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Contact details:
CANBERRA ACT 2601 AUSTRALIA
Biography
Jean-Michel leads a team working at the interface of between software, data, and environmental modelling, in particular hydrology.
Jean-Michel has 20 years of experience in CSIRO Land and Water. Having a mixed background in civil and environmental engineering and software engineering, he has since contributed to projects at the interface of environmental modelling and software. He contributed to the Catchment Modelling Toolkit initiative and eWater through Cooperative Research Centres until 2010, notably the modelling engine under the eWater Source product. Over 2010-2020 he contributed to software activities and products under the Water Information Research Alliance (WIRADA) between CSIRO and the Australian Bureau of Meteorology. A highlight of these contributions is the ensemble streamflow forecasting software ecosystem known as SWIFT2, used in research and operations across these two organisations.
Jean-Michel has authored, led or contributed to several noteworthy open source software assets, listed in the "Related links" section below.
His recent or ongoing past research interest are:
- Using contemporary machine learning software for environmental modelling
- Software tools, patterns and practices sustaining provenance information for Reproducible Research
- Leveraging cloud computing and web services as enhanced impact pathways for environmental data analytics and simulation
- Interoperability between heterogenous software languages to combine high performance modelling engines and interactive usability for scientists and modellers from R, Python, etc.
- Software architecture for ensemble simulation techniques formally estimating predictive uncertainty
- Metaheuristics optimisation software and supervised machine learning
- Software patterns for spatial-temporal environmental modelling frameworks
- Hydrological prediction in ungauged basins
Professional Areas
Fields of Research
Current Roles
-
Environmental Modelling Software Architect
Design and implementation of software for ensemble simulations -
Team Leader
Environmental Processing Services - contribution to the information supply chain
Academic Qualifications
-
1998
Masters of Sciences
Ecole Centrale Paris
Professional Experiences
-
2013-Current
Lead software architect for SWIFT, a high performance ensemble streamflow forecasting software system for research and operations.
CSIRO -
2011-2012
Lead developer, assimilation of continental scale remotely sensed data for the Australian Water Resources Assessment landscape module
CSIRO -
2008-2010
Lead developer, hydrologic modelling using scientific workflows workbench
CSIRO
Related links
- Ensemble streamflow forecasting software assets for CSIRO and the BoM
- Python package for Exploratory Lithology Analysis
- R package for Ensemble Forecast Time Series in netCDF
- R.NET high performance interoperability between R and .NET
- Nuget software packages contributions
- MPI.NET Message Passing Interface for .NET
Publications
We have publications by Mr Jean-Michel Perraud