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2019-20 Honours project - Patterns and trends of frontal activity in Australian marine hotspots

This record contains:

1. Thesis

2. The MATLAB codes of the adaptive Canny gradient-based edge detection algorithm and calculating frontal probability/density (for AVHRR data and MODIS data separately).

3. Frontal probability (probability of frontal encounter, PFE) and frontal density (FD) data over Australian hotspot regions (for AVHRR data and MODIS data separately)

4. Results of the Mann-Kendall trend test


The purpose of this study is to verify the regional trends of frontal activity within the two marine hotspots near Australia and compare the performance of the two edge detection algorithms.

Simple

Identification info

Date (Creation)
2020-08-30

Principal investigator

Institute for Marine and Antarctic Studies (IMAS), University of Tasmania (UTAS) - Yang, Kai
IMAS - Hobart
Private Bag 129
Hobart
Tasmania
7001
Australia

Collaborator

Institute for Marine and Antarctic Studies (IMAS), University of Tasmania (UTAS) - Fischer, Andrew
IMAS - Launceston
Private Bag 1370
Hobart
Tasmania
7250
Australia
ORCID ID >

Credit
IMAS Honours Student Program 2019-2020
Status
Completed

Owner

Institute for Marine and Antarctic Studies (IMAS), University of Tasmania (UTAS) - Yang, Kai
IMAS - Hobart
Private Bag 129
Hobart
Tasmania
7001
Australia
+61411741246

Point of contact

Institute for Marine and Antarctic Studies (IMAS), University of Tasmania (UTAS) - Fischer, Andrew
IMAS - Launceston
Private Bag 1370
Hobart
Tasmania
7250
Australia
ORCID ID >

Topic category
  • Oceans

Extent

N
S
E
W


N
S
E
W


Temporal extent

Time period
2019-07-10 2020-08-14
Maintenance and update frequency
Not planned
Keywords (Theme)
  • FRONTAL PROBABILITY
  • FRONTAL DENSITY
NASA/GCMD Keywords, Version 8.5
  • EARTH SCIENCE | OCEANS | OCEAN CIRCULATION | FRONTS
  • EARTH SCIENCE | BIOSPHERE | ECOSYSTEMS | MARINE ECOSYSTEMS | COASTAL
  • EARTH SCIENCE | CLIMATE INDICATORS | ATMOSPHERIC/OCEAN INDICATORS | SEA SURFACE TEMPERATURE INDICES
Australian and New Zealand Standard Research Classification (ANZSRC): Fields of Research
  • Climatology (excl. Climate Change Processes)
  • Physical Oceanography
Keywords (Theme)
  • Annual probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Canny method)
  • Annual probability of frontal encounter (PFE) over the South West Australia hotspot (AVHRR data, Canny method)
  • Monthly probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Canny method)
  • Monthly probability of frontal encounter (PFE) over the South West Australia hotspot (AVHRR data, Canny method)
  • 6-day average frontal density (FD) over the South East Australia hotspot (AVHRR data, Canny method)
  • 6-day average frontal density (FD) over the South West Australia hotspot (AVHRR data, Canny method)
  • Annual probability of frontal encounter (PFE) over the South East Australia hotspot (MODIS data, Canny method)
  • Annual probability of frontal encounter (PFE) over the South West Australia hotspot (MODIS data, Canny method)
  • Monthly probability of frontal encounter (PFE) over the South East Australia hotspot (MODIS data, Canny method)
  • Monthly probability of frontal encounter (PFE) over the South West Australia hotspot (MODIS data, Canny method)
  • 6-day average frontal density (FD) over the South East Australia hotspot (MODIS data, Canny method)
  • 6-day average frontal density (FD) over the South West Australia hotspot (MODIS data, Canny method)
  • Annual probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Cayula and Cornillon method)

Resource constraints

Classification
Unclassified

Resource constraints

Use limitation
The data described in this record are the intellectual property of the University of Tasmania through the Institute for Marine and Antarctic Studies.

Resource constraints

Linkage
http://i.creativecommons.org/l/by/4.0/88x31.png

License Graphic

Title
Creative Commons Attribution 4.0 International License


>

Website
http://creativecommons.org/licenses/by/4.0/

License Text

Other constraints
The citation in a list of references is: citation author name/s (year metadata published), metadata title. Citation author organisation/s. File identifier and Data accessed at (add http link).
Language
English
Character encoding
UTF8

Content Information

Content type
Physical measurement
Name
Annual probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Canny method)

Name
AannualSE

Name
probability
Name
Annual probability of frontal encounter (PFE) over the South West Australia hotspot (AVHRR data, Canny method)

Name
AannualSW

Name
probability
Name
Monthly probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Canny method)

Name
AmonthSE

Name
probability
Name
Monthly probability of frontal encounter (PFE) over the South West Australia hotspot (AVHRR data, Canny method)

Name
AmonthSW

Name
probability
Name
6-day average frontal density (FD) over the South East Australia hotspot (AVHRR data, Canny method)

Name
AfdSE

Name
density
Name
6-day average frontal density (FD) over the South West Australia hotspot (AVHRR data, Canny method)

Name
AfdSW

Name
density
Name
Annual probability of frontal encounter (PFE) over the South East Australia hotspot (MODIS data, Canny method)

Name
MannualSE

Name
probability
Name
Annual probability of frontal encounter (PFE) over the South West Australia hotspot (MODIS data, Canny method)

Name
MannualSW

Name
probability
Name
Monthly probability of frontal encounter (PFE) over the South East Australia hotspot (MODIS data, Canny method)

Name
MmonthSE

Name
probability
Name
Monthly probability of frontal encounter (PFE) over the South West Australia hotspot (MODIS data, Canny method)

Name
MmonthSW

Name
probability
Name
6-day average frontal density (FD) over the South East Australia hotspot (MODIS data, Canny method)

Name
MfdSE

Name
density
Name
6-day average frontal density (FD) over the South West Australia hotspot (MODIS data, Canny method)

Name
MfdSW

Name
density
Name
Annual probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Cayula and Cornillon method)

Name
AannualSE0

Name
probability

Distribution Information

Distribution format
  • Microsoft Excel

OnLine resource
DATA ACCESS - Patterns and trends of frontal activity in Australian marine hotspots [explore all files]

OnLine resource
THESIS - Patterns and trends of frontal activity in Australian marine hotspots [PDF direct download]

Resource lineage

Statement
This study used two daytime sea surface temperature (SST) products (AVHRR and MODIS) to define marine thermal fronts. AVHRR SST product was obtained by Australia's Integrated Marine Observing System (IMOS) from the National Oceanic and Atmospheric Administration (NOAA) Advanced Very High-Resolution Radiometer (AVHRR) on all available NOAA Polar-orbiting Operational Environmental Satellites (POES). It was downloaded from the Australia Ocean Data Network (AODN). It is a six-day average SST product and with 1.1 km spatial resolution. Time ranged from 1993 to 2018. MODIS SST product with a 4×4 km spatial resolution was obtained from the NASA EOSDIS Physical Oceanography Distributed Active Archive Center (PO.DAAC) from NASA’s Moderate Resolution Imaging Spectroradiometer (MODIS) on the Aqua satellite. It is an eight-day average SST product. Time ranged from 2003 to 2018 Two algorithms were used to define marine thermal fronts: the adaptive Canny gradient-based edge detection algorithm and the Cayula and Cornillon single image edge detection (SIED) algorithm. The detected frontal maps were used to calculate the probability of frontal encounter (PFE) and frontal density (FD). The application of the Cayula and Cornillon SIED method was achieved by using an available ArcGIS Toolbox (Marine Geospatial Ecology Tools, MGET), so it won't be involved in this record.
Hierarchy level
Dataset

Metadata

Metadata identifier
fffaa8dd-46a6-40a8-91c9-e001055025fb

Language
English
Character encoding
UTF8

Point of contact

Institute for Marine and Antarctic Studies (IMAS), University of Tasmania (UTAS) - IMAS Data Manager

Type of resource

Resource scope
Dataset
Metadata linkage
https://metadata.imas.utas.edu.au/geonetwork/srv/eng/catalog.search#/metadata/fffaa8dd-46a6-40a8-91c9-e001055025fb

Point of truth URL of this metadata record

Date info (Creation)
2020-10-19T16:52:13
Date info (Revision)
2020-10-19T16:52:13

Metadata standard

Title
ISO 19115-3:2018
 
 

Overviews

Spatial extent

N
S
E
W


N
S
E
W


Keywords

6-day average frontal density (FD) over the South East Australia hotspot (AVHRR data, Canny method) 6-day average frontal density (FD) over the South East Australia hotspot (MODIS data, Canny method) 6-day average frontal density (FD) over the South West Australia hotspot (AVHRR data, Canny method) 6-day average frontal density (FD) over the South West Australia hotspot (MODIS data, Canny method) Annual probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Canny method) Annual probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Cayula and Cornillon method) Annual probability of frontal encounter (PFE) over the South East Australia hotspot (MODIS data, Canny method) Annual probability of frontal encounter (PFE) over the South West Australia hotspot (AVHRR data, Canny method) Annual probability of frontal encounter (PFE) over the South West Australia hotspot (MODIS data, Canny method) FRONTAL DENSITY FRONTAL PROBABILITY Monthly probability of frontal encounter (PFE) over the South East Australia hotspot (AVHRR data, Canny method) Monthly probability of frontal encounter (PFE) over the South East Australia hotspot (MODIS data, Canny method) Monthly probability of frontal encounter (PFE) over the South West Australia hotspot (AVHRR data, Canny method) Monthly probability of frontal encounter (PFE) over the South West Australia hotspot (MODIS data, Canny method)
NASA/GCMD Keywords, Version 8.5
EARTH SCIENCE | BIOSPHERE | ECOSYSTEMS | MARINE ECOSYSTEMS | COASTAL EARTH SCIENCE | CLIMATE INDICATORS | ATMOSPHERIC/OCEAN INDICATORS | SEA SURFACE TEMPERATURE INDICES EARTH SCIENCE | OCEANS | OCEAN CIRCULATION | FRONTS

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