Visualization workflows for level-12 HUC scales: Towards an expert system for watershed analysis in a distributed computing environment. (April 2016)
- Record Type:
- Journal Article
- Title:
- Visualization workflows for level-12 HUC scales: Towards an expert system for watershed analysis in a distributed computing environment. (April 2016)
- Main Title:
- Visualization workflows for level-12 HUC scales: Towards an expert system for watershed analysis in a distributed computing environment
- Authors:
- Leonard, Lorne
Duffy, Chris - Abstract:
- Abstract: Visualization workflows are important services for expert users to analyze watersheds when using our HydroTerre end-to-end workflows. Analysis is an interactive and iterative process and we demonstrate that the expert user can focus on model results, not data preparation, by using a web application to rapidly create, tune, and calibrate hydrological models anywhere in the continental USA (CONUS). The HydroTerre system captures user interaction for provenance and reproducibility to share modeling strategies with modelers. Our end-to-end workflow consists of four workflows. The first is data workflows using Essential Terrestrial Variables (ETV) data sets that we demonstrated to construct watershed models anywhere in the CONUS (Leonard and Duffy, 2013). The second is data-model workflows that transform the data workflow results to model inputs. The model inputs are consumed in the third workflow, model workflows (Leonard and Duffy, 2014a ) that handle distribution of data and model within High Performance Computing (HPC) environments. This article focuses on our fourth workflow, visualization workflows, which consume the first three workflows to form an end-to-end system to create and share hydrological model results efficiently for analysis and peer review. We show how visualization workflows are incorporated into the HydroTerre infrastructure design and demonstrate the efficiency and robustness for an expert modeler to produce, analyze, and share new hydrologicalAbstract: Visualization workflows are important services for expert users to analyze watersheds when using our HydroTerre end-to-end workflows. Analysis is an interactive and iterative process and we demonstrate that the expert user can focus on model results, not data preparation, by using a web application to rapidly create, tune, and calibrate hydrological models anywhere in the continental USA (CONUS). The HydroTerre system captures user interaction for provenance and reproducibility to share modeling strategies with modelers. Our end-to-end workflow consists of four workflows. The first is data workflows using Essential Terrestrial Variables (ETV) data sets that we demonstrated to construct watershed models anywhere in the CONUS (Leonard and Duffy, 2013). The second is data-model workflows that transform the data workflow results to model inputs. The model inputs are consumed in the third workflow, model workflows (Leonard and Duffy, 2014a ) that handle distribution of data and model within High Performance Computing (HPC) environments. This article focuses on our fourth workflow, visualization workflows, which consume the first three workflows to form an end-to-end system to create and share hydrological model results efficiently for analysis and peer review. We show how visualization workflows are incorporated into the HydroTerre infrastructure design and demonstrate the efficiency and robustness for an expert modeler to produce, analyze, and share new hydrological models using CONUS national datasets. Highlights: Visualization, model, and data services for and sharing of hydrological models. Visualization workflows for hydrological model analysis at HUC12 catchment scales. End-to-end workflows for reproducibility and provenance of hydrological models. Cyber-Infrastructure to support hydrological models and big data at high resolution. … (more)
- Is Part Of:
- Environmental modelling & software. Volume 78(2016:Apr.)
- Journal:
- Environmental modelling & software
- Issue:
- Volume 78(2016:Apr.)
- Issue Display:
- Volume 78 (2016)
- Year:
- 2016
- Volume:
- 78
- Issue Sort Value:
- 2016-0078-0000-0000
- Page Start:
- 163
- Page End:
- 178
- Publication Date:
- 2016-04
- Subjects:
- Visualization as a service -- Model as a service -- Data as a service -- Visualization workflows -- Provenance -- Reproducibility -- End-to-end system
Environmental monitoring -- Computer programs -- Periodicals
Ecology -- Computer simulation -- Periodicals
Digital computer simulation -- Periodicals
Computer software -- Periodicals
Environmental Monitoring -- Periodicals
Computer Simulation -- Periodicals
Environnement -- Surveillance -- Logiciels -- Périodiques
Écologie -- Simulation, Méthodes de -- Périodiques
Simulation par ordinateur -- Périodiques
Logiciels -- Périodiques
Computer software
Digital computer simulation
Ecology -- Computer simulation
Environmental monitoring -- Computer programs
Periodicals
Electronic journals
363.70015118 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13648152 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.envsoft.2016.01.001 ↗
- Languages:
- English
- ISSNs:
- 1364-8152
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3791.522800
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British Library HMNTS - ELD Digital store - Ingest File:
- 1284.xml