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Closed-Loop Feedback Control System for EXOhSPEC

EXOhSPEC closed-loop stability architecture

MSc Astrophysics Thesis and Selected Instrumentation Development
University of Hertfordshire · 2024

Author: Biswajit Jana
Supervisors: Prof Hugh R. A. Jones and Prof Bill Martin

Research question

EXOhSPEC is a high-resolution spectrograph development platform for precision radial-velocity work. This project investigated how temperature, pressure and humidity affect optical path length (OPL) and detector-plane motion, and whether feedback control can reduce spectral-image drift.

The experimental workflow combines environmental telemetry, IDS3010 interferometry, MaxIm DL centroid measurement, thermal control through a Meerstetter TEC controller, and bounded active-optics correction.

Feedback architecture

Hybrid feedback algorithm

The control hierarchy is TEC-primary: thermal correction is used for coarse and slow drift, while active optics is used only for small residual image motion. Cumulative AO travel is monitored so that the thermal loop can absorb an offset before the fine actuator reaches its range limit.

The code-derived model, including the rolling OLS predictor, OPL feed-forward term, PI fallback, AO matrix inversion and reference-management rule, is documented in methods/V6B_HYBRID_CONTROLLER.md.

Component studies

EXOhSPEC component characterisation map

The components/ reports explain how the interferometer, BME680, PT104 four-region thermal mapping, TEC, active optics, MaxIm DL and Python workflow were characterised before or alongside hybrid feedback development. Each report includes the relevant experiment, compact equations and a public-safe boundary that keeps operational build details private.

Selected results

Selected experimental results

Selected experiments measured OPL sensitivity to environmental change, millikelvin-level TEC stability during a 44.5 h run, active-optics centroid response, and a hybrid-control comparison in which dY RMS decreased from 2.72 px to 0.69 px. See results/README.md.

Control interpretation

A perfectly flat dX = dY = 0 trace is not the appropriate baseline expectation for a delayed, continuously disturbed spectrograph. The current engineering question is how much time the system can remain inside a defined sub-pixel band while rejecting temperature, pressure, humidity and HVAC disturbances without exhausting AO range.

Ideal and disturbed regulation comparison

The full report, including the Stage-2 performance comparison and a quantitative explanation of the remaining control limitations, is available in results/why_zero_pixel_regulation_not_yet_achieved.md.

Code

The public code exposes the method and its calibration inputs. Device ports, credentials, raw telemetry and laboratory configuration are not included.

Presentations

Scope

This public repository contains selected methods, figures, code and MSc presentation material. The full working archive, raw data, laboratory configuration, detailed controller variants and unsubmitted material are kept separately.

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MSc research on environmental sensing, optical-path-length monitoring, and closed-loop thermal / active-optics stabilisation for high-resolution radial-velocity spectrographs.

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