country boundaries (networking) 1. special 1. Web Services 1. expandable 1. access by 1. Federated 1. data storage and -- dedicated or based, Grid on-demand based mobile users identity archiving, data Biodiversity overlay sensor based services, storage resource 2. advanced / management for exchange and and network relational for global users rich / high mobile integration LifeWatch 2. storage databases and 2. cloud definition researchers and 2. data lifecycle Distributed, NoSQL community visualization mobile sensors management: data historical and 2. personalized resource required 3. 4D 2. access control provenance, referral trends data virtual labs visualization and accounting integrity and archiving 3. grid and cloud computational identification 3. data sources based resources models traceability back to distributed, and 4. data analysed initial observational include incrementally data observation and/or real-time 3. [In addition to and monitoring at varying rates original source facilities, due to variations data,] processed sensor in source (secondary) data network, and processes. may be stored for satellites. 5. a variety of future uses 25 4. wide variety data, analytical 4. provenance (and of data, and modeling persistent including tools to support identification (PID)) satellite analytics for control of data, diverse scientific algorithms, and climate communities. workflows and weather 6. parallel data 5. curated data, photos, streams and (authorized) video, sound streaming reference data (i.e. analytics species names lists), recordings… 5. multi-type 7. access and algorithms, software data integration of code, workflows combination multiple and linkage distributed potentially databases unlimited data variety 6. data streaming -- -- 1. GPU -- -- -- -- 2. high Large-scale performance MPI Deep and HPC Learning Infiniband cluster 3. libraries for single-machine or single-GPU 26 computation are available (e.g., BLAS, CuBLAS, MAGMA, etc.), distributed computation of dense BLAS-like or LAPACK-like
country boundaries (networking) 25 Biodiversity 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. 4. wide variety of data, including satellite climate and weather data, photos, video, sound recordings… 5. multi-type data combination and linkage potentially unlimited data variety 6. data streaming 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. 5. a variety of data, analytical and modeling tools to support analytics for diverse scientific communities. 6. parallel data streams and streaming analytics 7. access and integration of multiple distributed databases 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 may be stored for future uses 4. provenance (and persistent identification (PID)) control of data, algorithms, and workflows 5. curated (authorized) reference data (i.e. species names lists), algorithms, software code, workflows -- 26 Large-scale Deep Learning -- -- 1. GPU 2. high performance MPI and HPC Infiniband cluster 3. libraries for single-machine or single-GPU computation are available (e.g., BLAS, CuBLAS, MAGMA, etc.), distributed computation of dense BLAS-like or LAPACK-like -- -- -- --