Abstract

Abstract. The utility of the horizon for airborne sense-and-avoid (ABSAA) applications is explored in this work. The horizon is a feature boundary across which an airborne scene can be separated into surface and sky and serves as a salient, heading-independent feature that may be mapped into an electro-optical sensor. The virtual horizon as established in this paper represents the horizon that would be seen assuming a featureless earth model and infinite visibility and is distinct from the apparent horizon in an imaging sensor or the pilot’s eye. For level flight, non-maneuvering collision course trajectories, it is expected that targets of interest will appear in close proximity to this virtual horizon. This paper presents a model for establishing the virtual horizon and its projection into a camera reference plane as part of the sensing element in an ABSAA system. Evaluation of the model was performed on a benchmark dataset of airborne collision geometries flown at the National Research Council (NRC) using the Cerberus camera array. The model was compared against ground truth flight test data collected using high accuracy inertial navigation systems aboard aircraft on several ’near-miss’ intercepts. The paper establishes the concept of ’virtual horizon proximity’ (VHP), the minimum distance from a detected target and the virtual horizon, and investigates the utility of using this metric as a means of rejecting false positive detections, and increasing range at first detection through the use of a region of interest (ROI) mask centred on the virtual horizon. The use of this horizon-centred ROI was shown to increase the range at first detection by an average factor of two, and was shown to reduce false positives for six popular feature detector algorithms applied across the suite of flight test imagery.

Highlights

  • The global market for small unmanned aircraft systems (UAS) is expected to grow significantly over the decade [Mendelson, 2014]

  • Presented here is the rationale that the horizon is an important feature for airborne sense-and-avoid (ABSAA) applications

  • A model for the virtual horizon line was presented as a projection of the INS horizon into image coordinates

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Summary

Introduction

The global market for small unmanned aircraft systems (UAS) is expected to grow significantly over the decade [Mendelson, 2014]. It is more difficult to gain approval of flight operations beyond the visual line of sight (BVLOS), owing to the regulatory requirement to see and avoid conflicting air traffic. This requirement either restricts BVLOS operations to segregated, or unpopular airspace (e.g. low level over the ocean, or arctic), or necessitates the use of a sense and avoid (SAA) system with an equivalent level of safety to the manned aircraft see and avoid principle. The authors in [Fasano et al, 2008, Fasano et al, 2014] conducted airborne collision trials with fused sensor methodologies (EO/IR, EO/Radar) and tested target detection and tracking algorithms in real-time with encouraging results. The authors in [Forlenza et al, 2012] described an air-to-ground target detection approach implemented

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