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iMarine Event; a platform for collaboration 
29 September 2014, Brussels (Belgium) 
Discovering the impact of climate change 
on the marine species 
iMarine Event 29 September 2014, Brussels Belgium 
AquaMaps 
Nicolas BAILLY 
FishBase Information and Research Group 
n.bailly@fin.ph 
and WorldFish
Who we are 
• FIN: FishBase Information and Research Group 
• www.fin.ph, started in 2003 (NGO, 
Philippines) 
• Support the availability ooff ccoommpprreehheennssiivvee 
information system(s) with key data on all 
aquatic organisms of the world, easily 
accessible and free-of-charge to the public 
• FishBase, Catalogue of Life, AquaMaps, 
SeaLifeBase
What our communities are 
• Biodiversity Informatics 
• Fisheries 
• Aquatic Biodiversity Conservation 
• Support the management of aquatic natural 
resources balancing exploitation and 
conservation for a sustainable use
Biodiversity data challenge 
• Biodiversity ARE NOT ONLY point data 
• Scattered in literature, researcher personal 
files, archives on various medias, lost, not 
digitized 
• Not standardized (yet) 
• Point data not properly curated by providers
Biodiversity data challenge 
• Hooked to taxa through names, preferably 
species (+ locality = populations/stocks) 
• Taxa that are taxonomic group hypotheses 
always falsifiable, including at species level 
• Labeled with names that can change as 
character strings 
• With a too high rate of specimen 
misidentification
Biodiversity data challenge 
• IPR issues, in particular exploitation data 
leading to aggregations, fuzzification, and 
more … before dissemination 
• Publishing and sharing data is only a recent 
trend < 2 decades (TDWG since mid 80s) 
• No common repositories iinn ggeenneerraall,, ssoommee 
restricted domain exceptions, and when exist 
no clear mandate to focus on data curation 
• Competition between information systems 
that countries want to control by themselves
iMarine helped us to address challenges 
• Facilitating the connection between datasets 
• Standardizing the access to datasets 
• Providing hardware and software resources 
that would not be affordable for small entities 
like FIN iinn tteerrmmss ooff ffuunnddss …… 
• … but even more in terms of trained staff 
• Publishing, sharing and disseminating data
AquaMaps: From point data … 
Gadus morhua, data and map from OBIS, ~860,000
… to distribution maps
AquaMaps – how does it work? 
• Bathymetry 
• Temperature 
– Sea surface temperature (SST) for pelagic species (0-200 m) 
– Bottom temperature for non-pelagic species (>200 m) 
•• Salinity 
– Sea surface salinity for pelagic species 
– Bottom salinity for non-pelagic species 
• Primary production 
• Sea Ice Concentration 
• Distance to land (for special cases) 
Global raster: 0.5 degree lat x lon 
= 180,000 cells
Probability 
AquaMaps – how does it work? 
Environmental envelopes 
AquaMaps – Biodiversity Hotspots  Climate Change 
Observed 
min 
Observed 
max 
Optimal range 
10th to 90th 
percentiles 
Environmental 
layer 
values 
75th 
percentile 
+(IQR*1.5) 
25th 
percentile 
-(IQR*1.5) 
IQR = interquartile range
AquaMaps – how does it work? 
AquaMaps – Biodiversity Hotspots  Climate Change
AquaMaps – how does it work? 
AquaMaps – Biodiversity Hotspots  Climate Change 
Solea Solea – Common Sole 
Ready et al, accepted
… to climate change maps (year 2100) 
2100 
2014 
iMarine Event 29 September 2014, Brussels Belgium
Standardized distribution maps for over 17,300 species 
of fishes, marine mammals and invertebrates
Species 
Richness by 
Half degree 
cell for 2010
Species 
Richness by 
Half degree 
cell for 2050
23 hotspots in 
Coral Triangle 
and adjacent 
seas in 2010
29 hotspots 
in 2050 
but smaller
Spratleys and 
Visayan Sea 
The areas 
loosing 
more species
But in 
proportion 
pelagic areas 
are the 
loosers
iMarine solution: previous situation 
• Efforts of TDWG: intellectually outstanding, 
but production of common tools slow 
• General Biodiversity platforms (in 2008) 
– only started to be planned (LifeWatch, BioFresh) 
or being built (ALA), 
– or too domain restricted (point/ooccccuurrrreennccee ddaattaa)),, 
Taxon names (CoL, GNA/GNI), IUCN (threat 
status), 
– or no capacity of analysis (EoL)
iMarine solution: networking 
• iMarine since D4Science (2008), with FAO in 
the consortium, interesting from the fisheries 
point of view: re-establishing collaboration 
• OBIS (UNESCO) joined in 2012 
• CoL aanndd WWooRRMMSS iinnvvoollvveedd 
• GBIF data were made available
iMarine solution: shared resources 
• High level support for developments (research 
and technical) under new IT technologies 
• Access to high level hardware resources and 
computing capacities 
• As well as software implementation (RR,, GGIISS)):: 
integration of any existing a priori possible 
• Open source and “LAN-alone” usable
Outcome 
• Management of large datasets 
• Reduction of computing time of 3* 12,000 
maps * 3 from 3 days down to 4-5h (live 
demonstration by the end 2011 during the 
D4Science-IIII ffiinnaall rreevviieeww)) 
• Possibility to compute GIS layers and make 
them available for another e-infrastructure: 
BioFresh 
• Access to other environmental parameters
Outcome 
• Potentiality to increase by one degree of 
magnitude the frequency of AquaMaps 
updates 
• Progressive automation of all steps: 
– Get ddaattaa ffrroomm GGBBIIFF//OOBBIISS 
– Select good data: removing outliers 
– BiOnym: matching names 
– Environmental parameters: point data enrichment 
– Portability of the algorithm to R: EU BON 
– Map comparison: model vs specialist (FAO, IUCN)
HSPEN 
HCAF 
AquaMaps - Schematic Overview: 
TaxonTable 
(Name)? 
Pointdata 
GoodCells 
Get point data 
Determine presence cells 
Generate envelopes 
(except depth) 
Provides BB/FAO 
area (and depth 
envelope) data 
Provides Species ID 
Functionalities partially 
implemented in current 
AquaMaps VRE 
Alternative 
modelling 
algorithms 
GBIF/ 
OBIS 
Alternative 
predictions 
Envelope 
Generation 
HCAF 
Species Data 
Acquisition  
Pre-Processing 
AquaMaps project 
functionalities  tables etc 
Functionalities implemented in 
current AquaMaps VRE 
Functionalities planned for 
implementation during 
D4Science II 
Requires 
synchronisation 
after expert-review! 
FishBase/ 
SLB 
TableName? 
Can be modified by direct or 
indirect expert input 
HSPEN 
Generate probabilities of 
species occurrence (PSO) 
Interactive map 
Displayed using 
• Csquares mapper 
• fully functional GIS tool 
HCAF 
Alternative temporal 
 spatial resolutions 
Map probabilities Output for 
further use 
• image 
• csv download 
• GIS import/expert format 
• Dynamic integration 
with other VREs 
Multi-species 
analysis 
• Biodiversity maps 
• Lat / Lon transects 
• MPA planning 
•Conservation planning 
tools 
Environ-mental 
input data 
VRE: User-defined 
generic 
modification of 
cell values 
Validation 
• expert-review 
• extended expert-review 
• comparison with FAO maps 
•Statistical analysis 
HSPEC 
VRE: User-defined 
weighting of 
envelopes 
Implemented in D4Science 
AquaMaps VRE 10/2009 
PSO 
Species Generation 
input data
Future: development 
• A complete automated AquaMaps production 
• Improve the dissemination of GIS layers 
• Refine the scale (currently Half Degree Cell) 
down to ¼ and 1/10 for ccooaassttaall aarreeaass ffoorr 
national and local uses 
• 3D 
• Refine the validation tool by specialists
Future: production 
Use of AquaMaps for : 
• Seafood traceability (Frequenz) 
• KBA definition: aquatic Key Biodiversity Areas 
(GEF) 
• Compute winners and losers wwiitthh rreessppeecctt ttoo 
Climate Change (ACB, Philippine Seas) 
Use iMarine for: 
• triggering policy making
Data, Information, Knowledge, 
(Understanding), Wisdom Understanding 
Data A given specimen is 35 cm long and is in 
a given maturity state 
Information 
A given species has a length at maturity 
of 56 cm 
Fishing a species below its length at 
Knowledge 
maturity collapses the fishery 
Wisdom* 
For a sustainable fishery, a decision is 
taken that a given species must not be 
fished smaller than the length at 
*= management here maturity 
•DIK(U)W hierarchy from Data to Wisdom 
(Zeleny, 1987; Ackoff, 1989) 
N. Bailly (WorldFish)
Only research? 
Understanding 
Data 
Collect data following a protocol pre-established 
Information 
Synthesizing data into information with 
analytical tools 
Knowledge 
Interpretation of information to 
constitute a corpus of knowledge 
Management 
Transform the knowledge in political 
and managerial decisions 
N. Bailly (WorldFish) 
TRIGGERS
Thank you

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Discovering the impact of climate change on the marine species, Aquamaps

  • 1. iMarine Event; a platform for collaboration 29 September 2014, Brussels (Belgium) Discovering the impact of climate change on the marine species iMarine Event 29 September 2014, Brussels Belgium AquaMaps Nicolas BAILLY FishBase Information and Research Group n.bailly@fin.ph and WorldFish
  • 2. Who we are • FIN: FishBase Information and Research Group • www.fin.ph, started in 2003 (NGO, Philippines) • Support the availability ooff ccoommpprreehheennssiivvee information system(s) with key data on all aquatic organisms of the world, easily accessible and free-of-charge to the public • FishBase, Catalogue of Life, AquaMaps, SeaLifeBase
  • 3. What our communities are • Biodiversity Informatics • Fisheries • Aquatic Biodiversity Conservation • Support the management of aquatic natural resources balancing exploitation and conservation for a sustainable use
  • 4. Biodiversity data challenge • Biodiversity ARE NOT ONLY point data • Scattered in literature, researcher personal files, archives on various medias, lost, not digitized • Not standardized (yet) • Point data not properly curated by providers
  • 5. Biodiversity data challenge • Hooked to taxa through names, preferably species (+ locality = populations/stocks) • Taxa that are taxonomic group hypotheses always falsifiable, including at species level • Labeled with names that can change as character strings • With a too high rate of specimen misidentification
  • 6. Biodiversity data challenge • IPR issues, in particular exploitation data leading to aggregations, fuzzification, and more … before dissemination • Publishing and sharing data is only a recent trend < 2 decades (TDWG since mid 80s) • No common repositories iinn ggeenneerraall,, ssoommee restricted domain exceptions, and when exist no clear mandate to focus on data curation • Competition between information systems that countries want to control by themselves
  • 7. iMarine helped us to address challenges • Facilitating the connection between datasets • Standardizing the access to datasets • Providing hardware and software resources that would not be affordable for small entities like FIN iinn tteerrmmss ooff ffuunnddss …… • … but even more in terms of trained staff • Publishing, sharing and disseminating data
  • 8. AquaMaps: From point data … Gadus morhua, data and map from OBIS, ~860,000
  • 10. AquaMaps – how does it work? • Bathymetry • Temperature – Sea surface temperature (SST) for pelagic species (0-200 m) – Bottom temperature for non-pelagic species (>200 m) •• Salinity – Sea surface salinity for pelagic species – Bottom salinity for non-pelagic species • Primary production • Sea Ice Concentration • Distance to land (for special cases) Global raster: 0.5 degree lat x lon = 180,000 cells
  • 11. Probability AquaMaps – how does it work? Environmental envelopes AquaMaps – Biodiversity Hotspots Climate Change Observed min Observed max Optimal range 10th to 90th percentiles Environmental layer values 75th percentile +(IQR*1.5) 25th percentile -(IQR*1.5) IQR = interquartile range
  • 12. AquaMaps – how does it work? AquaMaps – Biodiversity Hotspots Climate Change
  • 13. AquaMaps – how does it work? AquaMaps – Biodiversity Hotspots Climate Change Solea Solea – Common Sole Ready et al, accepted
  • 14. … to climate change maps (year 2100) 2100 2014 iMarine Event 29 September 2014, Brussels Belgium
  • 15. Standardized distribution maps for over 17,300 species of fishes, marine mammals and invertebrates
  • 16. Species Richness by Half degree cell for 2010
  • 17. Species Richness by Half degree cell for 2050
  • 18. 23 hotspots in Coral Triangle and adjacent seas in 2010
  • 19. 29 hotspots in 2050 but smaller
  • 20. Spratleys and Visayan Sea The areas loosing more species
  • 21. But in proportion pelagic areas are the loosers
  • 22. iMarine solution: previous situation • Efforts of TDWG: intellectually outstanding, but production of common tools slow • General Biodiversity platforms (in 2008) – only started to be planned (LifeWatch, BioFresh) or being built (ALA), – or too domain restricted (point/ooccccuurrrreennccee ddaattaa)),, Taxon names (CoL, GNA/GNI), IUCN (threat status), – or no capacity of analysis (EoL)
  • 23. iMarine solution: networking • iMarine since D4Science (2008), with FAO in the consortium, interesting from the fisheries point of view: re-establishing collaboration • OBIS (UNESCO) joined in 2012 • CoL aanndd WWooRRMMSS iinnvvoollvveedd • GBIF data were made available
  • 24. iMarine solution: shared resources • High level support for developments (research and technical) under new IT technologies • Access to high level hardware resources and computing capacities • As well as software implementation (RR,, GGIISS)):: integration of any existing a priori possible • Open source and “LAN-alone” usable
  • 25. Outcome • Management of large datasets • Reduction of computing time of 3* 12,000 maps * 3 from 3 days down to 4-5h (live demonstration by the end 2011 during the D4Science-IIII ffiinnaall rreevviieeww)) • Possibility to compute GIS layers and make them available for another e-infrastructure: BioFresh • Access to other environmental parameters
  • 26. Outcome • Potentiality to increase by one degree of magnitude the frequency of AquaMaps updates • Progressive automation of all steps: – Get ddaattaa ffrroomm GGBBIIFF//OOBBIISS – Select good data: removing outliers – BiOnym: matching names – Environmental parameters: point data enrichment – Portability of the algorithm to R: EU BON – Map comparison: model vs specialist (FAO, IUCN)
  • 27. HSPEN HCAF AquaMaps - Schematic Overview: TaxonTable (Name)? Pointdata GoodCells Get point data Determine presence cells Generate envelopes (except depth) Provides BB/FAO area (and depth envelope) data Provides Species ID Functionalities partially implemented in current AquaMaps VRE Alternative modelling algorithms GBIF/ OBIS Alternative predictions Envelope Generation HCAF Species Data Acquisition Pre-Processing AquaMaps project functionalities tables etc Functionalities implemented in current AquaMaps VRE Functionalities planned for implementation during D4Science II Requires synchronisation after expert-review! FishBase/ SLB TableName? Can be modified by direct or indirect expert input HSPEN Generate probabilities of species occurrence (PSO) Interactive map Displayed using • Csquares mapper • fully functional GIS tool HCAF Alternative temporal spatial resolutions Map probabilities Output for further use • image • csv download • GIS import/expert format • Dynamic integration with other VREs Multi-species analysis • Biodiversity maps • Lat / Lon transects • MPA planning •Conservation planning tools Environ-mental input data VRE: User-defined generic modification of cell values Validation • expert-review • extended expert-review • comparison with FAO maps •Statistical analysis HSPEC VRE: User-defined weighting of envelopes Implemented in D4Science AquaMaps VRE 10/2009 PSO Species Generation input data
  • 28. Future: development • A complete automated AquaMaps production • Improve the dissemination of GIS layers • Refine the scale (currently Half Degree Cell) down to ¼ and 1/10 for ccooaassttaall aarreeaass ffoorr national and local uses • 3D • Refine the validation tool by specialists
  • 29. Future: production Use of AquaMaps for : • Seafood traceability (Frequenz) • KBA definition: aquatic Key Biodiversity Areas (GEF) • Compute winners and losers wwiitthh rreessppeecctt ttoo Climate Change (ACB, Philippine Seas) Use iMarine for: • triggering policy making
  • 30. Data, Information, Knowledge, (Understanding), Wisdom Understanding Data A given specimen is 35 cm long and is in a given maturity state Information A given species has a length at maturity of 56 cm Fishing a species below its length at Knowledge maturity collapses the fishery Wisdom* For a sustainable fishery, a decision is taken that a given species must not be fished smaller than the length at *= management here maturity •DIK(U)W hierarchy from Data to Wisdom (Zeleny, 1987; Ackoff, 1989) N. Bailly (WorldFish)
  • 31. Only research? Understanding Data Collect data following a protocol pre-established Information Synthesizing data into information with analytical tools Knowledge Interpretation of information to constitute a corpus of knowledge Management Transform the knowledge in political and managerial decisions N. Bailly (WorldFish) TRIGGERS