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Compressive Sensing Imaging Spectrometer for UV-Vis Stellar Spectroscopy: Instrumental Concept and Performance
Vanni Nardino1, Donatella Guzzi1, Cinzia Lastri1
1IFAC-CNR, 50019 Sesto Fiorentino, Italy.
Compressive sensing (CS) enables compact optical instruments for space. This study introduces a novel CS imaging spectrometer for UV-Vis stellar spectroscopy, achieving high compression ratios with good data quality.
Area of Science:
- Optical Instrumentation
- Spectroscopy
- Space Science
Background:
- Compressive sensing (CS) offers a novel approach for optical instrumentation by merging signal acquisition and compression.
- CS leverages signal sparsity for compact data acquisition using fewer detector elements.
- Limited studies exist on CS applications in space, particularly for stellar spectroscopy.
Purpose of the Study:
- To present the concept, optical design, and performance of a CS imaging spectrometer for UV-Vis stellar spectroscopy.
- To evaluate the feasibility and effectiveness of CS for space-based spectral measurements.
- To analyze the advantages and disadvantages of CS compared to traditional systems in this context.
Main Methods:
- Development of an instrumental concept and optical design for a CS imaging spectrometer.
- Operation in the 300 nm-650 nm spectral range with varying spectral sampling.
- Data reconstruction and performance evaluation using CCSDS-recommended quality metrics.
Main Results:
- The CS imaging spectrometer demonstrated good performance in data reconstruction quality.
- The instrument achieved compression ratios of 20 or higher with minimal information loss.
- Spectral sampling ranged from 2.2 nm to 22 nm across the UV-Vis spectrum.
Conclusions:
- CS is a viable and disruptive approach for developing compact stellar spectroscopy instruments for space applications.
- The designed instrument offers high compression ratios suitable for space missions with data transmission constraints.
- The study highlights the potential of CS to advance space-based optical instrumentation.
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