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Challenges and Opportunities in Sensor Informatics: A Comprehensive Overview

This text delves into the unique aspects and challenges of Sensor Informatics, highlighting issues like uncertainty, failure management, and adaptive systems. It also explores socioeconomic concerns and the importance of privacy and security in sensor networks. The text provides insights into timely dissemination, seamless data integration, and the need for adaptable systems in the realm of sensor informatics.

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Challenges and Opportunities in Sensor Informatics: A Comprehensive Overview

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Presentation Transcript

  1. Sensor Informatics Participants A. Labrinidis & A. Stefanidis J. Srivastava, C. Faloutsos, P. Bauer, S. Zdonik, M. Cherniack, P. Chrysanthis, V. Megalooikonomou, V. Kalogeraki, D. Gunopulos, B. Prabhakaran, S. Das, W.-C. Lee, E. Rudensteiner, A. Ailamaki, F. Makedon, Y. Aloimonos, O. Wolfson, L. Gruenwald, S. Son, V. Zadorozhny, W. Aref, H. Kargupta, J. Yang, W. Du, A. Ouksel, J. Han, P. Schenermann, Y. Wu.

  2. Sensor Informatics A person walks into a bar… …is brought to the hospital on time. Unique aspects: • Collection of devices, configured to serve a common goal (capturing snapshots of reality) • Operational/functional constraints • Unreliability and uncertainty • Semi-infinite streams • …

  3. Sensor Informatics: Challenges • Strong space and time component • Adaptive systems • Failure management • Acquisitional query processing • Reconfiguration capability • Localized / distributed processing • Query interfaces (declarative?) • Computation in the presence of uncertainty in data and topology. • Quality of service and resource trade-off (managing precision and resources)

  4. Sensor Informatics: Challenges+ • Context awareness (units part of network) • Timely dissemination and processing • Summarization / Integration • Seamless integration of data with traditional data sources • Learn, model, predict, monitor, repeat ad infinitum • Uncertainty (the only certain thing) • Estimate and communicate • Model and tolerate • Latency

  5. Socioeconomic Issues • Privacy, privacy, privacy • Security • Ability for large scale deployment • Living with sensors, living without Interaction: HSNI • Pervasive computing • Active vs. passive networks • Query interface • Seamless integration with existing interfaces

  6. Sensor Informatics Take-Aways • Unique characteristics: • Unreliability • Adaptability • Constraints • Signal-based vs. Symbol-based processing • Input / Output Fora: • NSF funding: from cutting to cross-cutting (ITR funding?) • Community building: Sensor Informatics Conference?

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