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Recurrent Neural Network-Based Stencil Cleaning Cycle Predictive Modeling

Technical Library | 2023-06-12 18:33:29.0

This paper presents a real-time predictive approach to improve solder paste stencil printing cycle decision making process in surface mount assembly lines. Stencil cleaning is a critical process that influences the quality and efficiency of printing circuit board. Stencil cleaning operation depends on various process variables, such as printing speed, printing pressure, and aperture shape. The objective of this research is to help efficiently decide stencil printing cleaning cycle by applying data-driven predictive methods. To predict the printed circuit board quality level, a recurrent neural network (RNN) is applied to obtain the printing performance for the different cleaning aging. In the prediction model, not only the previous printing performance statuses are included, but also the printing settings are used to enhance the RNN learning. The model is tested using data collected from an actual solder paste stencil printing line. Based on the predicted printing performance level, the model can help automatically identify the possible cleaning cycle in practice. The results indicate that the proposed model architecture can predictively provide accurate solder paste printing process information to decision makers and increase the quality of the stencil printing process.

Binghamton University

Are You Considering Irregular Loading Cycles in Solder Interconnect Life Estimations?

Events Calendar | Tue Apr 07 00:00:00 EDT 2020 - Tue Apr 07 00:00:00 EDT 2020 | ,

Are You Considering Irregular Loading Cycles in Solder Interconnect Life Estimations?

CALCE Center for Advanced Life Cycle Engineering

Sherlock - Automated Design Analysis software

Sherlock - Automated Design Analysis software

New Equipment | Software

Wouldn't it be nice to see into the future? With Sherlock by DfR Solutions, you can. Sherlock is a new Automated Design Analysis Tool that allows you to predict product failure earlier in the design process, allowing you to design reliability right

DfR Solutions (acquired by ANSYS Inc)

Building Differentiated Products Through Shorter, More Predictable Design Cycles.

Technical Library | 2010-02-25 17:30:32.0

This paper will focus on two challenges: building differentiated products, which can enable systems companies to quickly penetrate a market, take a leadership position, and effectively counter or displace any competition; and build them faster. Clear differentiation also allows a superior value proposition, which will enable a stronger position on pricing with less need to circum to eroding ASPs. Differentiation can involve many factors, but this paper will focus on those related to the technology impact/usage that directly enables the design of products with shorter, more predictable design cycles compared to the competition.

Cadence Design Systems, Inc.

Applied RF Engineering I - Circuits and Transmission Lines Online

Training Courses | ONLINE | | PCB Design Courses

The PCB design courses teach students the process, techniques and tools needed to design layout of printed circuit boards.

Besser Associates, Inc.

Synopsys, Inc.

Industry Directory | Consultant / Service Provider

As a leader in electronic design automation (EDA) and semiconductor intellectual property (IP), Synopsys delivers products and services that accelerate innovation in the global electronics market.

yasir electronic

Industry Directory | Association / Non-Profit / Consultant / Service Provider

Home appliances are considered as household machines that help in performing household work like cleaning, cooking, mixing, and food storage.


predictive searches for Companies, Equipment, Machines, Suppliers & Information

2024 Eptac IPC Certification Training Schedule

Software for SMT placement & AOI - Free Download.
Circuit Board, PCB Assembly & electronics manufacturing service provider

Best Reflow Oven
Circuit Board, PCB Assembly & electronics manufacturing service provider

World's Best Reflow Oven Customizable for Unique Applications