Audio-Oscillator Frequency Drift in Student-Built Engineering Education Signal-Generator Benches: A Counter-Referenced Evaluation Linking Crystal Aging to Modulation-Stability Reliability Bounds
Student-built signal-generator benches used in engineering education often rely on low-cost crystal oscillators whose long-term frequency stability is rarely characterised, yet the modulation-stability reliability of such benches is bounded by that stability. The framework treats the oscillator as a two-port frequency source whose aging-induced fractional frequency offset propagates into modulation index error and, ultimately, into a reliability bound on modulation stability. A formal derivation yields closed-form expressions for the aging-induced modulation-index bias and the associated reliability bound as functions of crystal aging rate, operating time, and modulation parameters. The framework is then operationalised through a design-power analysis of a before-after-control-impact estimator, using a declared variance structure with between-cluster SD = 6.0, residual SD = 4.5, and intraclass correlation = 0.64. Power was estimated across 2000 design cells for cluster counts of 8, 16, 24, and 32 and effect sizes of 3, 5, and 8 percentage points. The analysis indicates that 54 clusters are required to detect a 5-percentage-point effect at 80% power. The contribution is a transferable reliability-bounding method that connects device-level aging physics to system-level modulation-stability specifications, enabling educators to specify crystal grades and recalibration intervals that keep modulation-stability reliability within declared bounds.
Authors
- Dr. Khalid Ait Ouali
- Hafsa Benjelloun El Idrissi
- Rachid Amrani Zerhouni
Institutions
- Mohammed V University (MA)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-10-19
- DOI
- https://doi.org/10.5281/zenodo.23463963
- Primary Topic
- Experimental Learning in Engineering
- Type
- article
- Field-Weighted Citation Impact
- 0.00