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Mathematical modeling of solder paste stenciling for process control: a DoE for characterizing solder paste stencil printing and measuring paste bricks by 3-D AOI is described.


It has been generally recognized that a significant proportion of SMT (1) (Surface Mount Technology) See surface mount.

(2) (Station ManagemenT) An FDDI network management protocol that provides direct management. Only one node requires the software.

SMT - Station Management
 defects can be attributed to the solder paste Solder paste (or solder cream) is a mix of small solder particles and flux. It is used extensively in the automated soldering processes wave soldering and reflow soldering.  stenciling process. Improved printing equipment makes it possible to exercise more control over various stencil stencil, cutout device of oiled or shellacked tough and resistant paper, thin metal, or other material used in applying paint, dye, or ink to reproduce its design or lettering upon a surface.  print parameters. Understanding and quantifying stencil print cause-and-effect relationships requires experiments. New developments in machine vision have led to fielding 3-D automatic optical inspection equipment that can measure critical parameters of stenciled solder paste bricks as a response output in designed experiments, and later, as part of inline process monitoring and control.

The intent of the designed experiment was to characterize the stencil print process and develop a mathematical model
Note: The term model has a different meaning in model theory, a branch of mathematical logic. An artifact which is used to illustrate a mathematical idea is also called a mathematical model and this usage is the reverse of the sense explained below.
. The company had recently standardized standardized

pertaining to data that have been submitted to standardization procedures.


standardized morbidity rate
see morbidity rate.

standardized mortality rate
see mortality rate.
 at this location on the Speedline MPM MPM Multi-Processing Module (Apache)
MPM Manufacturing Process Management
MPM Milwaukee Public Museum
MPM MMW (Millimeter Wave) Power Module
MPM Master of Project Management (degree) 
 Accela, and was adopting inline 3-D AOI AOI Area Of Interest
AOI Automated Optical Inspection
AOI Art of Illusion (3D modeling software)
AOI Associated Oregon Industries
AOI Angle Of Incidence
AOI Age of Innocence (David Hamilton book, also a band) 
 of solder paste. Having an accurate model of the stencil process and realtime SPC 1. (business) SPC - Statistical Process Control. Something to do with quality management.

2. (body) SPC - Software Productivity Centre.
3. (company) SPC - Software Publishing Corporation.
4.
 would be of great benefit to all manufacturing lines. The goal was to finetune printing to obtain the best and most consistent solder paste deposits from a given stencil design.

An ideal function diagram of the paste printing process was generated to sort out the various inputs, outputs, controls, and noise effects (Figure 1). The Taguchi DoE approach was chosen and controls selected. Because this effort was to understand and optimize optimize - optimisation  an existing process, a three-level experiment was set up on an L9 array with a sample size of three boards per setup See BIOS setup and install program. . The existing process was Level 2, with each control reaching up a step to Level 3 and down a step to Level 1. The controls manipulated in this experiment were:

* Squeegee speed.

* Squeegee pressure.

* Separation speed.

Constants in the experiment were identical to production processing:

[FIGURE 1 OMITTED]

* Stencil printer.

* Stainless squeegee blades.

* Single stroke printing.

* Kester R560 water-washable solder paste. (Rheology differences between pastes would require establishing a new model.)

The same three bare PWBs were used in each setup, and all nine experimental runs were conducted in a single afternoon. This minimized noise effects from PWB (Printed Wiring Board) An alternate term for printed circuit board. See printed circuit board.  variability and noise that might come from paste aging.

A test vehicle was selected from the current mix of active assemblies, one that employed a good cross-section of component parts and stencil apertures common to many other assemblies currently in production. The standard production stencil fabricated fab·ri·cate  
tr.v. fab·ri·cat·ed, fab·ri·cat·ing, fab·ri·cates
1. To make; create.

2. To construct by combining or assembling diverse, typically standardized parts:
 by an AVL (Automatic Vehicle Location) See mobile positioning.  source was employed for the DoE, and print processing the DoE PWBs was done the same way as production boards.

3-D AOI was conducted on a Koh Young Technology model KY-3030 VAXL, installed inline and immediately downstream From the provider to the customer. Downloading files and Web pages from the Internet is the downstream side. The upstream is from the customer to the provider (requesting a Web page, sending e-mail, etc.).  of the stencil printer. Programs for this machine are generated from stencil CAD CAD: see computer-aided design.


(Computer-Aided Design) Using computers to design products. CAD systems are high-speed workstations or desktop computers with CAD software.
 files. In operation, this machine locates fiducials, then scans all solder paste bricks to measure their sizes and locations. These values are compared against a database of design values with a user-defined tolerance window. The system flags any solder paste bricks that violate specification, and those that are marginal.

[FIGURE 2 OMITTED]

[FIGURE 3 OMITTED]

AOI measures and records:

* Volume (% of designed value and actual cubic [micro]m).

* Area (% of designed value).

* X and Y offset (mm).

* Brick height ([micro]m).

All readings are stored in database tables in a multi-table structure. With the above parameters recorded for each solder paste brick, and some boards having upwards of 20,000 lands, this database can grow to large proportions. Part of this experiment was to determine which of these parameters were most useful for SPC tracking and which ones need not be recorded.

[FIGURE 4 OMITTED]

The experiment was conducted in a single session. Fresh solder paste was drawn from MRO MRO

In currencies, this is the abbreviation for the Mauritanian Ouguiya.

Notes:
The currency market, also known as the Foreign Exchange market, is the largest financial market in the world, with a daily average volume of over US $1 trillion.
 stores for this experiment, the printer controls set up for each run from the L9 array, and three PWBs printed as if they were production boards. Boards were pulled off the line after passing through AOI, solder paste wiped from the surface, and the boards processed through water wash. While boards were being washed, the printer controls were set to the levels indicated for the next run in the L9 array. We progressed through all nine setups in the array, and the AOI machine automatically logged data under serial numbers: "DOE_1A," "DOE_1B," "DOE_1C" through "DOE_9C."

Findings and Analysis

Area measurements from AOI trended the same as volume (Figure 2). Because volume measurements were more useful, area was not studied any further.

Next, x-y offset was examined. This parameter (1) Any value passed to a program by the user or by another program in order to customize the program for a particular purpose. A parameter may be anything; for example, a file name, a coordinate, a range of values, a money amount or a code of some kind.  is largely governed gov·ern  
v. gov·erned, gov·ern·ing, gov·erns

v.tr.
1. To make and administer the public policy and affairs of; exercise sovereign authority in.

2.
 by fiducials and the printer's ability to line up the PWB and stencil. No patterns were noted in this data, and x-y offset did not appear to be affected by the control settings (Figure 3). Variability never exceeded 0.2 mm; signal-to-noise measurements showed that changing control levels never exceeded 0.4 dB. A value that low is more background noise than anything else. As a general rule of thumb, a 2 dB effect is sufficient to be significant and easily measured, and a 6 dB effect is sufficient to reduce standard deviation In statistics, the average amount a number varies from the average number in a series of numbers.

(statistics) standard deviation - (SD) A measure of the range of values in a set of numbers.
 by one-half.

Studying printed volume for all package types revealed that control levels had little effect on the printed volume for most apertures (Figure 4). Effects of squeegee speed, squeegee pressure and separation speed were generally very small: 3% or less of the brick volumes (Figures 5 and 6). This indicated that with the present process and equipment, stencil design was the major driver of paste volume.

[FIGURE 5 OMITTED]

[FIGURE 6 OMITTED]

[FIGURE 7 OMITTED]

The large population sizes for each aperture An orifice. It often refers to an opening in which light is allowed to pass in optical systems such as cameras and lasers. See f-stop and numerical aperture.  design--48 to 937 bricks deposited per package style with up to five of each package to a board--made it easy to measure variation in the form of standard deviation [sigma]. Means and signal-to-noise analysis of measured standard deviation revealed that the controls did have a statistically significant influence on the variability of paste deposits for several, although not all, aperture designs. Response data for standard deviation also showed that not all apertures shared the same response. Levels that would minimize [sigma] for one aperture would be far from optimal for another.

Several key and often-used package types were selected, and tables (means and signal-to-noise) for [sigma] were generated (Figure 7). These component packages in descending descending /des·cend·ing/ (de-send´ing) extending inferiorly.  order of importance were:

* BGA-304-S2.

* CBGA-1681-S1.

* FBGA-100-S0.

* FBGA-165-15RD-S3.

* FBGA-165-S2.

* FBGA-256-S1.

* FBGA-400-S0.

* FBGA-725-S0.

* FBGA-783-S1.

* HBGA-937-S0.

* RN0603 8-S0.

* SOT23-S0.

* C0402-S0.

* C0603-S0.

* R0603-S0.

Because optimum for one package is not optimum for all, an algorithm to find the "best fit" level settings was developed. The packages most critical and difficult to rework re·work  
tr.v. re·worked, re·work·ing, re·works
1. To work over again; revise.

2. To subject to a repeated or new process.

n.
 came first when determining settings. These were arranged as a population-weighted average for determining what levels to use for obtaining minimal [sigma] values.

A programmed speadsheet was developed as a software tool to deploy these findings. It generates a population-weighted average prediction for standard deviation based on the number of apertures for each aperture design studied in the experiment. One can look at a single aperture design or create an amalgam of several apertures in different amounts.

Confirmation Run

Several reference designators were initially sampled to represent the various package styles on the board. Response tables for variability were examined for optimal level settings for either lowest standard deviation, or highest signal-to-noise ratio The ratio of the power or volume (amplitude) of a signal to the amount of unwanted interference (the noise) that has mixed in with it. Measured in decibels, signal-to-noise ratio (SNR or S/N) measures the clarity of the signal in a circuit or a wired or wireless transmission channel.  if no substantial improvement in standard deviation was found. A "best fit" level setting was determined for the test vehicle, and the model was used to predict volume and standard deviation of volume (Table 2). Settings to minimize variability as measured by standard deviation were selected as:

* Squeegee pressure Level 3: 14.25 kg [1.65 lb./in.].

* Squeegee speed Level 2: 25 mm/sec.

* Separation speed Level 2: 0.3 mm/sec.

[FIGURE 8 OMITTED]

Measurements from a confirmation run of three PWBs verified to the model with standard deviation measuring within 2 to 30% of the prediction (Table 3). A second confirmation run with different level settings was performed several weeks later, and again, measured values of [sigma] matched predicted values within 2 to 30%. For purposes of process control, predicting [sigma] within 25% was considered good enough for the production environment. The primary goal at this time was to reduce variability in the stencil process, and the DoE succeeded in identifying control level settings that minimized brick volume [sigma]. Solder solder (sŏd`ər), metal alloy used in the molten state as a metallic binder. The type of solder to be used is determined by the metals to be united. Soft solders are commonly composed of lead and tin and have low melting points. Hard solders (i.  defects linked to stencil printing would be confined con·fine  
v. con·fined, con·fin·ing, con·fines

v.tr.
1. To keep within bounds; restrict: Please confine your remarks to the issues at hand. See Synonyms at limit.
 to those driven by aperture design.

Because of the large variety of package styles and PWB footprints, this experiment effectively addressed only a sampling of the available apertures. The "library" of response tables for [sigma] can be expanded by repeating the L9 experiment on other boards, using the same standard water-washable paste, existing production stencils and solder sample PWBs. It is intended to expand the address response table library with subsequent experiments to aperture designs for all critical component types (BGA (Ball Grid Array) A popular surface mount chip package that uses a grid of solder balls as its connectors. Available in plastic and ceramic varieties, BGA is noted for its compact size, high lead count and low inductance, which allows lower voltages to be used. , [mu]BGA, TSOP (Thin Small Outline Package) A very thin, plastic, rectangular surface mount chip package with gull-wing pins on its two short sides. TSOPs are about a third as thick as SOJ chips. See gull-wing lead, SOP, SOJ and chip package. , etc.). Likewise, a model can be developed using the same method for other solder pastes, other printers or any other change in the designated constants. It would be possible to generate response tables for the combination of every variety of solder paste and every printer in use on the campus.

The experiment's findings were integrated into setup sheets and the printer software. As part of the implementation and standardization standardization

In industry, the development and application of standards that make it possible to manufacture a large volume of interchangeable parts. Standardization may focus on engineering standards, such as properties of materials, fits and tolerances, and drafting
, setup sheets permitted only the standard three levels from the DoE for squeegee speed, squeege pressure and separation speed. In the event manufacturing believed a nonstandard non·stan·dard  
adj.
1. Varying from or not adhering to the standard: nonstandard lengths of board.

2.
 control level was required, engineering would run a test to validate To prove something to be sound or logical. Also to certify conformance to a standard. Contrast with "verify," which means to prove something to be correct.

For example, data entry validity checking determines whether the data make sense (numbers fall within a range, numeric data
 or refute re·fute  
tr.v. re·fut·ed, re·fut·ing, re·futes
1. To prove to be false or erroneous; overthrow by argument or proof: refute testimony.

2.
 this. Response tables were used to update printer profiles for other assemblies, optimizing for variability.

Findings from the DoE were also used to set operating limits on brick size as measured by AOI. Inline AOI monitored printer performance, functioning as realtime SPC. Boards whose solder paste prints fell outside of the limits were flagged (AOI went into alarm status, requiring operator intervention A procedure used in a lawsuit by which the court allows a third person who was not originally a party to the suit to become a party, by joining with either the plaintiff or the defendant. ) and wiped clean.

Conclusions

Printed paste volume is almost exclusively a function of stencil design for the stencil print process in use at this campus. On the Accela printer, settings for squeegee pressure, squeegee speed and separation speed generally have no statistically significant effect on the size of the printed solder paste brick. The data indicated that control settings have an effect on printed volume variability (as measured by standard deviation) on most BGA and fine-pitch package types.

Because the data indicated that stencil design has the greatest effect on the volume of paste deposits, this is an indicator that stencil design needs to be standardized. With design being the control that has the most influence, then reducing variability from design will result in reduced variability in stenciled paste deposits on boards. This would be another experiment.

A working model of variation in stencil printed solder paste was developed and adapted to a mathematical tool for setting optimum print parameters. It is believed that reducing the variability of the printed volume (as measured by standard deviation) provides the greatest immediate benefit.

Ed.: This article was first published at SMTAI in September 2006 and is reprinted here with permission.

Tim Wright Tim Wright may refer to:
  • Tim Wright (musician), a British musician
  • Tim Wright (engineer), a Formula One engineer
  • Tim Wright (UK Musician), a UK musician and recording artist
 is a senior process engineer at Jabil Circuit Jabil NYSE: JBL is a provider of electronic manufacturing services. Jabil designs and manufactures electronic circuit boards for major OEMs in a diverse group of industries including automotive, computing and storage, consumer products, medical, networking, peripherals and  Inc. (jabil.com); tim_wright@jabil.com.
Table 1. DoE Plan for L9 Orthogonal Array

        Squeegee Pressure  Squeegee Speed  Separation Speed
Run     (kg [lb/in])       (mm/sec.)       (mm/sec.)

1       14.25 [1.65]       35              0.5
2       14.25 [1.65]       25              0.3
3       14.25 [1.65]       15              0.1
4       12.8 [1.48]        35              0.3
5       12.8 [1.48]        25              0.1
6       12.8 [1.48]        15              0.5
7        9.5 [1.10]        35              0.1
8        9.5 [1.10]        25              0.5
9        9.5 [1.10]        15              0.3
                                           AxB
Levels
1       14.25 [1.65]       35              0.5
2       12.8 [1.48]        25              0.3
3        9.5 [1.10]        15              0.1

Table 2. Indicated Optimal Level Settings for Test Vehicle

Component Reference                  Squeegee      Squeegee   Separation
Designator           Package         Pressure      Speed      Speed

U90, U91, U93        FPSOIC-10       14.25 [1.65]  15         0.3
U10 (stencil         CBGA-724         9.5 [1.1]    Any        Any
  stepped up)
U39                  PBGA-256        12.8 [1.48]   Any        Any
Y1                   Medium           9.5 [1.1]    35 or 25   Any
                       discrete
VL1                  Large discrete  Any           25         0.1
U76                  PLCC-28         12.8 [1.48]   15 or any  Any
RN60                 FP RNet-8       Any           Any        0.3
R3744                0603R            9.5 [1.1]    25 or 35   Any
C339                 0603R            9.5 [1.1]    25 or 35   Any

Table 3. Confirmation Run Findings

                  Predicted Volume  Measured Volume
Package           (cu mils)         (cu mils)        Error

BGA-304-S2        2325              1862             24.8%
FBGA-165-15RD-S3  1078               986              9.3%
FBGA-165-S2       1143              1128              1.4%
FBGA-400-S0       1386              1189             16.5%
FBGA-725-S0       4508              4605              2%
FBGA-783-S1       1365              1248              9%
HBGA-937-S0       1885              1584             19%
RN0603 8-S0       4579              3827             20%

                  Predicted [sigma]  Measured [sigma]
Package           (cu mils)          (cu mils)         Error

BGA-304-S2        115                113                2.2%
FBGA-165-15RD-S3  116                161               27%
FBGA-165-S2       139                147                6%
FBGA-400-S0        88                 80                9%
FBGA-725-S0       210                355               41%
FBGA-783-S1        82.5               63               30%
HBGA-937-S0       113                 80               41%
RN0603 8-S0       239                317               25%
COPYRIGHT 2007 UP Media Group, Inc.
No portion of this article can be reproduced without the express written permission from the copyright holder.
Copyright 2007, Gale Group. All rights reserved. Gale Group is a Thomson Corporation Company.

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Title Annotation:Optimizing Paste Deposits
Comment:Mathematical modeling of solder paste stenciling for process control: a DoE for characterizing solder paste stencil printing and measuring paste bricks by 3-D AOI is described.(Optimizing Paste Deposits)
Author:Wright, Tim
Publication:Circuits Assembly
Date:Feb 1, 2007
Words:2146
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