Modeling an SMT Line to Improve Throughput
June 6, 2018 | Gregory Vance, Rockwell Automation Inc., and Todd Vick, Universal Instruments Corp.Estimated reading time: 5 minutes

One of the major challenges for an electronics assembly manufacturing engineer is determining how an SMT machine will impact throughput. Typically, an SMT equipment supplier will ask for a few (5-10) products to simulate the throughput capability of their machine. Unfortunately, if the engineer works in a high-mix, low-volume environment, he may need to know the impact of a new machine on 1,000 or more products. Currently, there are no simulation tools to effectively model this. This is confirmed in the 2015 IPC International Technology Roadmap for Electronics Interconnections, which states, "In order to better deal with the demands for increased interconnection density and respond to market demands for better return on capital investment in assembly equipment, there is a need within the manufacturing industry for continued improvement in tools and software for modeling and simulation. Needs in this area include better methods of load balancing and improved machine utilization. The tools for determining the balance on assembly lines will need to be flexible to handle the mix of assembly types that manufacturers now face."
Rockwell Automation partnered with Universal Instruments to develop a tool to model a large quantity of products and the impact of varying SMT line configurations. The information used for the modeling includes placements per panel and components placed per hour. With these tools, an electronics assembly plant can be analyzed to identify improvement opportunities and perform "what if" analysis to model impact of machine changes.
Goals for the SMT Line Model
1. Determine the right machine for the product mix.
2. Determine if products are running as fast as they should.
3. Determine if electronics assembly products are built on the optimal line configuration. This is crucial in plants with multiple line configurations.
Development of the SMT Machine Model
1. Discovery that machine cycle times were poor
After sample product simulations were run by Universal Instruments, it was discovered that observed cycle times were two to three times longer than simulated cycle times. This led to a focused effort to understand why. A kaizen event was held to map out the process and observe product builds. Several items that impacted the product cycle time were uncovered. These items were:
1. Component library placement speed slowed down.
2. Imbalance between placement beams/heads due to not having enough nozzles to pick and place the required component packages for the products.
3. Bypassed nozzles and spindles.
4. Large quantity of placements from a single component input.
5. Panel transfer rate into and out of the machine slowed down.
6. Poor optimization and component split between machines on an SMT line.
7. Operator variation in responding to the process.
The most significant item impacting cycle time was not having the necessary quantity of nozzles available for the mix of component packages for the products that the machine/line was building. To maximize flexibility to move products between lines, machines of the same type were equipped with a standard nozzle configuration. The nozzle configurations were changed only when a new component package was needed. To address this problem, a regular nozzle review was implemented to ensure the machines have sufficient nozzles available to optimize the machine programs.
Products were reviewed for the above issues. As items were addressed, the observed cycle times were reduced to align with the simulated cycle times.
2. Realization that cycle time does not represent SMT machine utilization
Cycle time represents how a product is running compared to a benchmark but does not reflect utilization of a machine based upon its throughput capability. For pick and place machines, throughput can be measured in components placed per hour (CPH).
Table 1. Sample of range of placements per panel to run IPC and manufacturer tests.
Manufacturers provide CPH specifications for SMT machines in two ways. The first method is what is often called "Maximum CPH", which represents the maximum speed the manufacturer was able to achieve and the second is based on "IPC 9850", which has CPH categorized by package type. The “placements per panel” required to run these tests are shown in Table 1.
The "IPC 9850" performance tests are useful to compare equipment models and manufacturers to each other, but they do not necessarily represent the products manufacturers are building. This complexity can be understood by comparing Table 1 to the sample product complexity of global product mix in Table 2.
Page 1 of 2
Suggested Items
IPC Strengthens Global Leadership Team with Addition of Joe Schneider as Vice President of U.S/Canada
04/25/2025 | IPCIPC, the global electronics association, announces the strategic appointment of Joe Schneider as vice president of U.S./Canada. This newly created executive position underscores the association’s commitment to championing the electronics industry's critical contributions to this region’s innovation and economic growth.
Real Time with... IPC APEX EXPO 2025: Empowering IPC North Asia—Leadership and Future Goals
04/24/2025 | Real Time with...IPC APEX EXPONolan Johnson catches up with Sydney Xiao, the IPC North Asia President, who leads a team covering China, Taiwan, Japan, and Korea. IPC's North Asia regions 800 members are focusing on standards, training, and advocacy to enhance quality and profitability. The adoption of IPC standards by Toyota in 2021 highlights this increased regional engagement. IPC prioritizes workforce development, with over 7,000 professionals in certification programs and school partnerships.
Recognizing the IPC Committee Volunteer Awards in 2025
04/24/2025 | Patty Goldman, I-Connect007In 2023, IPC created two new awards to honor standards development committee volunteers: The Hillman-Lambert Award for Volunteer of the Year and the Kessler-Goldman Award for Committee Leader of the Year. The awards were named after Hall of Fame members whose service to standards development is well-known and who have demonstrated the skills and principles that the awardees should also have.
IPC Rising Star Award: Young-Ho Hwang, Guru E&E
04/23/2025 | Nolan Johnson, I-Connect007Since 2022, IPC has made significant progress for its Korean members. Young-Ho Hwang has been instrumental in driving these developments. As a core advisory committee member and chair of the 610 RTG, he has played a key role in guiding IPC Korea’s strategic direction, championed the development and adoption of IPC standards across industries, and fostered strong collaborations with stakeholders.
Real Time with... IPC APEX EXPO 2025: IPC's Growth and Future in India's Manufacturing Sector
04/23/2025 | Real Time with...IPC APEX EXPOGaurab Majumdar, VP for IPC in SE Asia and India, highlights IPC's impressive growth in India, with certification numbers rising significantly. The Indian manufacturing sector is projected to reach a $300 billion market, alongside a $10 billion investment in semiconductors. IPC is addressing industry demands through standards development and a new workforce project aimed at training students for job placements.