Giordano, Jonathan (2025) Development and Evaluation of OSSMM, an Open-Source Sleep Monitor and Modulator. PhD thesis, National University of Ireland, Maynooth.
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Abstract
This thesis investigated the abandonment of rapid eye movement (REM) sleep reduction
as a therapeutic intervention for depression and developed an open-source
solution to accessibility barriers in sleep research. A targeted review revealed that
all three controlled human studies of REM sleep reduction reported symptom improvement,
but contained significant methodological concerns. Even so, these limitation
do not justify abandonment of this research. The primary contribution is the
Open-Source Sleep Monitor and Modulator (OSSMM) system, with a component
cost under €40, which captures putative frontal electroencephalography (EEG), electrooculography
(EOG), photoplethysmography (PPG), plus movement data from an
inertial measurement unit (IMU). Notably, EEG and EOG signals are captured using
inexpensive conductive thermoplastic polyurethane (CTPU) electrodes sourced from
consumer heart-rate monitor chest straps. A technical evaluation over a 17-night,
single-participant dataset, with a silver-standard reference monitor demonstrated
that machine learning classifiers achieved a Macro F1 of 0.810 and a Cohen’s kappa
(κ) of 0.733, confirming the system captures physiologically relevant information
for reliable sleep stage discrimination. Complete hardware designs, software, and
assembly instructions are freely available, providing researchers worldwide with an
accessible platform for sleep monitoring and modulation studies, thereby supporting
renewed investigation of sleep interventions for depression.
| Item Type: | Thesis (PhD) |
|---|---|
| Additional Information: | This thesis has emanated from research conducted with the financial support of Taighde Éireann – Research Ireland under Grant numbers 18/CRT/6049. The opinions, findings, and conclusions or recommendations expressed in this material are those of the author and do not necessarily reflect the views of the Research Ireland. |
| Keywords: | Development; evaluation; OSSMM; Open Source; sleep monitor; modulator; |
| Academic Unit: | Faculty of Science & Engineering > Research Institutes > Hamilton Institute |
| Item ID: | 21942 |
| Depositing User: | IR eTheses |
| Date Deposited: | 05 Oct 2026 10:33 |
| Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
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