data and irregular simulation computation Study 3. variety of nature of graph system output datasets processing (platform) depends on the 3. summary of 3. Charm++ on complexity of the various runs of multi-nodes model simulation (software) 4. network file system (storage) 5. infiniband network (networking) 1. traditional and 1. large scale 1. computing 1. multi-levels 1. protection of 1. data fusion 1. efficient new architecture modeling for infrastructure detail network PII on from variety of method of Social for dynamic various events which can representations individuals used dta sources moving data Contagion distributed (disease, capture 2. visualization in modeling 2. data Modeling processing on emotions, with interactions 2. data protection consistency and for commondity behaviors, etc.) interactions on and secure no corruption Planning clusters 2. scalable fusion various social platform for 3. preprocessing 2. fine-resolution between events via the computation of raw data models and combined Internet datasets in to datasets (infrastructure) support Twitter 3. multi-levels 2. file servers network traffic analysis while and databases 3. huge data generate (platform) storage per year sufficient results 3. Ethernet and 24 quickly Infiniband networking (networking) 4. specialized simulators, open source software, and proprietary modeling (application) 5. huge user accounts across country boundaries (networking) 1. special 1. Web Services 1. expandable 1. access by 1. Federated 1. data storage -- dedicated or based, Grid on-demand based mobile users identity and archiving, overlay sensor based services, storage resource 2. advanced / management for data exchange and network relational for global users rich / high mobile and integration LifeWatch 2. storage databases and 2. cloud definition researchers and 2. data lifecycle Distributed, NoSQL community visualization mobile sensors management: historical and 2. personalized resource required 3. 4D 2. access control data provenance, trends data virtual labs visualization and accounting referral integrity 25 archiving 3. grid and cloud computational and identification 3. data sources based resources models traceability back distributed, and 4. data analysed to initial include incrementally observational observation and and/or real-time data monitoring at varying rates 3. [In addition to facilities, sensor due to variations original source network, and in source data,] processed satellites. processes. (secondary) data
Study data 3. variety of output datasets depends on the complexity of the model and irregular nature of graph processing 3. summary of various runs of simulation simulation system (platform) 3. Charm++ on multi-nodes (software) 4. network file system (storage) 5. infiniband network (networking) computation 24 Social Contagion Modeling for Planning 1. traditional and new architecture for dynamic distributed processing on commondity clusters 2. fine-resolution models and datasets in to support Twitter network traffic 3. huge data storage per year 1. large scale modeling for various events (disease, emotions, behaviors, etc.) 2. scalable fusion between combined datasets 3. multi-levels analysis while generate sufficient results quickly 1. computing infrastructure which can capture interactions on various social events via the Internet (infrastructure) 2. file servers and databases (platform) 3. Ethernet and Infiniband networking (networking) 4. specialized simulators, open source software, and proprietary modeling (application) 5. huge user accounts across country boundaries (networking) 1. multi-levels detail network representations 2. visualization with interactions 1. protection of PII on individuals used in modeling 2. data protection and secure platform for computation 1. data fusion from variety of dta sources 2. data consistency and no corruption 3. preprocessing of raw data 1. efficient method of moving data 25 and LifeWatch 1. special dedicated or overlay sensor network 2. storage Distributed, historical and trends data archiving 3. data sources distributed, and include observation and monitoring facilities, sensor network, and satellites. 1. Web Services based, Grid based services, relational databases and NoSQL 2. personalized virtual labs 3. grid and cloud based resources 4. data analysed incrementally and/or real-time at varying rates due to variations in source processes. 1. expandable on-demand based storage resource for global users 2. cloud community resource required 1. access by mobile users 2. advanced / rich / high definition visualization 3. 4D visualization computational models 1. Federated identity management for mobile researchers and mobile sensors 2. access control and accounting 1. data storage and archiving, data exchange and integration 2. data lifecycle management: data provenance, referral integrity and identification traceability back to initial observational data 3. [In addition to original source data,] processed (secondary) data --