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Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang, X., Arthurs, L., Kennedy, R., Huang, Y University of Notre Dame University of New Mexico ASLO 2005 February 24, 2005
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Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Dec 20, 2015

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Page 1: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining,

and Knowledge-DiscoveryMadey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang, X., Arthurs, L., Kennedy, R., Huang, Y

University of Notre Dame

University of New Mexico

ASLO 2005

February 24, 2005

Page 2: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Overview

Project Background E-Science Background The NOM e-Science Collaboratory Invitation to Test, Contribute, Participate Summary

Page 3: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Background

Small NSF-ITR involving Computer Scientists and Environmental Scientists

Focus: “Stochastic Synthesis: Simulating the environmental transformations of NOM”

IT Focus: e-Science, Web-Based Science, Agent-Based Simulation, Data Mining

Page 4: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

E-Science Background

NSF Cyberinfrastructure Program Sensor networks Large amounts of data => discovery through

datamining Online linked data repositories Online analysis programs: search, extraction,

matching, simulation, visualizations, etc.

Page 5: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

E-Science Background (cont) WWW Telescope Virtual Observatories

NASA Skyview US National Virtual Observatory International Virtual Observatory Alliance

More and more research done without every using a telescope => use of distributed data already collected

Page 6: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

E-Science Background (cont) NCBI (National Center for

Biotechnology Information)

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Page 7: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

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Page 9: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Model Organism e-Science Sites

FlyBase: Drosophila WormBase: C. elegans VectorBase: Mosquitos Mouse Genome DictyBase Etc. So many => GMOD

Page 10: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Questions?

Has this research community begun to participate in the e-Science initiatives?

Would this community benefit from e-Science initiatives?

Is this community interested in an e-Science initiatives?

Is this community willing to experiment?

Page 11: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

The NOM e-Science Collaboratory

Web-based Back-end database A cluster of simulation servers Shared simulation results Shared simulation configurations Other collaboratory features

Page 12: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

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http://www.nd.edu/~nom

Page 13: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

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Software download/online

Page 14: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

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Simulation HomePage: http://tobit.cse.nd.edu/

Page 15: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Reaction Batch Model

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Page 16: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

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Page 22: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Agent-Based Modeling of NOM

NOMHumic substances& small organics

NOMHumic substances& small organics

CO2CO2

Cellulose

Lignins

Proteins

Cutins

Lipids

Tannins

O2

lightbacteriaH+, OH-

metalsfungi

O2

lightbacteriaH+, OH-

metalsfungi

O2

lightbacteriaH+, OH-

metalsfungi

Goal: A widely available, testable, mechanistic model of NOM evolution in the environment.

Page 23: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Data model

Pseudo-Molecule

Elemental Functional StructuralComposition

CalculatedChemical Properties

and Reactivity

LocationOriginState

Page 24: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Environmental Parameters

Physical:Temperature

Light Intensity

Chemical:Water

pH[O2]

Biological:Bacterial DensityOxidase ActivityProtease Activity

Decarboxylase Activity

Page 25: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Invitation to Test, Contribute, Participate

HTTP://www.nd.edu/~nom/ HTTP://tobit.cse.nd.edu/

Page 26: Online Collaboratory for NOM Research: Agent-based Simulations, Data-Mining, and Knowledge-Discovery Madey, G.R., Cabaniss, S.E., Maurice, P.A., Xiang,

Summary Growing phenomenon of e-Science based

research One small “environmental science” e-Science

site: http://tobit.cse.nd.edu Invitation to test, download, evaluate,

contribute, build your own, etc. Description of Agent-based NOM Simulator

(downloadable and online) by Steve Cabaniss next!