-
- News
- Books
Featured Books
- smt007 Magazine
Latest Issues
Current IssueWhat's Your Sweet Spot?
Are you in a niche that’s growing or shrinking? Is it time to reassess and refocus? We spotlight companies thriving by redefining or reinforcing their niche. What are their insights?
Moving Forward With Confidence
In this issue, we focus on sales and quoting, workforce training, new IPC leadership in the U.S. and Canada, the effects of tariffs, CFX standards, and much more—all designed to provide perspective as you move through the cloud bank of today's shifting economic market.
Intelligent Test and Inspection
Are you ready to explore the cutting-edge advancements shaping the electronics manufacturing industry? The May 2025 issue of SMT007 Magazine is packed with insights, innovations, and expert perspectives that you won’t want to miss.
- Articles
- Columns
- Links
- Media kit
||| MENU - smt007 Magazine
Collaborating to Develop AI-powered Smart Assembly Processes
October 25, 2023 | Brent Fischthal, Koh Young AmericaEstimated reading time: 1 minute

In electronics manufacturing, automated production has undeniably revolutionized the industry, enabling the creation of high-quality products at an unprecedented scale. However, it comes with its own set of challenges, particularly the potential for specific failures that need human intervention. The rapid advancements in technology, such as the Industrial Internet of Things (IIoT), big data analysis, cloud computing, and artificial intelligence (AI), have ushered in the era of Industry 4.0 and promise more intelligent manufacturing processes.
Smart manufacturing, a pivotal part of this transformation, relies on real-time decision-making based on operational and inspectional data, seamlessly integrating the entire manufacturing process into a unified framework. This digital transformation of cyber-physical systems enables proactive responses to uncertain situations while ensuring heightened efficiency.
In the context of printed circuit board assembly (PCBA) with surface mount technology (SMT) lines, IIoT technology accelerates data collection on equipment status and production quality. Data-driven solutions powered by AI and machine learning algorithms can diagnose abnormal defects, as well as adjust machine parameters on the fly in response to unexpected changes during production. Collaborating with various SMT industry partners, researchers at the State University of New York at Binghamton (Binghamton University) have developed a groundbreaking framework based on AI-based closed-loop feedback control and parameter optimization. This innovation promises to implement a smart manufacturing solution in the PCB assembly, with a focus on improving yield and throughput. This AI-based framework holds the potential to pave the way for data-driven process control in SMA.
Binghamton University Collaboration
Since 2016, Koh Young Technology and the Smart Electronics Manufacturing Laboratory (SEMLab) at Binghamton University’s Integrated Electronics Engineering Center (IEEC) have been collaborating on several key research initiatives to improve the assembly process in electronics manufacturing using AI integration. The aim of the SEMLab is to develop smart electronics manufacturing solutions using data science and AI principles to manufacture sophisticated printed circuit board assemblies with a focus on advanced robotics to revolutionize the electronics manufacturing process with improved yield and productivity. With automatic optimization, real-time intelligence techniques, and the implementation of advanced analytical approaches to the data collected from the equipment, the smart systems can deliver fewer defects, higher productivity, and increased reliability with cost-efficient results.
Continue reading the rest of this article in the October 2023 issue of SMT007 Magazine.
Suggested Items
Hon Hai Education Foundation Continues to Promote Quantum Education
07/04/2025 | FoxconnHon Hai Education Foundation has long been committed to promoting forward-looking technology education in Taiwan's high schools, and held the "High School Quantum Teacher Training Camp" in Tainan City on July 1.
Incap UK Achieves JOSCAR Zero Accreditation
07/04/2025 | IncapIncap Electronics UK has been accredited under JOSCAR Zero, a new sustainability-focused extension of the defence and aerospace sector’s supplier assurance system.
Kitron Secures Contract for Components Supporting Unmanned Aerial Systems
07/04/2025 | KitronKitron has received a contract with an estimated value between EUR 4 and 8 million for the production and supply of advanced electronic components used in unmanned aerial systems (UAS).
NOTE Receives Order Worth 132 MSEK and Expands Collaboration with Customer within Security & Defense
07/04/2025 | NOTENOTE has received an order worth SEK 132 million from one of its existing customers operating within Security & Defense. NOTE thereby strengthens its long-term collaboration with the industry-leading customer.
Delta SEA Partner Event 2025 Unites Regional Partners to Embrace a “Future Ready” Vision
07/03/2025 | Delta ElectronicsDelta Electronics (Thailand) Public Company Limited, successfully hosted its Delta SEA Partner Event 2025: Future Ready at Delta Chungli Plant 5, Taiwan on June 10 – 11 , 2025.