-
- News
- Books
Featured Books
- smt007 Magazine
Latest Issues
Current IssueIntelligent 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.
Do You Have X-ray Vision?
Has X-ray’s time finally come in electronics manufacturing? Join us in this issue of SMT007 Magazine, where we answer this question and others to bring more efficiency to your bottom line.
IPC APEX EXPO 2025: A Preview
It’s that time again. If you’re going to Anaheim for IPC APEX EXPO 2025, we’ll see you there. In the meantime, consider this issue of SMT007 Magazine to be your golden ticket to planning the show.
- Articles
- Columns
Search Console
- Links
- Media kit
||| MENU - smt007 Magazine
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 Applauds Leadership of Reps. Moore and Krishnamoorthi on PCB Manufacturing Bill
05/28/2025 | IPCIPC, the global electronics association serving more than 1,400 U.S. companies and over 3,200 worldwide, strongly supports the bipartisan reintroduction of the Protecting Circuit Boards and Substrates (PCBS) Act in the 119th Congress.
AT&S Strengthens European Research at IPCEI Day
05/26/2025 | AT&SWith the IPCEI program, the European Union supports companies that make important contributions to the technological development of key industries on the old continent.
LSI ADL Technology Leverages IPC Membership for Growth, Training, and Industry Leadership
05/28/2025 | Michelle Te, IPC CommunityWhether attending the EMS Leadership Summit at IPC APEX EXPO, or subscribing to workforce training, LSI ADL Technology has noted several positive changes directly related to its IPC membership. “Collaboration, brainstorming, and sharing best practices have been the most important aspects of our partnership with IPC,” says Jonathan Verity, assistant general manager at LSI ADL Technology.
Tax Policy Update from IPC: The House Tax Bill, and What It Means for Electronics Manufacturers
05/20/2025 | IPCOn May 13, the House Ways and Means Committee advanced a major tax package that includes several provisions supported by IPC. These provisions—including restoring bonus depreciation, immediate R&D expensing, and strengthening the pass-through deduction—were identified by IPC members as key tools that would help them invest, grow, and compete more effectively.
Zero Touch Data Package: The Future of Seamless PCB Manufacturing
05/22/2025 | Dana Korf, Victory Giant TechnologyImagine a day when a design data file—not a traditional documentation package—is output directly from the eCAD system, transmitted to selected fabricators, and automatically loaded into their engineering/CAM systems, initiating tooling and production without any human intervention. This is zero touch data transfer in action. By eliminating manual processes, front-end personnel at fabrication facilities can be redeployed to strategic areas such as R&D and customer engagement.