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Record W4403721574 · doi:10.1109/access.2024.3485911

Effect of Middle Membrane Dimensions on Dynamic Control Range in Dual Membrane Capacitive Micromachined Ultrasonic Transducers

2024· article· en· W4403721574 on OpenAlexafffund
B. Ye, Haleh Nazemi, Pavithra Munirathinam, D. A. Buchanan, Arezoo Emadi

Bibliographic record

VenueIEEE Access · 2024
Typearticle
Languageen
FieldEngineering
TopicPiezoelectric Actuators and Control
Canadian institutionsUniversity of ManitobaUniversity of Windsor
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsCapacitive micromachined ultrasonic transducersCapacitive sensingUltrasonic sensorMaterials scienceTransducerAcousticsDual (grammatical number)MembraneDynamic rangeElectronic engineeringElectrical engineeringEngineeringPhysicsChemistry

Abstract

fetched live from OpenAlex

Two sets of multiple moving membrane capacitive micromachined ultrasonic transducers (M3-CMUTs) are designed and fabricated for a range of middle membrane radii, from 35 – <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$49~\mu $ </tex-math></inline-formula>m and 34 – <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$44~\mu $ </tex-math></inline-formula>m. All other design parameters were kept identical within each set of experiments to enable a fair comparison. To study the dynamic control range of the designed M3-CMUTs, their performance was first evaluated through COMSOL simulation yielding results on the resonant frequency and corresponding cavity height. This was followed by fabrication of the same designs using multiuser microelectromechanical systems processes (MUMPs). The development of these prototypes enabled the comprehensive electrical characterization of the designs with responses that are demonstrated to be in full agreement with the simulation results. The middle membrane radii of the M3-CMUTs impact the collapse voltage of these devices in addition to affecting the measured resonant frequencies when tested devices within the same measurement conditions. A 20 kHz increase in resonant frequency shift was recorded when the middle membrane radius of these devices was increased from <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$7~\mu $ </tex-math></inline-formula>m to <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$10~\mu $ </tex-math></inline-formula>m while operating under a 20V top membrane bias and −3V to −5V middle membrane bias. These observations indicate that the middle membrane radius has influence on the dynamic control of effective cavity height in M3-CMUTs, which enables the expansion of the devices’ cavity heights beyond that of conventional capacitive micromachined transducers. This finding has potential in applications with a need for acoustic power where dynamic control of the cavity height could serve as a solution, such as in medical imaging.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.605
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.006
GPT teacher head0.239
Teacher spread0.233 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2024
Admission routes2
Has abstractyes

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