http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
Sensor Management in ISR -- Contents -- Preface -- 1 Introduction to Sensor Management -- 1.1 Motivation for Sensor Management in Intelligence, Surveillence, and Reconaissance -- 1.2 Sensor Management Versus Data Fusion -- 1.3 Sensor Management Is Motivated by the Need to Inform Situation Assessment -- 1.4 Sensor Management -- 1.5 Sensor Scheduling, Sensor Management, and Mission Management -- 1.6 Optimum Planning Versus Optimum Scheduling -- 1.7 Sensor Suite Viewed as a Constrained Communications Channel -- 1.8 Preliminaries -- 1.9 Road Map for the Sequel -- References
2 Historical Basis for Sensor Management -- 2.1 From Task-Specific Sensor to Heterogeneous Network -- 2.2 Integration of Frequency Diverse Radars -- 2.3 Integration of Modality Diverse Sensors During the Vietnam Era -- 2.4 Networks of Homogeneous Sensors -- 2.5 Network of Heterogeneous Sensors -- 2.6 Network-Centric Warfare: The Start of Modern Sensor Management -- References -- 3 Sensor Management Inherent Problems -- 3.1 Indirect Sensor Management Issues -- 3.2 Multidisciplinary Problem -- 3.3 Passive Sensor Issues -- 3.4 Active Sensor Issues
3.5 Virtual Sensor, Heterogeneous Sensor, and Pseudo-Sensor Issues -- 3.6 World Models -- 3.6.1 Physical Models -- 3.6.2 Context -- 3.6.3 Probabilistic Models -- 3.6.4 Social Network Models -- 3.7 Operational Issues -- 3.7.1 Myopic Scheduling -- 3.7.2 Sensor Management Objective Functions -- References -- 4 Sensor Management Related Problems -- 4.1 Introduction -- 4.2 Fusion-Related Issues -- 4.2.1 Common Frame of Reference and Merging of Data from Different Platforms -- 4.2.2 Data Association Coordinate System Errors -- 4.2.3 Data Pedigree -- 4.2.4 Data Veracity
4.2.5 Hard and Soft Data Fusion -- 4.3 Alternative Configurations for Search, Track, and Identification -- 4.4 Detection Criteria -- 4.5 Target Models -- 4.6 Scheduling Constraints -- 4.6.1 Deleterious Interaction of Sensors -- 4.6.2 Computational Constraints -- 4.6.3 Randomly Occurring Sensor Failures -- References -- 5 Theoretical Approaches to Sensor Management -- 5.1 Overview of Sensor Management Theories -- 5.2 Scheduling Approaches Versus Decision-Making Approaches -- 5.3 Decision Theoretic Approaches -- 5.4 Normative Decision Theoretic Approaches
5.5 Descriptive Decision Theoretic Approaches -- 5.6 Sensor Management Architecture-Based Approaches -- 5.6.1 Decentralized Management -- 5.6.2 Game Theory-Based Approaches -- 5.6.3 Market Theory-Based Approaches -- 5.6.4 Hybrid Approaches -- References -- 6 Artificial Intelligence for Sensor Management -- 6.1 Introduction -- 6.2 Resurgence of AI -- 6.3 Specific Mapping of AI Capabilities to IBSM Functions -- 6.4 Supervised Machine Learning -- 6.5 Unsupervised Machine Learning -- 6.6 Data Fusion -- 6.6.1 Implementing Data Fusion Within IBSM -- 6.7 Ontologies for Storage and Reasoning
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