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Record W4414310401 · doi:10.1109/lemcpa.2025.3611110

An Inductive Method for ESD Current Capture on the ESD Generator Tip Using Two-Step Analog Integration

2025· article· en· W4414310401 on OpenAlexaff
Musab Hameed, Samuel J. Carver, Jianchi Zhou, David Pommerenke

Bibliographic record

VenueIEEE Letters on Electromagnetic Compatibility Practice and Applications · 2025
Typearticle
Languageen
FieldEngineering
TopicElectrostatic Discharge in Electronics
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsElectrostatic dischargeWaveformGenerator (circuit theory)Current (fluid)Measure (data warehouse)Signal generatorArbitrary waveform generator

Abstract

fetched live from OpenAlex

The paper presents a lightweight current capture device for electrostatic discharge (ESD) testing. The device contains a magnetic field sensor, which is mounted on the tip of the ESD generator. A two-step analog integration is performed to correct the frequency response of the sensor from 1 MHz to 800 MHz, thus ensuring the reliable capture of ESD current. The ESD current waveform is different for different test scenarios. The proposed device can measure the waveform for each discharge scenario. The measured results in the frequency and time domains are presented in the paper.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.018
GPT teacher head0.336
Teacher spread0.317 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2025
Admission routes1
Has abstractyes

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Same venueIEEE Letters on Electromagnetic Compatibility Practice and ApplicationsSame topicElectrostatic Discharge in ElectronicsFrench-language works237,207