Regularized inversion and uncertainty budget
Research context
research method · conditional · As of 2026-10-10
A normalized frequency-domain Tikhonov inverse G=H*/(|H|²+λ²|L|²) suppresses ill-conditioned frequencies instead of dividing by an arbitrarily small H.
Key knowledge
A normalized frequency-domain Tikhonov inverse G=H*/(|H|²+λ²|L|²) suppresses ill-conditioned frequencies instead of dividing by an arbitrarily small H. The estimate depends on penalty and prior assumptions. Include calibration-parameter, noise, timing, interpolation and regularization-error contributions; filtering cannot recover absent bandwidth without additional information.
Values and equations
G(ω)=H*(ω)/(|H(ω)|²+λ²|L(ω)|²)
- G,H
- Normalized inverse and forward frequency responses
- λ,L
- Penalty parameter and response in compatible normalization
- ω
- Angular frequency s⁻¹
Conditions and scope
- Signals and transfer function normalized so denominator terms have compatible units; H* denotes conjugation, L the penalty response.
- Choose λ and bandwidth using declared criteria and sensitivity checks. A smoother trace may hide bias; uncertainty requires a bound or model for excluded signal content.
Sources · 2
References
Sources retain their recorded scope. A source link alone does not establish verification of every statement.
Evidence and review
Inspected §§1.2–1.3 and 3–4: LTI identification, Wiener/Tikhonov filters, regularization-error budget and correlated signals; source check dated 2026-10-10. Scope is limited to the cited statements, equations and assumptions, not the whole publication. Inspected official author abstract: spectral-prior bound, regularization uncertainty and hydrophones up to 7.5 MHz; full article not rechecked; source check dated 2026-10-10. Scope is limited to the cited statements, equations and assumptions, not the whole publication.
2026-10-10 · Author source inspection of the displayed claim, model assumptions and equations; independent exact-content and branch-inventory review is a separate gate. Contemporary status is a dated snapshot, not a promise of ongoing monitoring.
Entry details
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- research-measurement-deconvolution-regularization
- Revision
- research.1
- Structured reference record
- Postgraduate & research reference