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Open problems • • • • • • How can I acquire desired RT data? How can I discover/access desired RT data? How can I share/integrate the data? Can I integrate dynamically? Can I share with other disciplines? Can I integrate seamlessly with data from other disciplines • Can I integrate with archived data? Sensor Networks: Next Generation Problems SAMSI Sensor Network Workshop 14-15 October 2003 Frank Vernon Scripps Institution of Oceanography University of California at San Diego Sensor Networks Desires • Timing – Critical issue for any modal analysis or array processing analysis – Need to synchronize across all sensors • Communications systems – Power < 1W for remote sites – IP – Aggregate data rate ≥ 1 Mbit/sec – Scalable for array apertures from 100s meters => megameters What is needed for a real-time data exchange systems: • System should be “data neutral” – Variable packet size – All formatting at application level • System should allow data query functions • System should allow dynamic updates of instrument metadata – metadata not embedded in every data packet • Packet descriptions should be available in real-time – Self-describing What is needed for a real-time data exchange systems: • System should be network transparent with respect to read/write/local/remote access • System should be error-free and robust – Impervious to communications failures – Impervious to computer shutdown-startup – Generally means non-volatile buffers, autoreconnects, auto-restarts, etc. • Interoperable with other real-time data exchange systems and new real-time data sources Design Goals for Future Real-Time Sensor Networks • capture, process, control for quality, and integrate real-time data streaming from different sources-collected for different purposes, on different time and spatial scales, and measured by different methods; • make heterogeneities in platforms, physical location and naming of resources, data formats and data models, supported programming interfaces, and query languages transparent to the user; • adapt to new and changing user requirements for data and data products; Design Goals for Future Real-Time Sensor Networks • dynamically reconfigure with the addition or removal of observational equipment and/or scientific instrumentation – self-healing topology – decentralized resource registration • provide Internet access to integrated data collections along with visualization, data mining, analysis, and modeling capabilities