3. Hosting needed for rich set of radar image processing services using machine learning, statistical modelling, and graph algorithms 1. Huge volume of 1. Diversified 1. Variety of 1. Graph 1. Open data 1. High data quality 1. Various ENVRI data from analytics tools computing plotting tools policy with 2. Mirror archives kinds of Environmental distributed infrastructures 2. Time series minor 3. Various metadata mobile Research data sources and architectures interactive restrictions frameworks sensor Infrastructure 2. Variety of (infrastructure) tools 4. Scattered devices for instrumentation 2. Scattered 3. repositories and data datasets and repositories flash data curation acquisition metadata (storage) playback 4. Earth map display 5. Visual tools for quality comparisons 1. Provision of 1. Legacy software 1. ~0.5 PB/year of 1. GIS user 1. Security and 1. Data quality 1. Monitoring CReSIS reliable data (Matlab) and raw data interface privacy on assurance data Remote transmission from language (C/Java) 2. Transfer 2. Rich user sensitive collection Sensing aircraft sensors/ binding for content from interface for political issues instruments/ instruments or processing removable disk to simulations 2. Dynamic sensors removable disks 2. Signal computing cluster security and from remote sites processing and for parallel privacy policy 2. Data gathering advanced image processing mechanisms in real time processing to find 3. MapReduce or 3. Varieties of layers needed MPI plus language datasets binding for C/Java 1. Angular and 1. Geolocated data 1. Support for 1. Support for -- 1. Significant human 1. Support UAVSAR Data spatial data that require GIS interoperable field intervention in data for field
3. Hosting needed for rich set of radar image processing services using machine learning, statistical modelling, and graph algorithms ENVRI Environmental Research Infrastructure 1. Huge volume of data from distributed data sources 2. Variety of instrumentation datasets and metadata 1. Diversified analytics tools 1. Variety of computing infrastructures and architectures (infrastructure) 2. Scattered repositories (storage) 1. Graph plotting tools 2. Time series interactive tools 3. flash playback 4. Earth map display 5. Visual tools for quality comparisons 1. Open data policy with minor restrictions 1. High data quality 2. Mirror archives 3. Various metadata frameworks 4. Scattered repositories and data curation 1. Various kinds of mobile sensor devices for data acquisition CReSIS Remote Sensing 1. Provision of reliable data transmission from aircraft sensors/ instruments or removable disks from remote sites 2. Data gathering in real time 3. Varieties of datasets 1. Legacy software (Matlab) and language (C/Java) binding for processing 2. Signal processing and advanced image processing to find layers needed 1. ~0.5 PB/year of raw data 2. Transfer content from removable disk to computing cluster for parallel processing 3. MapReduce or MPI plus language binding for C/Java 1. GIS user interface 2. Rich user interface for simulations 1. Security and privacy on sensitive political issues 2. Dynamic security and privacy policy mechanisms 1. Data quality assurance 1. Monitoring data collection instruments/ sensors UAVSAR Data 1. Angular and spatial data 1. Geolocated data that require GIS 1. Support for interoperable 1. Support for field -- 1. Significant human intervention in data 1. Support for field