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Record W4416877734 · doi:10.37665/smnxhbd90252

Reliability Testing of PWB Plated Through Holes Using Interconnect Stress Testing Thermal Cycling before and after PB-Free Reflow Preconditioning

2013· article· W4416877734 on OpenAlexaff
Bill Birch

Bibliographic record

VenueSMTA International · 2013
Typearticle
Language
FieldEngineering
TopicElectronic Packaging and Soldering Technologies
Canadian institutionsIntertek (Canada)
Fundersnot available
KeywordsTemperature cyclingReliability (semiconductor)Printed circuit boardInterconnectionStress (linguistics)Materials testingTest methodMaterial properties

Abstract

fetched live from OpenAlex

ABSTRACT The High Density Packaging Users Group Consortium completed their 3 rd phase investigation into plated through hole reliability of printed wiring board test vehicles constructed with 24 different Pb-free capable printed wiring board materials. The study contained a total of 24 different constructions built by a single high-end Asia based PWB manufacturer. The materials were tested using Interconnect Stress Testing (IST) methodology. The test vehicle combined both via reliability and materials analysis testing capabilities, using two specially designed IST coupons with via to via spacing of both 0.040” (1mm) and 0.032” (0.8mm), All products were constructed with 20 layers, laminated to an average thickness of 0.115” (2.92mm), and drilled with 0.010” (0.254mm) vias, producing an aspect ratio of 11.5 to 1. Twelve materials were investigated with two different glass styles and resin contents. The materials were IST tested on the two coupon types, both as built and after 6X Pb-free (260°C) reflow. Materials in the test included four high Tg, filled FR4 materials, twelve high Tg halogen-free FR4 materials, and eight high speed materials. In addition, some materials were submitted into testing with the prior knowledge that material damage was present following the 6 cycles of assembly. Failure analysis was completed after IST thermal cycling testing and compared to the materials relative performance.

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)0.000
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0010.000

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 head0.023
GPT teacher head0.252
Teacher spread0.228 · 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 designObservational
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
Published2013
Admission routes1
Has abstractyes

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