Demonstration of a Modular Prototype End-to-End Simulator for Aquatic Remote Sensing Applications

Sensors (Basel). 2023 Sep 12;23(18):7824. doi: 10.3390/s23187824.

Abstract

This study introduces a prototype end-to-end Simulator software tool for simulating two-dimensional satellite multispectral imagery for a variety of satellite instrument models in aquatic environments. Using case studies, the impact of variable sensor configurations on the performance of value-added products for challenging applications, such as coral reefs and cyanobacterial algal blooms, is assessed. This demonstrates how decisions regarding satellite sensor design, driven by cost constraints, directly influence the quality of value-added remote sensing products. Furthermore, the Simulator is used to identify situations where retrieval algorithms require further parameterization before application to unsimulated satellite data, where error sources cannot always be identified or isolated. The application of the Simulator can verify whether a given instrument design meets the performance requirements of end-users before build and launch, critically allowing for the justification of the cost and specifications for planned and future sensors. It is hoped that the Simulator will enable engineers and scientists to understand important design trade-offs in phase 0/A studies easily, quickly, reliably, and accurately in future Earth observation satellites and systems.

Keywords: CubeSat; SmallSat; bathymetry; coral reefs; cyanobacterial blooms; design; end-to-end simulator; optical sensors; optics; remote sensing; satellite.

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