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Record W3196762558

Modeling and application of non-uniform engineering structures coupled with FGM and piezoelectric materials in stability enhancement and energy harvesting

2019· dissertation· en· W3196762558 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueMspace (University of Manitoba) · 2019
Typedissertation
Languageen
FieldEngineering
TopicStructural Analysis and Optimization
Canadian institutionsnot available
FundersNatural Sciences and Engineering Research Council of CanadaResearch Manitoba
KeywordsPiezoelectricityEnergy harvestingMaterials scienceStability (learning theory)Mechanical engineeringEnergy (signal processing)EngineeringEngineering physicsAcousticsElectronic engineeringComputer scienceComposite materialPhysics
DOInot available

Abstract

fetched live from OpenAlex

Dynamic analysis of non-uniform beams with tapered geometry and functionally graded material properties to achieve a better design for stability enhancement and energy harvesting applications is the main interest and focus of this thesis. A powerful and reliable theoretical model to derive the vibration response of nonlinearly tapered beams with axially functionally graded material properties within the framework of classical Euler–Bernoulli beam theory is developed and presented. The effect of geometry and material properties variation for different nonlinear profiles is comprehensively studied. It is demonstrated that piezoelectric layers and their coupling effect in addition to the non-uniform geometry, significantly enhance the stability of the smart non-uniform beam. The effects of compressive follower force, geometry taper ratio, boundary condition, and external piezoelectric voltage on flutter and buckling capacities of the non-uniform beam are examined. In addition, the model is also employed to present an analytical approach for the development of a non-uniform piezoelectric energy harvester. It is applied to surface bonded piezoelectric beams with non-uniform geometry and material variation profiles to derive the dynamic response of the structure to external environmental excitations and efficiently harvest the subsequent mechanical vibration energy. It is proved that the non-uniform configuration improves the electromechanical outputs. Additionally, an array of non-uniform harvesters is deployed to design a wideband piezoelectric energy harvesting system. It is shown that with the proposed formation, the system can optimally function over a wide frequency domain. Lastly, two new energy harvester configurations by using piezoelectric stacks are analytically developed. By benefiting from in-plane piezoelectric polarization, electrical outputs compared to a conventional harvester are considerably improved. At the end, an initial optimization model by using simulation-based optimization technique and machine learning algorithms is presented.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.110
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.004
GPT teacher head0.161
Teacher spread0.157 · 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