Lightcurve Generation Using Neuromorphic Event-Based Sensors.

Jolley, A.; Rodriguez, J.; Schildknecht, T.; Marcireau, A.; Cohen, G. (2022). Lightcurve Generation Using Neuromorphic Event-Based Sensors. In: Proceedings of 73rd International Astronautical Congress. Paris, France. 18-22 September 2022.

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Frame-based optical sensors have been used for many years to produce light curves of space objects,from which information about those objects may be inferred. A relatively new type of optical sensor, known as a neuromorphic, or event-based, sensor is gaining attention as a promising tool for space object detection and characterisation. Comprising an array of pixels that function entirely independently and asynchronously, event-based sensors operate with microsecond temporal resolution, high dynamic range, and often with far lower data rates than frame-based sensors. An event-based pixel only outputs data when there is a change of brightness incident on that pixel that exceeds adjustable thresholds. We used a Prophesee Gen 4 EM event-based sensor that outputs not only the time of each detected change in brightness, but also a time-encoded value proportional to the brightness at the pixel after the change, to produce light curves of five satellites.The temporal resolution of the light curves that we produced varied from object to object, but in all cases there were many data points per second. Furthermore, since the event-based sensor operates without a shutter or set exposure interval, sudden or short duration brightness changes that would otherwise be missed during frame readout or smoothed by the effect of an exposure interval are captured. The results demonstrate that event-based sensors have considerable potential as space situational awareness tools.

Item Type:

Conference or Workshop Item (Paper)

Division/Institute:

08 Faculty of Science > Institute of Astronomy

UniBE Contributor:

Rodriguez Villamizar, Julian Camilo, Schildknecht, Thomas

Subjects:

500 Science > 520 Astronomy

Language:

English

Submitter:

Alessandro Vananti

Date Deposited:

27 Jan 2023 10:13

Last Modified:

27 Jan 2023 23:27

Additional Information:

IAC-22-A6.1.3

BORIS DOI:

10.48350/177449

URI:

https://boris.unibe.ch/id/eprint/177449

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