High Frequency, High Accuracy Pointing onboard Nanosats using Neuromorphic Event Sensing and Piezoelectric Actuation

09/04/2023
by   Yasir Latif, et al.
0

As satellites become smaller, the ability to maintain stable pointing decreases as external forces acting on the satellite come into play. At the same time, reaction wheels used in the attitude determination and control system (ADCS) introduce high frequency jitter which can disrupt pointing stability. For space domain awareness (SDA) tasks that track objects tens of thousands of kilometres away, the pointing accuracy offered by current nanosats, typically in the range of 10 to 100 arcseconds, is not sufficient. In this work, we develop a novel payload that utilises a neuromorphic event sensor (for high frequency and highly accurate relative attitude estimation) paired in a closed loop with a piezoelectric stage (for active attitude corrections) to provide highly stable sensor-specific pointing. Event sensors are especially suited for space applications due to their desirable characteristics of low power consumption, asynchronous operation, and high dynamic range. We use the event sensor to first estimate a reference background star field from which instantaneous relative attitude is estimated at high frequency. The piezoelectric stage works in a closed control loop with the event sensor to perform attitude corrections based on the discrepancy between the current and desired attitude. Results in a controlled setting show that we can achieve a pointing accuracy in the range of 1-5 arcseconds using our novel payload at an operating frequency of up to 50Hz using a prototype built from commercial-off-the-shelf components. Further details can be found at https://ylatif.github.io/ultrafinestabilisation

READ FULL TEXT

page 3

page 9

research
04/28/2020

Event-based Robotic Grasping Detection with Neuromorphic Vision Sensor and Event-Stream Dataset

Robotic grasping plays an important role in the field of robotics. The c...
research
11/01/2022

Frequency Cam: Imaging Periodic Signals in Real-Time

Due to their high temporal resolution and large dynamic range event came...
research
02/11/2021

Higher-order generalized-α methods for parabolic problems

We propose a new class of high-order time-marching schemes with dissipat...
research
09/28/2020

Event-based Action Recognition Using Timestamp Image Encoding Network

Event camera is an asynchronous, high frequency vision sensor with low p...
research
06/14/2019

Higher-order generalized-α methods for hyperbolic problems

The generalized-α time-marching method provides second-order accuracy in...
research
08/22/2022

Scalable Hybrid Classification-Regression Solution for High-Frequency Nonintrusive Load Monitoring

Residential buildings with the ability to monitor and control their net-...
research
11/20/2019

Event-based Object Detection and Tracking for Space Situational Awareness

In this work, we present optical space imaging using an unconventional y...

Please sign up or login with your details

Forgot password? Click here to reset