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Integrated Adaptive Sampling and Data Management for Environmental Monitoring Systems

This document outlines a comprehensive strategy for data communication and infrastructure, focusing on integrated adaptive sampling, data assimilation, and retrieval techniques. It emphasizes the use of various tools and systems such as HOPS, ICON, and ROMS for optimizing observation assets, deployment plans, and environmental data management. Additionally, the framework includes real-time skill assessment and data quality control processes to ensure effective ecosystem monitoring. The methodologies discussed are applicable to operational scenarios, further enhancing the control and tasking capabilities of environmental operations.

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Integrated Adaptive Sampling and Data Management for Environmental Monitoring Systems

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  1. 1 6 7 8 Data Communications Infrastructure Discussed in Separate Document (C) HOPS Data Assimilation (W) HOPS Output Archive/Retrieval (AF) Unified Data Archiving and Retrieval Strategy (A) ICON (E) HOPS (G) ESSE (I) Integrated Adaptive Sampling (X) ESSE Log (AG) Unified Visualization Tools (B) Archived Databases (F) ROMS (H) ETKF (Y) Integrated Adaptive Sampling Log (D) ROMS Data Assimilation (J) LCSs (Z) ETKF Log (AH) Model Skill Assessment 2 (AA) ROMS Output Archive/Retrieval (L) Feedback Control (K) Vehicle Tasking (WB) Select Adaptive Sampling Strategy (Conducted in War Room) (Assume Visualization Done in War Room via Different Path) (WA) AOSN War Room ( Single Point for Operator in the Loop Control ). Includes TBD System Control Tools. Includes Glider Adaptive Sampling Strategy Decisions (AB) Adaptive Sampling Log 3 (M) Model Observation Asset Prep, Mob, Deployment, Maintenance, Operation, and Recovery Infrastructure. Includes a priori and dynamic deployment plans (N) Glider Network (P) Model Data QC (AC) Model Driven Observations Archive/Retrieval (O) Other Model Driven Observation Assets (AI) Updated AOSN System Control Instructions 4 (Q) Ecosystem Observ Asset Prep, Mob, Deployment, Maint, Oper, and Recovery Infrastructure. Includes pre-determined and dynamic deployment plans (II) Instructions Fed Back To: WB, M, Q, T, C, E, F, D, G, H, I (R) Ecosystem Driven Observation Assets (S) Ecosystem Data QC (AD) Ecosystem Driven Observations Archive/Retrieval 5 (T) Real-time skill assessment Asset Prep, Mob, Deployment, Maint, Operation, and Recovery Infrastructure. Includes pre-determined fixed deployment plans (AE) Skill Assessment Observations Archive/Retrieval (U) Skill Assessment Driven Observation Assets (V) Skill Assess Data QC LEGEND: = low vol / low rate comms, = high vol / low rate comms, = high vol / high rate comms, = non real-time, = war room

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