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Record W4416876251 · doi:10.37665/smbjjvk54819

Qualification of a Lead-Free Card Assembly and Test Process for a Server Complexity PCBA

2007· article· W4416876251 on OpenAlex
Marie Cole, Jim Wilcox, Jim Bielick, Timothy Younger, David Braun

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueSMTA International · 2007
Typearticle
Language
FieldEngineering
TopicElectronic Packaging and Soldering Technologies
Canadian institutionsIBM (Canada)
Fundersnot available
KeywordsReworkOriginal equipment manufacturerDirectiveReliability (semiconductor)IBMProcess (computing)Product (mathematics)Quality (philosophy)New product development

Abstract

fetched live from OpenAlex

ABSTRACT Since 1999, many OEM firms and their contract manufacturing partners have been converting their product portfolios to comply with EU RoHS regulations. Significant investment has been made within the electronics industry for the development of new lead-free materials and assembly processes suitable for consumer electronics applications. As a result, the majority of the industry’s material, process, and reliability studies to date have focused on low-to-medium complexity products with only moderate field reliability requirements. Many firms competing in storage array and server markets continue to take advantage of the “lead in solder” exemption permitted by the EU RoHS directive for these product segments. This exemption allows for the continued use of Pb bearing solder alloys in the manufacture of server and storage array products. In addition, the RoHS directive also states that reviews will be conducted at least every four years to assess the continued technical justification for such exemptions. Consistent with this global drive for ever more aggressive environmental stewardship, IBM is therefore actively exploring lead free alternatives for servers and storage array products. This paper outlines the process used to qualify a lead-free entry level server complexity PCBA card. It highlights both the successes and technical challenges that remain to produce high reliability, high complexity, lead-free PCBA’s (printed circuit board assemblies). It describes the end-to-end lead-free process qualification approach used including a summary of materials compatibility, primary attachment and rework assembly processes, in-circuit and functional test performance, time zero quality assessments, thermal fatigue reliability performance, and mechanical fragility issues. This work serves as a foundation for further material, process and reliability studies that may ultimately enable a range of server products to confidently convert to lead-free card assembly. With the numerous technical and supply chain challenges that remain, continued industry development is required to ensure high quality and high reliability performance for complex PCBAs.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.437
Threshold uncertainty score0.940

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 science0.0010.000
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 head0.058
GPT teacher head0.327
Teacher spread0.269 · 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