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Coastal Erosion
in
Little Harbour, NS
Centre of Geographic Sciences, NSCC
Advanced Diploma in Geographic Sciences, Capstone Project
By Michael Hannon
May, 2016
Definitions
• Coastline
• Landward extent of the influence of the ocean
• Shoreline
• Specific water level (e.g. high tide line)
• Erosion
• Gradual & Long Term Removal of Land
• Accretion
• Gradual & Long Term Addition of Land
• Avulsion
• Significant Short Term Removal or Addition of Land
2
Little Harbour, Nova Scotia
3
Dynamic Environment
4
1971 to 2007
Source Data
• Mosaics from 1954, 1971, 1979, 1990, 2003, 2007,
and 2014
• 1954 image not used due to limited extent, poor
resolution & large warping in areas
• All orthorectified and georeferenced at AGRG
5
Year Date
Original
Scale Bands
Mosaic
Resolution Min Tide Max Tide Source
1971 June 15th 1:16,800 RGB 50cm 2.41 2.51NS Gov
1979 June 20th 1:10,000 RGB 50cm n/a n/a NS Gov
1990 July 12th 1:10,000 RGB 50cm 1.15 1.67NS Gov
2003 May 16th 1:18,000 RGB 50cm 0.41 0.54NS Gov
2007 July 28 - Aug 2nd 1:12,500 RGB 50cm 2.51 2.52NS Gov
2014 September 15th RGB + NIR 20cm AGRG
2014 Mosaic
6
Mosaics
7
1954
1971
1979
1990
2003
2007
Registration
• Source mosaics well georeferenced, but small
errors existed, especially in 1971 mosaic
• Largest errors were on Roy Island
• Attempt to improve accuracy along coast by
georeferencing (registering) all mosaics to 2014
• Accuracy checks
• Polynomial 1 RMS values
• Digitized roads
8
Thin Plate Spline
• Polynomial method distributes error across entire
image, including at control points
• Thin Plate Spline has ~0 error at control points; error is
spread through the rest of the image
• Better results in practice for this exercise than the
polynomial n method
9
GCPs
• 48 Ground Control Points (GCPs)
collected
• Generally collected along
coastline
• All GCPs tied to identifiable
features on the reference mosaic
from 2014
• Feature types
• Road intersections
• Building corners
• One prominent rock formation
used as a GCP on Roy Island due to
lack of other identifiable features
10
11
12
Registration: Results
• RMS values from
Polynomial 1 formula
used as a guide for
accuracy
• Alignment with roads
digitized off of 2014
mosaic used as well
• Error generally
decreased with newer
mosaics
0
5
10
15
20
25
1954 1971 1979 1990 2003 2007
Mean RMS (metres)
13
Coastline Digitizing
• Digitized at various scales from 1:250 to 1:1000,
but most lines were digitized at 1:500
• Difficult to automate due to wide variety of
features / patterns at coastline
• General Rule: Digitize along limit of contiguous
vegetation
• Two passes:
• First pass for an approximate fit
• Second pass for adjustments, in context of other lines
14
Marsh
• Large changes from year to
year
• Low relief makes avoiding
areas submerged at low
tide difficult
15
2003
2007
1971
Beach
• High degree of change
& ambiguous coastline
• ‘Land’ was area with
~>50% vegetation cover,
contiguous with the
main body of vegetation
on land
16
2007 1979
2014
Engineered (Roadside)
• Controlled coastlines along
roadways
• Change in shore due to new
construction or error in
registration
17
2014
19711990
2014
18
Bank
19712003
• Vegetation edge sometimes
clearly visible due to erosion
• Other times, overhanging
trees obscure the coastline
Seawalls
• Artificial structures designed to slow erosion
• Shorelines drawn along landward edge of seawalls
19
Attributes
• Landform, adjacent waterbody, and direction
• Spatially joined (using the NNJoin plugin) to the
output of the erosion measurement script
20
21
Landform Length (m)
Bank 18,701
Beach 7,199
Marsh 4,404
Engineered 2,104
Attributes: Landform
22
Waterbody Length (m)
Strait 5,134
Outer Harbour 3,801
Inner Harbour 13,996
Cove 9,477
Attributes: Waterbody
Attributes: Direction
• Calculated using attribute table field calculator
• Using assumption that water was always on left-
hand side (along direction of travel) of the line, the
direction to the water was found by subtracting 90°
from the line direction
• Directions were classified into 15-degree
increments
23
24
Attributes: Direction
Erosion Calculation
• Based on script from AGRG
• Input: Folder of shapefiles, 1 line feature/file
• Year of data contained in filename
• Output: 1 output file per input file
• Erosion negative, Accretion positive
• Lines split into segments of user-defined length (value
used: 1 m)
• Attributes added by script giving amount and rate of
change relative to the other lines
25
Erosion Calculation
• Calculates distance & rate of change
from each input line to every other
input line
• On each iteration, a reference line is
compared against all other lines
• Reference lines are split into 1 m
segments
• Comparison line converted into points
• Distance is measured using Near
function
• Type of change (erosion / accretion)
determined with a selection using a
polygon version of comparison line
26
Clipping
• Large gaps in airphoto mosaic coverage, especially
in northern areas, leading to many nodata values
• Nodata values removed by clipping lines to the
extent common to all mosaics
27
Closing
• Coastlines must be closed to obtain correct results
• As noted, the erosion calculator script creates a polygon
from the input line and makes a selection based on
intersection with that polygon
• Performance improved greatly after problem was corrected
28
Change by Landform
29
• Accretion & Erosion in
all landforms
• Long tails for Beach &
Marsh
• Most frequent: small
amount of erosion of
banks
Change by Waterbody Class
30
• Again, accretion &
erosion in all categories
• Long tails for Harbour
classes
• Beaches, Marshes
more common
• Little change in coves
Change by Direction
31
- No obviously
abnormal patterns
- Northumberland
Strait runs NW/SE
- Would appear
as high erosion
on 0-45 & 46-90
Waterbody vs Landform
• Generally uniform erosion of banks, except in coves
• Large movements of sandbars / marshes in Outer
Harbour
32
Waterbody Class Bank Beach Engineered Marsh
Cove -0.70 -1.78 -1.64 -0.47
Inner Harbour -5.40 -2.31 1.14 -0.87
Outer Harbour -5.39 30.21 10.64
Strait -4.65 -4.36
Erosion (-ve) & Accretion (+ve) between 1979 and 2014
Sea Level Rise vs Rate of Erosion
33
1.6
1.7
1.8
1.9-0.30
-0.20
-0.10
0.00
0.10
0.20
0.30
1970 1980 1990 2000 2010
AverageTideHeight(m)
RateofChangein
Coastline(m)
Bank Beach Engineered Marsh Avg Yearly Tide
Tide levels from the Charlottetown station (#1700)
- Rate of erosion is amount of erosion per year between 2014 and the
comparison line
- Rate of erosion increases with time, at roughly the same pace as the
increase in average high tide
Conclusions
• Generally small movements in the coastline
• Large movements in sandbars
• Moderate erosion of banks, consistent across most
years
• Trend of increasing rate of erosion is apparent
34 / 33
Questions?

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Coastal erosion

  • 1. Coastal Erosion in Little Harbour, NS Centre of Geographic Sciences, NSCC Advanced Diploma in Geographic Sciences, Capstone Project By Michael Hannon May, 2016
  • 2. Definitions • Coastline • Landward extent of the influence of the ocean • Shoreline • Specific water level (e.g. high tide line) • Erosion • Gradual & Long Term Removal of Land • Accretion • Gradual & Long Term Addition of Land • Avulsion • Significant Short Term Removal or Addition of Land 2
  • 5. Source Data • Mosaics from 1954, 1971, 1979, 1990, 2003, 2007, and 2014 • 1954 image not used due to limited extent, poor resolution & large warping in areas • All orthorectified and georeferenced at AGRG 5 Year Date Original Scale Bands Mosaic Resolution Min Tide Max Tide Source 1971 June 15th 1:16,800 RGB 50cm 2.41 2.51NS Gov 1979 June 20th 1:10,000 RGB 50cm n/a n/a NS Gov 1990 July 12th 1:10,000 RGB 50cm 1.15 1.67NS Gov 2003 May 16th 1:18,000 RGB 50cm 0.41 0.54NS Gov 2007 July 28 - Aug 2nd 1:12,500 RGB 50cm 2.51 2.52NS Gov 2014 September 15th RGB + NIR 20cm AGRG
  • 8. Registration • Source mosaics well georeferenced, but small errors existed, especially in 1971 mosaic • Largest errors were on Roy Island • Attempt to improve accuracy along coast by georeferencing (registering) all mosaics to 2014 • Accuracy checks • Polynomial 1 RMS values • Digitized roads 8
  • 9. Thin Plate Spline • Polynomial method distributes error across entire image, including at control points • Thin Plate Spline has ~0 error at control points; error is spread through the rest of the image • Better results in practice for this exercise than the polynomial n method 9
  • 10. GCPs • 48 Ground Control Points (GCPs) collected • Generally collected along coastline • All GCPs tied to identifiable features on the reference mosaic from 2014 • Feature types • Road intersections • Building corners • One prominent rock formation used as a GCP on Roy Island due to lack of other identifiable features 10
  • 11. 11
  • 12. 12
  • 13. Registration: Results • RMS values from Polynomial 1 formula used as a guide for accuracy • Alignment with roads digitized off of 2014 mosaic used as well • Error generally decreased with newer mosaics 0 5 10 15 20 25 1954 1971 1979 1990 2003 2007 Mean RMS (metres) 13
  • 14. Coastline Digitizing • Digitized at various scales from 1:250 to 1:1000, but most lines were digitized at 1:500 • Difficult to automate due to wide variety of features / patterns at coastline • General Rule: Digitize along limit of contiguous vegetation • Two passes: • First pass for an approximate fit • Second pass for adjustments, in context of other lines 14
  • 15. Marsh • Large changes from year to year • Low relief makes avoiding areas submerged at low tide difficult 15 2003 2007 1971
  • 16. Beach • High degree of change & ambiguous coastline • ‘Land’ was area with ~>50% vegetation cover, contiguous with the main body of vegetation on land 16 2007 1979 2014
  • 17. Engineered (Roadside) • Controlled coastlines along roadways • Change in shore due to new construction or error in registration 17 2014 19711990
  • 18. 2014 18 Bank 19712003 • Vegetation edge sometimes clearly visible due to erosion • Other times, overhanging trees obscure the coastline
  • 19. Seawalls • Artificial structures designed to slow erosion • Shorelines drawn along landward edge of seawalls 19
  • 20. Attributes • Landform, adjacent waterbody, and direction • Spatially joined (using the NNJoin plugin) to the output of the erosion measurement script 20
  • 21. 21 Landform Length (m) Bank 18,701 Beach 7,199 Marsh 4,404 Engineered 2,104 Attributes: Landform
  • 22. 22 Waterbody Length (m) Strait 5,134 Outer Harbour 3,801 Inner Harbour 13,996 Cove 9,477 Attributes: Waterbody
  • 23. Attributes: Direction • Calculated using attribute table field calculator • Using assumption that water was always on left- hand side (along direction of travel) of the line, the direction to the water was found by subtracting 90° from the line direction • Directions were classified into 15-degree increments 23
  • 25. Erosion Calculation • Based on script from AGRG • Input: Folder of shapefiles, 1 line feature/file • Year of data contained in filename • Output: 1 output file per input file • Erosion negative, Accretion positive • Lines split into segments of user-defined length (value used: 1 m) • Attributes added by script giving amount and rate of change relative to the other lines 25
  • 26. Erosion Calculation • Calculates distance & rate of change from each input line to every other input line • On each iteration, a reference line is compared against all other lines • Reference lines are split into 1 m segments • Comparison line converted into points • Distance is measured using Near function • Type of change (erosion / accretion) determined with a selection using a polygon version of comparison line 26
  • 27. Clipping • Large gaps in airphoto mosaic coverage, especially in northern areas, leading to many nodata values • Nodata values removed by clipping lines to the extent common to all mosaics 27
  • 28. Closing • Coastlines must be closed to obtain correct results • As noted, the erosion calculator script creates a polygon from the input line and makes a selection based on intersection with that polygon • Performance improved greatly after problem was corrected 28
  • 29. Change by Landform 29 • Accretion & Erosion in all landforms • Long tails for Beach & Marsh • Most frequent: small amount of erosion of banks
  • 30. Change by Waterbody Class 30 • Again, accretion & erosion in all categories • Long tails for Harbour classes • Beaches, Marshes more common • Little change in coves
  • 31. Change by Direction 31 - No obviously abnormal patterns - Northumberland Strait runs NW/SE - Would appear as high erosion on 0-45 & 46-90
  • 32. Waterbody vs Landform • Generally uniform erosion of banks, except in coves • Large movements of sandbars / marshes in Outer Harbour 32 Waterbody Class Bank Beach Engineered Marsh Cove -0.70 -1.78 -1.64 -0.47 Inner Harbour -5.40 -2.31 1.14 -0.87 Outer Harbour -5.39 30.21 10.64 Strait -4.65 -4.36 Erosion (-ve) & Accretion (+ve) between 1979 and 2014
  • 33. Sea Level Rise vs Rate of Erosion 33 1.6 1.7 1.8 1.9-0.30 -0.20 -0.10 0.00 0.10 0.20 0.30 1970 1980 1990 2000 2010 AverageTideHeight(m) RateofChangein Coastline(m) Bank Beach Engineered Marsh Avg Yearly Tide Tide levels from the Charlottetown station (#1700) - Rate of erosion is amount of erosion per year between 2014 and the comparison line - Rate of erosion increases with time, at roughly the same pace as the increase in average high tide
  • 34. Conclusions • Generally small movements in the coastline • Large movements in sandbars • Moderate erosion of banks, consistent across most years • Trend of increasing rate of erosion is apparent 34 / 33