodland Railroads PLSS Fire Stations Hospitals Schools Military Boundaries Cemeteries Post Offices Shaded Relief Trails FWS Boundaries State Capitals Police Stations Correctional Facilities
  • 19. GeCo in the Rockies 2014 24 Sept 2014 US Topo Maps Work Plan