david lebauer pecan

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Page 1: David LeBauer PEcAn

PEcAnThe Predictive Ecosystem Analyzer

Page 2: David LeBauer PEcAn

MotivationSynthesize heterogeneous data

Bridge gap between conceptual and computational models

Summarize what we know, based on available data and mechanistic models

Identify sources of uncertainty -> prioritize data collection and model improvement

Make complex workflows accessible, reproducible, and extensible

Page 3: David LeBauer PEcAn

DesignModular:

◦ models can be coupled within PEcAn

◦ PEcAn can be embedded into other workflows

High level functions

◦ e.g. ‘run.meta.analysis’; ‘start.model.runs(model)’

Web Interface

Remote execution of simulation models on HPC

Adoption of existing standards, libraries where possible

Virtual Machines easy to get up and running

Page 4: David LeBauer PEcAn

ModulesAnalysis:

◦ Meta-analysis

◦ Data assimilation

◦ Visualization

◦ Priors

◦ Uncertainty

◦ more …

Utilities:

◦ QAQC

◦ Database

◦ Logger

◦ Settings

Models (min 2 functions each):

◦ Ecosystem Demography v2

◦ BioCro

◦ Sipnet

◦ Dalec

Page 5: David LeBauer PEcAn

BETYdb: Informatics Backend

Cultivar

Species Prior

Covariates

Variable

Management

Site

Citation

Treatment

Functional Type

Traits, Yields, Ecosystem Services

Page 6: David LeBauer PEcAn

Functional Type

BETYdb (part II): Model provenance

Machines

Runs

Inputs Models

Site

Ensembles

Cultivar

Species Prior

Covariates

Variable

Management

Site

Citation

Treatment

Functional Type

Traits, Yields, Ecosystem Services

Variable

Workflows

Posteriors

Page 7: David LeBauer PEcAn

PEcAn: Web Interface

Configure Run Visualize, Export Results Analysis in R Review Previous Runs

Page 8: David LeBauer PEcAn

Future DirectionsModel Intercomparisons

Integration into existing workflows

Automated ‘real-time’ data assimilation

Improved web-interface – enable end users to ask new questions

Page 9: David LeBauer PEcAn

More InformationWho:

David LeBauer, University of Illinois

Mike Dietze, Boston University

Rob Kooper, National Center for Supercomputing Applications

Shawn Serbin, Brookhaven National Laboratories

Where:

pecanproject.org

github.com/PecanProject

Funding:

Energy Biosciences Institute, NSF