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22/10/14, Andrew Tokmakoff
AusPlots Rangelands field data
collection and publication
Infrastructure for Ecological Monitoring
2
Objectives
✤ To cover:
✤ what AusPlots is, and why it exists
✤ how AusPlots data is collected, handled and
published
✤ the AusPlots system architecture, its key functions
and the technical path we’ve have taken
✤ For you to consider what our work might mean for you
What is AusPlots Rangelands?
✤ AusPlots is based at Adelaide University and is one of 12
Terrestrial Ecosystem Research Network (TERN) facilities
✤ AusPlots identifies, prioritises, and fills data gaps in environmental
monitoring of Australian rangelands bioregions (81% of the
continent)
✤ AusPlots has defined a standardised survey methodology and
undertakes surveys over a national network of permanent 1
hectare plots, collecting baseline vegetation and soils ecological
data.
✤ This work facilitates ongoing evidence-based decision making at
local, regional, national and international levels.
3
So, what do Australian
Rangelands look like?
4
5
Collecting field data in a
prescribed methodology
✤ Prescribes a survey methodology for
collecting plot-based vegetation and
soils data
✤ consistency of both data and collection
method
✤ allows analysis of consistent data
over time, by future researchers
6
What is collected? General
✤ High accuracy (DGPS) location
data for the plot’s corners, centre
and transect start/end points
✤ Site observations in
regard to condition,
erosion, drainage,
micro-relief, lithologies
and landform
pattern/element.
7
What is collected? Vegetation
✤ Vouchering
✤ Vouchered vegetation
species (barcoded) over
the plot; later sent for
Herbarium Determinations.
✤ Genetic vouchering
(barcoded) of species and
extra sampling of dominant
species (up to 4 samples).
8
What is collected? Vegetation
✤ Point Intercept
✤ consists of 1010 points,
where each point records:
✤ the substrate;
✤ any vegetation intercept(s),
indicating the species and intercept
height
9
✤ Basal Area
✤ recordings in each of the 9 segments of the plot, each consisting
of:
✤ a set of vegetation species under observation, the associated
wedge factor and the number of ‘hits’
What is collected? Vegetation
10
What is collected? Vegetation
✤ PhotoPoints
✤ stitched from 3 sets of 360 degree high resolution images taken
from 3 points at the plot centre
✤ used to automatically calculate basal area using computer vision
(experimental)
11
Trunk Identification and
Basal Area Calculation
12
Ben Sparrow and Ben Ward
What is collected? Vegetation
✤ Leaf Area Index (LAI)
✤ Site Structural Summary
✤ recording the three most dominant species in the Upper, Middle
and Lower strata, (with floristics comments).
13
What is collected? Soils
✤ Characterisation of soils (barcoded)
✤ 1 metre deep pit, in 10cm increments (ec, ph, texture and colour)
✤ 9 subsite samples:
✤ barcoded meta-genomics surface soil samples
and soil samples in 10cm increments to 30cm depth
14
What is collected? Soils
✤ 3 bulk density measurements, which quantify soil fine earth and
gravel.
15
Where are the plots?
16
Australian Transect Network
17
2
The AusPlots Approach: tooling
18
Some requirements..
✤ Core function: support data collection according to the protocol
✤ Minimise data double-handling
✤ Maximise integrity of data (e.g. transcription errors)
✤ Use ‘off-the-shelf’ where appropriate (rapid development)
✤ Be able to function without a network (remote locations)
✤ Offer efficiency gains vs. traditional data collection methods
19
System
Architecture
20
cron
Internet
Data
Upload
Apach
e/PHP
Field App
Web-based Admin Interface
(Cloud) SWARM Server
2
AusPlots Rangelands
Field Data Collection App
21
Field App: Plot Creation
22
Field App: Site Description
23
Field App: Veg. Vouchering
24
Field App: Point Intercept
25
Field App: Basal Wedge
26
Field App: Structural Summary
27
Field App: Plot Upload
28
AusPlots Rangelands
Data management
29
Data Management
30
ingestion
✤ Two databases that are synchronised through regular and
automated ingestion of newly uploaded plot data (from Field App).
(Cloud) SWARM Server
Data Management: CouchDB
✤ CouchDB acts as a ‘landing-spot’ for Field App
Data.
✤ 24/7 availability
of upload service
✤ Data uploaded via
internet
(WiFi or 3G)
31
ingestion
(Cloud) SWARM Server
Data Management: PostgreSQL
✤ PostgreSQL acts as the ‘permanent’ AusPlots data repository
(Vault).
✤ Data uploaded by
the Field App into
CouchDB is
periodically
“ingested”
✤ Relational DB
✤ 24/7 availability,
scheduled backups.
32
ingestion
(Cloud) SWARM Server
Data Management: Curation
33
Field App
Web-based Admin Interface
cron
REST/
JSON
Apach
e/PHP
(Cloud) SWARM Server
✤ Apache/PHP web “site”
provides a User Interface
for data curation.
✤ Allows “cleaning” of data
and
entry of new items such as
herbarium determinations.
2
Publishing curated data
34
✤ Soils 2 Satellites offers visualisation
✤ (e.g. for land managers, consultants)
✤ Aekos offers raw data access,
data enrichment and search
✤ (e.g. for ecological scientists)
Publishing to external services
35
Field App
cron
REST/
JSON
(Cloud) SWARM Server
ÆKOS data warehouse and portal
36
Motivation: data entropy
37
Motivation: overcoming
barriers to ecological data re-
use
Identify
problem
Draft
approac
h
Search
for data
Acquire
data
Assess
suitability
Modify
approach
Prepare
data
Conduct
analysis
Interpret
results
Dispersed:
Data is stored in many
storage locations and formats
Source:Forestcheck:
www.dec.wa.gov.au
Complex:
Data usually needs
explanation and context before
it can be accurately used
www.nswrail.net
Diverse and fragmented:
Ecological data covers a wide range of topics and there are
many different ways of measuring, observing and
expressing different concepts
* Rapidly evolving with few measurement standards
38
39
40
2
Soils to Satellites
41
42
image of 2s2 map page
43
44
45
2
Reflecting..
✤Benefits:
✤ Integrity of data
✤ Speed of data availability
✤Challenges:
✤ getting the UI right; resistance when it is slower than “recording
audio” (with subsequent data entry later on).
✤ dealing with legacy data at the same time as introducing new
tools.
46
2
Looking ahead…
✤ New Woodlands module w/ protocols (Forests not)
✤ Veg Condition, Fauna and Soils are likely to be first
✤ iOS support
47
Summary
✤ The AusPlots field data collection App generates clean data that is
readily curated and easy to publish.
✤ The solution was developed iteratively, based upon experience
from field use and adopted a component-based design for fast
results.
✤ Complexity of the data collected led to a custom solution.
✤ ÆKOS provides a publishing platform for AusPlots.
✤ Together, we have a field-to-web solution that
makes data accessible for use in long-term
studies and facilitates informed ecological
decision-making.
48
Any Questions?
andrew.tokmakoff@adelaide.ed
u.au
Andrew Tokmakoff
49

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AusPlots Rangelands Field Data Collection and Publication Infrastructure

  • 1. 1 22/10/14, Andrew Tokmakoff AusPlots Rangelands field data collection and publication Infrastructure for Ecological Monitoring
  • 2. 2 Objectives ✤ To cover: ✤ what AusPlots is, and why it exists ✤ how AusPlots data is collected, handled and published ✤ the AusPlots system architecture, its key functions and the technical path we’ve have taken ✤ For you to consider what our work might mean for you
  • 3. What is AusPlots Rangelands? ✤ AusPlots is based at Adelaide University and is one of 12 Terrestrial Ecosystem Research Network (TERN) facilities ✤ AusPlots identifies, prioritises, and fills data gaps in environmental monitoring of Australian rangelands bioregions (81% of the continent) ✤ AusPlots has defined a standardised survey methodology and undertakes surveys over a national network of permanent 1 hectare plots, collecting baseline vegetation and soils ecological data. ✤ This work facilitates ongoing evidence-based decision making at local, regional, national and international levels. 3
  • 4. So, what do Australian Rangelands look like? 4
  • 5. 5
  • 6. Collecting field data in a prescribed methodology ✤ Prescribes a survey methodology for collecting plot-based vegetation and soils data ✤ consistency of both data and collection method ✤ allows analysis of consistent data over time, by future researchers 6
  • 7. What is collected? General ✤ High accuracy (DGPS) location data for the plot’s corners, centre and transect start/end points ✤ Site observations in regard to condition, erosion, drainage, micro-relief, lithologies and landform pattern/element. 7
  • 8. What is collected? Vegetation ✤ Vouchering ✤ Vouchered vegetation species (barcoded) over the plot; later sent for Herbarium Determinations. ✤ Genetic vouchering (barcoded) of species and extra sampling of dominant species (up to 4 samples). 8
  • 9. What is collected? Vegetation ✤ Point Intercept ✤ consists of 1010 points, where each point records: ✤ the substrate; ✤ any vegetation intercept(s), indicating the species and intercept height 9
  • 10. ✤ Basal Area ✤ recordings in each of the 9 segments of the plot, each consisting of: ✤ a set of vegetation species under observation, the associated wedge factor and the number of ‘hits’ What is collected? Vegetation 10
  • 11. What is collected? Vegetation ✤ PhotoPoints ✤ stitched from 3 sets of 360 degree high resolution images taken from 3 points at the plot centre ✤ used to automatically calculate basal area using computer vision (experimental) 11
  • 12. Trunk Identification and Basal Area Calculation 12 Ben Sparrow and Ben Ward
  • 13. What is collected? Vegetation ✤ Leaf Area Index (LAI) ✤ Site Structural Summary ✤ recording the three most dominant species in the Upper, Middle and Lower strata, (with floristics comments). 13
  • 14. What is collected? Soils ✤ Characterisation of soils (barcoded) ✤ 1 metre deep pit, in 10cm increments (ec, ph, texture and colour) ✤ 9 subsite samples: ✤ barcoded meta-genomics surface soil samples and soil samples in 10cm increments to 30cm depth 14
  • 15. What is collected? Soils ✤ 3 bulk density measurements, which quantify soil fine earth and gravel. 15
  • 16. Where are the plots? 16
  • 19. Some requirements.. ✤ Core function: support data collection according to the protocol ✤ Minimise data double-handling ✤ Maximise integrity of data (e.g. transcription errors) ✤ Use ‘off-the-shelf’ where appropriate (rapid development) ✤ Be able to function without a network (remote locations) ✤ Offer efficiency gains vs. traditional data collection methods 19
  • 21. 2 AusPlots Rangelands Field Data Collection App 21
  • 22. Field App: Plot Creation 22
  • 23. Field App: Site Description 23
  • 24. Field App: Veg. Vouchering 24
  • 25. Field App: Point Intercept 25
  • 26. Field App: Basal Wedge 26
  • 27. Field App: Structural Summary 27
  • 28. Field App: Plot Upload 28
  • 30. Data Management 30 ingestion ✤ Two databases that are synchronised through regular and automated ingestion of newly uploaded plot data (from Field App). (Cloud) SWARM Server
  • 31. Data Management: CouchDB ✤ CouchDB acts as a ‘landing-spot’ for Field App Data. ✤ 24/7 availability of upload service ✤ Data uploaded via internet (WiFi or 3G) 31 ingestion (Cloud) SWARM Server
  • 32. Data Management: PostgreSQL ✤ PostgreSQL acts as the ‘permanent’ AusPlots data repository (Vault). ✤ Data uploaded by the Field App into CouchDB is periodically “ingested” ✤ Relational DB ✤ 24/7 availability, scheduled backups. 32 ingestion (Cloud) SWARM Server
  • 33. Data Management: Curation 33 Field App Web-based Admin Interface cron REST/ JSON Apach e/PHP (Cloud) SWARM Server ✤ Apache/PHP web “site” provides a User Interface for data curation. ✤ Allows “cleaning” of data and entry of new items such as herbarium determinations.
  • 35. ✤ Soils 2 Satellites offers visualisation ✤ (e.g. for land managers, consultants) ✤ Aekos offers raw data access, data enrichment and search ✤ (e.g. for ecological scientists) Publishing to external services 35 Field App cron REST/ JSON (Cloud) SWARM Server
  • 36. ÆKOS data warehouse and portal 36
  • 38. Motivation: overcoming barriers to ecological data re- use Identify problem Draft approac h Search for data Acquire data Assess suitability Modify approach Prepare data Conduct analysis Interpret results Dispersed: Data is stored in many storage locations and formats Source:Forestcheck: www.dec.wa.gov.au Complex: Data usually needs explanation and context before it can be accurately used www.nswrail.net Diverse and fragmented: Ecological data covers a wide range of topics and there are many different ways of measuring, observing and expressing different concepts * Rapidly evolving with few measurement standards 38
  • 39. 39
  • 40. 40
  • 42. 42 image of 2s2 map page
  • 43. 43
  • 44. 44
  • 45. 45
  • 46. 2 Reflecting.. ✤Benefits: ✤ Integrity of data ✤ Speed of data availability ✤Challenges: ✤ getting the UI right; resistance when it is slower than “recording audio” (with subsequent data entry later on). ✤ dealing with legacy data at the same time as introducing new tools. 46
  • 47. 2 Looking ahead… ✤ New Woodlands module w/ protocols (Forests not) ✤ Veg Condition, Fauna and Soils are likely to be first ✤ iOS support 47
  • 48. Summary ✤ The AusPlots field data collection App generates clean data that is readily curated and easy to publish. ✤ The solution was developed iteratively, based upon experience from field use and adopted a component-based design for fast results. ✤ Complexity of the data collected led to a custom solution. ✤ ÆKOS provides a publishing platform for AusPlots. ✤ Together, we have a field-to-web solution that makes data accessible for use in long-term studies and facilitates informed ecological decision-making. 48

Notas del editor

  1. This is a problem for the initial observer also
  2. Key Points: Data is dispersed meaning that discovery involves having to in search multiple places Because there are multiple custodians, multiple approaches to owners are needed and there is often ambiguity around licensing and conditions of use Data is complex meaning that it needs explanation and context to be understood. Nevertheless, data is often poorly described making it hard to interpret – leading to the possibility of inappropriate use Ecological data is diverse and fragmented meaning it covers a broad range of topics. Things can be observed and measured in different ways using different models There are however a lack of standards for methods around the way data is stored and represented