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Matthew B. Jones
National Center for Ecological Analysis and Synthesis (NCEAS)
University of California Santa Barbara
Advancing Software for Ecological Forecasting
March 25, 2014
Software for Ecological Synthesis
Ocean Health Index (OHI)
OceanHealthIndex
Halpernetal.2012
The “long-tail” of science
Heidorn, P. 2008. doi:10.1353/lib.0.0036
https://goa.nceas.ucsb.edu
https://knb.ecoinformatics.org/
Data Heterogeneity
Heterogeneity HighLow
•Tight coupling
•Simple subsetting
•Explicit semantics
•Loose coupling
•Hard subsetting
•Limited semantics
Data set size LowHigh
Diverse Analysis and Modeling
• Wide variety of analyses used in ecology and
environmental sciences
– Statistical analyses and trends
– Rule-based models
– Dynamic models (e.g., continuous time)
– Individual-based models (agent-based)
– many others
• Implemented in many frameworks
– R, Matlab, SAS, SPSS, Jump, C, Python, Fortran
Kepler
DMP-Tool
Software & Data Interoperability
Plan
Collect
Assure
Describe
Preserve
Discover
Integrate
Analyze
• Produce an open-source scientific workflow
system
• Design, share, and execute scientific workflows
• Support scientists in a variety of disciplines
• e.g., biology, ecology, oceanography, astronomy
• Features
• Data access
• Cross analytical packages
• Documentation
• Provenance tracking
• Model archiving and sharing
Scientific workflows promote interoperability
Why workflows?
• Executability
• Replicability
• Reproducibility
• Transparency
• Modularity
• Reusability
• Provenance
How do we harness the long tail?
• Efficient data federation
• Interoperable software workflows
• Central search for discovery
• Just-in-time data integration
– Loose coupling
– Schema-less storage

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Matt Jones software-interoperability

  • 1. Matthew B. Jones National Center for Ecological Analysis and Synthesis (NCEAS) University of California Santa Barbara Advancing Software for Ecological Forecasting March 25, 2014 Software for Ecological Synthesis
  • 2. Ocean Health Index (OHI) OceanHealthIndex Halpernetal.2012
  • 3. The “long-tail” of science Heidorn, P. 2008. doi:10.1353/lib.0.0036
  • 6. Data Heterogeneity Heterogeneity HighLow •Tight coupling •Simple subsetting •Explicit semantics •Loose coupling •Hard subsetting •Limited semantics Data set size LowHigh
  • 7. Diverse Analysis and Modeling • Wide variety of analyses used in ecology and environmental sciences – Statistical analyses and trends – Rule-based models – Dynamic models (e.g., continuous time) – Individual-based models (agent-based) – many others • Implemented in many frameworks – R, Matlab, SAS, SPSS, Jump, C, Python, Fortran
  • 8. Kepler DMP-Tool Software & Data Interoperability Plan Collect Assure Describe Preserve Discover Integrate Analyze
  • 9. • Produce an open-source scientific workflow system • Design, share, and execute scientific workflows • Support scientists in a variety of disciplines • e.g., biology, ecology, oceanography, astronomy • Features • Data access • Cross analytical packages • Documentation • Provenance tracking • Model archiving and sharing
  • 10. Scientific workflows promote interoperability
  • 11. Why workflows? • Executability • Replicability • Reproducibility • Transparency • Modularity • Reusability • Provenance
  • 12. How do we harness the long tail? • Efficient data federation • Interoperable software workflows • Central search for discovery • Just-in-time data integration – Loose coupling – Schema-less storage

Editor's Notes

  1. Collated data is being archived publicly, online after PI approval or a 2 week waiting periodThis is the GoAmetacat URL
  2. Other development activities during years 2-5 will focus on expanding the suite of tools that are available through the Investigator Toolkit. New tool additions will be identified and prioritized by the DataONE Users Group.