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iNEMI End-of-Project Webinar: Investigation of AI Enhancement to AOI for PCBA
October 16, 2024 | iNEMIEstimated reading time: 1 minute
Automated optical inspection (AOI) systems are essential in electronic manufacturing for ensuring the quality of printed circuit board assemblies (PCBAs). Traditional AOI systems, however, face significant challenges due to high false call rates and defect escapes, particularly as electronic designs become more complex. The integration of artificial intelligence (AI) has emerged as a promising solution to enhance the capabilities of AOI systems.
Phase 1 of iNEMI’s AI Enhancement to AOI for PCBA Project evaluated and recommended AI technologies for AOI. The project team surveyed the current state of AI and AOI technologies in the industry, established common performance metrics, and prepared test vehicles for subsequent experiments.
The recently completed Phase 2 of the project involved rigorous experimentation using the metrics and test vehicles established in Phase 1 to evaluate and validate the performance of AI-enhanced AOI systems. End-of-project webinars are scheduled on November 12 and 13 to report Phase 2 results and lessons learned. Challenges and future work in adopting AI into AOI will also be discussed.
Registration
These webinars are open to the public; advance registration is required (see links below). Two sessions (with the same content) are scheduled. If you have any questions or need additional information, please contact Haley Fu (haley.fu@inemi.org).
Session 1
Tuesday, November 12, 2024
8:00-9:00 a.m. EST (US)
2:00-3:00 p.m. CET (Europe)
9:00-10:00 p.m. CST (China)
Register for this webinar
Session 2
Wednesday, November 13, 2024
9:00-10:00 a.m. CST (China)
8:00-9:00 p.m. EST (US) on November 12
Register for this webinar
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Sweeney Ng - CEE PCBSuggested Items
Punching Out: How Are the Big Boys in Electronics Doing?
05/12/2026 | Tom Kastner -- Column: Punching Out!Let’s see what the public companies are up to in the PCB and EMS industries. In North America, there are only a couple of publicly traded PCB companies: TTM Technologies and Firan Technology Group. On the EMS side, there are a few more: Flex, Jabil, Celestica, Sanmina,, Benchmark, Fabrinet, Kimball Electronics, Plexus Corp, Nortech Systems, and Key Tronic Corp. From an M&A standpoint, these public companies have been fairly quiet in the past five years. FTG completed two deals in 2022 (IMI and Holaday), Flex had three deals, Jabil had five deals, and Sanmina had one deal.
I-Connect007 Editor’s Choice: Five Must-Reads for the Week
05/08/2026 | Marcy LaRont, I-Connect007This week, I’ve selected some outstanding interviews that you’ll want to take note of. First, is a roundtable discussion featuring three dynamic industry cybersecurity experts. Please watch this important discussion that affects us all. Following that, I spotlight the IPC-2581 Consortium, which explains why IPC-2581 is the standard to replace Gerber data for manufacturing. Next, I am including my interview with PCBAA and AAM, who collaborated to release a short documentary on U.S. PCB manufacturing.
A Necessary Shift From Gerber to IPC-2581
05/07/2026 | Tracy Riggan, Global Electronics AssociationIPC-2581 is an open, vendor-neutral data exchange standard developed by the Global Electronics Association to streamline the exchange of PCB design information across fabrication, assembly, and test. It replaces multiple legacy formats—including industry standards, Gerber, and ODB++—with a single, comprehensive, XML-based dataset that captures all manufacturing details.
ViaSat-3 F3 Satellite Successfully Launches from Kennedy Space Center
05/04/2026 | BoeingBoeing mission controllers confirmed that the ViaSat-3 F3 (VS-3 F3) satellite is healthy in orbit following its successful launch aboard a SpaceX Falcon Heavy rocket at 10:13 a.m. ET from Kennedy Space Center (KSC) in Florida.
Microchip Expands Post-Quantum Root of Trust Controllers
04/29/2026 | MicrochipAs the industry embarks on the transition to post‑quantum cryptography (PQC), Microchip Technology is expanding its portfolio of Trust Shield, PQC‑ready devices with the TS1800 Platform Root of Trust controller and the TS50x secure boot controller.