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Intro
Preface
Acknowledgments
Contents
Abbreviations
1 Introduction
1.1 The Rise of Aerial Swarms
1.2 Sensors for Relative Observation in an Aerial Swarm
1.2.1 Collaborative Navigation Based on Radio Measurements
1.2.2 Collaborative Navigation Based on Visual Measurements
1.3 Development of Collaborative Resilient Navigation
1.3.1 Collaborative Navigation Research Focusing on the Suppression of INS Error Dispersion
1.3.2 Collaborative Navigation Research Focusing on Improving Positioning Accuracy in GNSS-Challenged Environments

1.3.3 Collaborative Navigation Research Focusing on Improving the Collaborative Configuration of a Swarm
1.4 Fault-Tolerant Navigation Technology with Collaboration
1.4.1 Collaborative Fault-Tolerant Navigation Research Involving Integrity Protection Level Assessment and Improvement
1.4.2 Collaborative Fault-Tolerant Navigation Research Involving Navigation Fault Detection and Identification Algorithms
1.5 Motivations
1.6 Organization of Content
References
2 Collaborative Resilient Navigation Frameworks
2.1 Introduction

2.2 Leader-Follower Collaborative Navigation Structure
2.3 Parallel Collaborative Navigation Structure
2.4 Hierarchical Collaborative Navigation Structure
2.5 Collaborative Localization-Based Fusion Framework for Resilient Navigation
2.6 Collaborative Observation-Based Fusion Framework for Resilient Navigation
2.7 Conclusions
References
3 Modelling for Resilient Navigation via Collaboration
3.1 Introduction
3.2 Coordinate Frames Used in Resilient Navigation via Collaboration
3.3 Ranging-Based Collaborative Observation Modelling

3.3.1 Relative-Ranging-Based Observation Geometry
3.3.2 Relative-Ranging-Based Observation Model
3.3.3 Relative-Ranging-Based Error Model
3.4 Range-Difference-Based Collaborative Observation Modelling
3.4.1 Relative-Range-Difference-Based Observation Geometry
3.4.2 Relative-Range-Difference-Based Observation Model I
3.4.3 Relative-Range-Difference-Based Observation Model II
3.4.4 Relative-Range-Difference-Based Error Model
3.5 Bearing-Only Collaborative Observation Modelling
3.5.1 Relative-Bearing-Only Observation Geometry

3.5.2 Relative-Bearing-Only Observation Model
3.5.3 Relative Bearing Error Model
3.6 Vector-of-Sight-Based Collaborative Observation Modelling
3.6.1 Relative-VOS-Based Observation Geometry
3.6.2 Relative VOS Observation Model in Spherical Coordinates
3.6.3 Relative VOS Error Model in Spherical Coordinates
3.6.4 Relative VOS Observation Model in Cartesian Coordinates
3.6.5 Relative VOS Error Model in Cartesian Coordinates
3.7 Conclusions
References
4 Collaborative Localization-Based Resilient Navigation Fusion
4.1 Introduction

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