State of the Industry - Introduction to Harsh Environments (Coatings/ Potting)
Bibliographic record
Abstract
ABSTRACT Technical Presentation: With the current exponential growth in the Electronification of technology into harsh environments (such as the Electric Vehicle and Green Energy) there are various materials and processes that can be utilized. This presentation will briefly highlight these materials (different classifications) as well as their advantages as well as their challenges. Bio Summary: Jason Keeping is the Global Process Subject Matter Expert for Ruggedized Electronics within the Global Technology and Operations team at Celestica. He holds a B.A.Sc in Electrical Engineering from the University of Ryerson, is a Six Sigma/Lean Professional and a licensed professional engineer. Jason has focused his career on assessing the manufacturability and capabilities of conformal coating, potting, underfill chemistries & their interactions, dispensing technologies/processes and on assembly-level cleaning for the past fifteen years. Jason is the recipient of several awards, including the 2016 SMTA Excellence in International Leadership Award, the Shingo prize for Celestica's site in Monterrey, Mexico in 2007, and has contributed to Celestica's Frost & Sullivan awards in 2005, 2009, 2012 & 2013. Jason is the co-chair of the IPC-HDBK-830 handbook; author for conformal coating chapter of the Printed Circuits Handbook and was featured in the cover of Circuits Assembly in May 2008 and is currently the chair of the 5-30 Cleaning and Coating Committee within IPC. About the presenter: Jason Keeping P. Eng. Staff Engineer, Manufacturing Process (Ruggedized Electronics Sector) Global Technology and Operations Celestica Inc., Toronto, Canada Most recently, Jason presented with Dave Hillman of Collins Aerospace; an industry wide baseline study, on conformal coating, supporting a J-STD-001 initiative with data and support of industry leading organizations. Jason has worked alongside Steph Mescheter of BAE Systems as a principle investigator on two of Celestica's joint U.S. DoD Strategic Environmental Research and Development Project (SERDP) examining corrosion induced whisker growth Files Available to Download: Recorded Presentation (On-Demand) Slides (PDF)
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 distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".