David O. Kazmer
Plastics Manufacturing Systems Engineering
Dedication
6
Acknowledgement
8
Table of Contents
10
Preface
18
1 Background
20
1.1 Plastics Industry Review
20
1.1.1 Manufacturing Productivity
20
1.1.2 Manufacturing Cost Breakdown
23
1.1.3 Characteristics of Productive Plastics Manufacturers
25
1.2 Manufacturing and Strategic Planning
27
1.2.1 Manufacturing Planning
27
1.2.2 Manufacturing System Design
30
1.2.3 Strategic Planning
32
1.3 Engineering Economics
35
1.3.1 Payback Period
37
1.3.2 Net Present Value
37
1.3.3 Internal Rate of Return
39
1.4 Summary
41
2 Plastics Manufacturing Systems
44
2.1 Overview of Plastics Processing
44
2.1.1 Extrusion
45
2.1.2 Blow Molding
46
2.1.3 Injection Molding
47
2.1.4 Thermoforming
48
2.2 Characteristics
49
2.2.1 Closed Loop Control
49
2.2.2 Open Loop Control
51
2.2.3 Dynamic Control
53
2.2.4 Control Modes
54
2.2.5 Control Architectures
56
2.2.6 Automatic Control
58
2.3 Performance Measurement
59
2.3.1 Dynamic Response
60
2.3.2 Repeatability
61
2.3.3 Productivity
63
2.4 Summary
65
3 Heating and Cooling
66
3.1 Specifications
66
3.1.1 Power Output
67
3.1.2 Actuator Efficiency
68
3.1.3 Linearity
69
3.1.4 Consistency
70
3.1.5 Failure Rate and Mode
71
3.1.6 Cost
72
3.1.7 Operating Requirements
73
3.2 Heating
75
3.2.1 Conduction Heaters
76
3.2.2 Radiant Heaters
80
3.2.3 Heater Controls
83
3.3 Cooling
87
3.3.1 Coolants
87
3.3.2 Coolant Temperature Controllers
89
3.4 Transient Analysis
92
3.4.1 Lumped Thermal Capacitance
92
3.4.2 Finite Thickness Model
97
3.5 Summary
101
4 Hydraulics and Pneumatics
104
4.1 Specifications
105
4.2 Pumps and Compressors
107
4.2.1 Gear Pump
109
4.2.2 Vane Pump
110
4.2.3 Piston Pump
111
4.3 Fluid Conditioning
113
4.3.1 Filters
113
4.3.2 Heat Exchangers
115
4.3.3 Accumulators
116
4.3.4 Relief Valves
118
4.3.5 Pressure Regulators
119
4.4 Actuators
121
4.4.1 Cylinders
121
4.4.2 Motors
125
4.5 Control Valves
127
4.5.1 Directional Valves
130
4.5.2 Metering Valves
131
4.6 Dynamic Analysis
135
4.6.1 Valve Dynamics
135
4.6.2 Fluid Dynamics
137
4.6.3 Machine Dynamics
140
4.7 Summary
142
5 Electric Drives
144
5.1 Introduction
144
5.1.1 Electromagnetism
144
5.1.2 Electromotive Forces
146
5.1.3 Common Motor Types
147
5.1.4 Typical Specifications
148
5.2 Linear Solenoids
149
5.3 DC Motors
152
5.3.1 DC Brushed Motors
152
5.3.2 DC Brushless Motor
153
5.3.3 Analysis
154
5.3.4 DC Motor Controls
157
5.4 AC Induction Motors
159
5.4.1 Design
160
5.4.2 Analysis
161
5.4.3 Behavior
164
5.4.4 AC Motor Controls
166
5.5 Other Motors
168
5.5.1 Stepper Motors
168
5.5.2 Linear Motors
171
5.6 Motor Specification Guidelines
172
5.7 Summary
174
6 Process Sensors
176
6.1 Specifications
176
6.1.1 Sensitivity, Responsivity, and Resolution
176
6.1.2 Response Time
178
6.1.3 Precision and Accuracy
180
6.1.4 Linearity and Hysteresis
181
6.1.5 Range
184
6.1.6 Life Expectancy
185
6.1.7 Size
186
6.1.8 Calibration
187
6.2 Temperature Sensors
188
6.2.1 Thermocouples
188
6.2.2 Resistance Temperature Detectors
191
6.2.3 Infrared Pyrometers
192
6.3 Force and Pressure Sensors
194
6.3.1 Strain Gages
194
6.3.2 Load Cells
196
6.3.3 Pressure Transducers
198
6.4 Displacement Sensors
201
6.4.1 Resistive Sensors
202
6.4.2 Inductance Sensors
203
6.4.3 Magnetostrictive Sensors
204
6.4.4 Optical Encoders
205
6.4.5 Laser Interferometers
206
6.5 Summary
206
7 Signal Conditioning
208
7.1 Conversion
208
7.1.1 Resistance to Voltage
208
7.1.2 Bridge Circuits
209
7.1.3 Current to Voltage
214
7.2 Amplification
215
7.2.1 Operational Amplifiers
217
7.2.2 Unity Amplifier
219
7.2.3 Gain Adjustment
220
7.2.4 Bias Adjustment
223
7.3 Filtering
225
7.3.1 Passive Filters
228
7.3.2 Active Filters
233
7.4 Signal Conditioning in Software
237
7.4.1 Calibration
238
7.4.2 Software Filters
241
7.4.3 Linearization
246
7.5 Summary
249
8 Data Acquisition Systems
252
8.1 Overview
252
8.2 Analog to Digital Conversion
255
8.2.1 Resolution
256
8.2.2 Range
262
8.2.3 Sampling Frequency
264
8.2.4 Bandwidth
268
8.2.5 Buffer Size
269
8.2.6 Single-Ended and Differential Signaling
270
8.2.7 Input Impedance
272
8.2.8 Slew Rate
273
8.2.9 Thermocouple Input Modules
274
8.3 Analog Output Modules
275
8.4 Digital Input/Output Modules
277
8.5 Summary
279
9 Machine Controllers
282
9.1 System Architectures
283
9.1.1 PLC/PAC Controllers
283
9.1.2 PC/PLC Controllers
290
9.1.3 Virtual Controllers
293
9.1.4 Distributed/Embedded Microcontrollers
295
9.1.5 Summary
297
9.2 Implementation
298
9.2.1 Control Architecture
298
9.2.2 Control Cabinet
299
9.2.3 Auxiliary Modules
301
9.2.4 System Operation
304
9.3 Summary
307
10 Process Control
308
10.1 Open Loop Control
309
10.2 Thermostat Control
312
10.3 PID Control
315
10.3.1 Proportional Control
315
10.3.2 Integral Control
317
10.3.3 Proportional-Integral (PI) Control
319
10.3.4 Proportional-Integral-Derivative (PID) Control
319
10.4 Common Issues
322
10.4.1 Saturation
322
10.4.2 Electrical Noise
324
10.4.3 Filters
325
10.4.4 Delays
327
10.5 Additional Topics
329
10.5.1 Tuning Methodology
330
10.5.2 Analog Implementation
334
10.6 Summary
337
11 Process Characterization
340
11.1 Statistical Characterization
341
11.1.1 Mean and Range
342
11.1.2 Standard Deviation
343
11.1.3 Coefficient of Variation
344
11.2 Design of Experiments
345
11.2.1 Full and Fractional Factorial Designs
346
11.2.2 Advanced Designs
351
11.3 Best Practices in Experimentation
354
11.3.1 Center-Points
354
11.3.2 Population Size
356
11.3.3 Characterization Range
360
11.3.4 Grouping and Randomization
361
11.3.5 Stabilization
362
11.4 Regression
364
11.4.1 Linear Least Squares
364
11.4.2 Outlier Analysis
366
11.4.3 Correlation Coefficient
367
11.4.4 Confidence Intervals
368
11.5 Summary
370
12 Process Optimization
372
12.1 Process Capability Assessment
373
12.1.1 Yield Estimates
373
12.1.2 Process Capability Indices, CP and CPK
374
12.1.3 Six Sigma
376
12.2 Process Feasibility Analysis
378
12.2.1 Monte Carlo Analysis
380
12.2.2 Constraint Based Reasoning
383
12.3 Process Optimization
388
12.3.1 Robustness and Yield
390
12.3.2 Cost Minimization
395
12.3.3 Pareto Optimality
398
12.4 Uncertainty
401
12.5 Summary
403
13 Quality Control
406
13.1 Gage Repeatability & Reproducibility
407
13.2 Acceptance Sampling
411
13.3 On-Line Metrology
414
13.3.1 Rheometry
415
13.3.2 Dimensional Metrology
417
13.3.3 Machine Vision
419
13.3.4 Weight
422
13.4 Statistical Process Control
424
13.4.1 Implementation
424
13.4.2 SPC Heuristics
427
13.4.3 Multivariate Statistical Process Control
429
13.5 Summary
435
14 Automation
438
14.1 Introduction to Automation
438
14.1.1 Advantages and Disadvantages
438
14.1.2 Plastics Factory Automation Systems
439
14.2 Raw Materials Handling
441
14.2.1 Loading
443
14.2.2 Drying
444
14.2.3 Gravimetric Blending
445
14.2.4 Granulation
447
14.3 Robotics
449
14.3.1 Sprue Pickers
449
14.3.2 Traversing Robots
451
14.3.3 SCARA Robot
452
14.3.4 Fully Articulated Robots
453
14.3.5 End of Arm Tooling
454
14.4 Finished Goods Handling
457
14.4.1 Conveyors
457
14.4.2 Part Sorters
458
14.4.3 Pallet Loader
460
14.4.4 Automated Guided Vehicle
461
14.5 Integrated Systems
462
14.5.1 Strategy
462
14.5.2 Examples
464
14.6 Summary
469
Appendix A: Statistical Labor Data
472
A.1 United States Labor Rates
472
A.2 International Labor Rates
473
A.3 Trends in International Manufacturing Costs
474
Appendix B: Material Properties
475
Appendix C: Unit Conversions
476
C.1 Length Conversions
476
C.2 Mass/Force Conversions
477
C.3 Pressure Conversions
477
C.4 Flow Rate Conversions
477
C.5 Viscosity Conversions
478
C.6 Power Conversions
478
C.7 Energy Conversions
478
Appendix D: Matlab Primer
479
D.1 Usage
479
D.2 Sample Program
480
D.3 Other Functions/Operators
482
Bibliography
486
Index
504
A
504
B
505
C
505
D
508
E
508
F
510
G
510
H
511
I
511
J
512
K
512
L
512
M
512
N
513
O
513
P
514
Q
516
R
516
S
517
T
519
U
520
V
520
W
520
X
520
Y
521
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