MétaCan
Menu
Back to cohort
Record W4416876714 · doi:10.37665/smbnrry91770

Reliability of Mixed Solder Interconnects – Case Studies

2005· article· W4416876714 on OpenAlexaff
Adam R. Zbrzezny, Polina Snugovsky, Tanya Lindsay

Bibliographic record

VenueSMTA International · 2005
Typearticle
Language
FieldEngineering
TopicElectronic Packaging and Soldering Technologies
Canadian institutionsAlpha Cancer TechnologiesHain Celestial (Canada)
Fundersnot available
KeywordsSolderingBall grid arrayEutectic systemIntermetallicFillet (mechanics)Homogeneity (statistics)Solder pasteReflow soldering

Abstract

fetched live from OpenAlex

ABSTRACT The effects of different degrees of solder alloys mixing on the reliability of lead-free (LF) Sn-3.0Ag-0.5Cu (wt.%) (SAC 305) ball grid array (BGA) devices assembled with a Sn-Pb eutectic paste were investigated. The first case involved eight memory modules in a back-to-back configuration reflowed on standard graphic cards. In the second case, one LF BGA ASIC component per board was assembled on the graphics cards of different design. Depending on the reflow conditions, the solder interconnects displayed varied degrees of Sn-Pb and LF solders intermixing. It was established that in order to receive a homogeneous solder alloy, the reflow peak temperature had to be in the 218°C-222°C range. The reliability of solder interconnects of memory and ASIC modules was assessed by subjecting the cards to up to 1500 cycles of accelerated thermal-cycling with a profile from 0°C to 100°C. In the first case, the control Sn-Pb/Sn-Pb assemblies were more reliable than the mixed assemblies. Regardless of a degree of homogeneity of the BGA balls, the predominant failure mode of the mixed solder joints was interfacial cracking through a Pb-rich phase near the intermetallic layer. In contrast, only partial cracks propagating diagonally through the bulk solder were present on the control boards. In the second case, despite only partial mixing, no fatal cracks were observed in the solder joints. It was concluded that a combination of state of stress and segregation of the Pb-rich phase at the interface was responsible for the shortened thermal-mechanical fatigue life of the mixed solder interconnects.

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)0.003
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.024
GPT teacher head0.292
Teacher spread0.268 · 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 designQualitative
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
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueSMTA InternationalSame topicElectronic Packaging and Soldering TechnologiesFrench-language works237,207