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 |  موضوع: كتاب Customized Production Through 3D Printing in Cloud Manufacturing الأحد 12 مارس 2023, 10:58 pm | |
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أخواني في الله
أحضرت لكم كتاب
Customized Production Through 3D Printing in Cloud Manufacturing
Lin Zhang, Longfei Zhou, Xiao Luo
و المحتوى كما يلي :
Contents
Preface ix
1. Introduction to customized manufacturing
1.1 The origin of customized manufacturing 1
1.2 Evolution of customized production 3
1.2.1 Cottage industry production 3
1.2.2 Machine production 5
1.2.3 Mass production 7
1.2.4 Mass customized production 7
1.2.5 Future production 9
1.3 3D printing and cloud manufacturing 10
1.4 Conclusion 13
References 13
2. Advances in cloud manufacturing
2.1 A new paradigm of manufacturing 15
2.2 The concept of cloud manufacturing 16
2.2.1 The conceptual model of cloud manufacturing 17
2.2.2 Whole life cycle activities in a cloud environment 18
2.2.3 Six unique abilities of cloud service platform 19
2.3 Six technical features of cloud manufacturing 21
2.3.1 Digitization 21
2.3.2 Networking 21
2.3.3 Virtualization 22
2.3.4 Service-orientation 23
2.3.5 Collaboration 24
2.3.6 Intelligence 24
2.4 Conclusion 25
References 26
3. 3D printing with cloud manufacturing
3.1 3D printing in the cloud manufacturing environment 27
3.2 Production with cloud 3D printing platform 29
3.2.1 The architecture of the cloud 3D printing
platform 29
v3.2.2 The functional structure of the cloud 3D
printing platform 33
3.2.3 Standard for 3D printing platform 35
3.3 Advantages of cloud 3D printing services 35
3.3.1 High customization 35
3.3.2 High agility 36
3.3.3 High flexibility 37
3.3.4 High socialization 37
3.3.5 Low cost 38
3.4 Conclusion 38
References 38
4. Model design of 3D printing
4.1 3D printing model management 39
4.2 Sketch based 3D model retrieval 43
4.3 Image based 3D model generation 48
4.3.1 3D model generation process 49
4.3.2 Experiment and evaluation 54
4.4 Conclusion 56
References 57
5. 3D printing resource access
5.1 Classification of 3D printers 59
5.2 Accessing 3D printers based on adapters 61
5.2.1 Adapter access module on the adapter side 62
5.2.2 Service management module on the
platform side 64
5.2.3 Communication between platform and
adapters 68
5.2.4 Distributed slicing task execution based on
adapters 71
5.3 Accessing 3D printers based on sensors 75
5.3.1 Sensor selection and application 75
5.3.2 Sensor fusion 80
5.4 Conclusion 81
References 82
6. 3D printing process monitoring
6.1 Quality problems in the 3D printing 83
6.2 Overview of the 3D printing process monitoring
method 85
6.3 3D printing fault detection based on process data 86
6.3.1 Data acquiring 86
6.3.2 Data preprocessing 88
6.3.3 Feature engineering 90
vi Contents6.3.4 Classifier 90
6.3.5 Design of the fault detection system 94
6.4 Conclusion 94
References 95
7. 3D printing credibility evaluation
7.1 3D printing model credibility evaluation 97
7.1.1 Problem description 97
7.1.2 Framework of 3D printing model credibility
evaluation 98
7.1.3 Indexes and evaluation of 3D printing model
credibility 100
7.2 3D printing service credibility evaluation 103
7.2.1 Credibility evaluation indicators of cloud
manufacturing services 104
7.2.2 Attributes of a 3D printing equipment 105
7.2.3 Credibility assessment process of cloud manufacturing
services 107
7.3 Conclusion 109
References 109
8. Supply-demand matching and task scheduling
8.1 The supply and demand relationship in 3D printing cloud
platform 111
8.2 Supply-demand matching 112
8.2.1 Multi-source data integration model 113
8.2.2 Capability indicator model 119
8.2.3 Model-based matching process and matching rules 123
8.3 Scheduling of distributed 3D printing services 126
8.3.1 Optimization objective 127
8.3.2 Constraints 129
8.3.3 Optimization algorithm 130
8.4 Conclusion 133
References 134
9. 3D printing process management
9.1 Multi-task parallel printing for complex products 135
9.1.1 Problem definition 135
9.1.2 Combinatorial optimization method of parallel
processing services 137
9.2 A 3D printing task packing algorithm 142
9.2.1 Problem description 142
9.2.2 The 3D printing task packing algorithm (3DTPA) 144
9.3 Conclusion 154
References 154
Contents vii10. Security and privacy in cloud 3D printing
10.1 Data security of cloud 3D printing platforms 157
10.1.1 Data security issues in cloud 3D printing 157
10.1.2 Encryption technology for cloud 3D printing
data 158
10.1.3 Violation identification and notification in cloud
3D printing 159
10.2 Access control for cloud 3D printers 160
10.3 Security of cloud 3D printing based on blockchain 165
10.3.1 Review of blockchain applications in cloud
manufacturing 165
10.3.2 Credit security of cloud 3D printing services 168
10.4 Intellectual property protection 176
10.5 Conclusions 177
References 178
11. Application demonstration of cloud 3D printing
platform
11.1 Customized production based on cloud 3D printing
platform 181
11.2 Conclusion 191
12. Conclusions and future work
Index 19
Index
Note: Page numbers followed by f indicate figures.
A
Acceleration sensors, 86, 90
Access device queue module, 66
Actual printing effect, 98–100, 103
Adapter access, 3D printers, 61–75
Additive manufacturing file format (AMF), 40
Additive Manufacturing Service Platform
(AMSP) framework, 35
Aerosol printing, 60
ANSYS Additive, 98
Arduino ADXL345, 79, 79f
Arduino Uno, 80, 81f
Autodesk Netfabb, 98, 102f
Auxiliary process, 143
B
Bag-of-features (BoF) model, 46–47
Basic attribute model, 113–114
Bipartite graph
capability indicator model based on, 120
edge set model, 121
mathematic model, 119
vertex set model, 120
Black Forest Cuckoo Clock, 4, 5f
Blockchain based security, 165–175
credit security, 168–175
overview, 165–168
Business qualification evaluation, 104
C
Capability indicator model, 119–123
Centralized scheduling, 74–75
Classifier, 3D printing, 86, 90–94
Closed outline, 46
Cloud 3D printing platform, 27–29, 38,
111–112
architecture, 29–33, 31f
blockchain based security, 165–175
credit security, 168–175
customized production based on, 181–190
databases, 35
data security, 157
data security issues, 157–158
encryption technology, 158–159
functional structure, 33–35
intellectual property protection, 176–177
matching process, 124–125
printers, access control for, 160–164
security, 177–178
standard for, 35
violation identification and notification,
159–160
Cloud 3D printing resource
access control, 163f
Cloud Gate Access Control module, 163
Cloud manufacturing, 13, 15, 25
abilities, 19–21
applications, 17
capabilities, 17
concept, 16–21
conceptual model, 17–18
credibility assessment process, 107–108
3D printing in, 27–29
life cycle activities, 18–19
processes, 18
resources, 17
roles, 17–18
Cloud service module, 181, 183f
Cloud services, 186, 188–189f
CMfg 3D printing services, 128
Combinatorial optimization method, 137–141
Communication mechanisms
for online printing tasks, 69
for real-time data monitoring
and control, 70
Completion task processing module, 68
Computer-aided design software, 39–40
Concurrency support, 70
Constraints, 129–130
Consulting center module, 181, 183f
Content-based retrieval technology, 45
Cottage industry production, 3–5
Credibility evaluation
cloud manufacturing services, 107–108
indexes, 100–103
indicators, 104–105
3D printing model, 97–103
197Credibility evaluation (Continued)
3D printing equipment attributes, 105–107
3D printing service, 103–108
Credit security, 168–175
Customized 3D printing design, 194
Customized manufacturing, 195
cloud manufacturing, 13
cottage industry production evolution, 3–5
future production, 9–10
machine production evolution, 5–7
mass customized production evolution, 7–9
mass production evolution, 7
origin of, 1–3
production, 181–190
3D printing manufacturing technology, 13
D
Data normalization, 89
Data processing unit, 3D printers, 62, 64
Data security, cloud 3D printing
platforms, 157
encryption technology, 158–159
issues, 157–158
violation identification and notification,
159–160
Deep learning, 48–49
Device information management, 68
Device interface unit, 63
Digital light processing (DLP), 116, 142, 144
Direct metal laser sintering (DMLS)
printers, 116
Distributed scheduling, 74
Distributed slicing method, 71–75
DLP. See Digital light processing (DLP)
Download task module, 67
Dynamic aggregation mechanism, 43–44
Dynamic data cloud storage module, 66
E
Edge set model, 121
Encryption technology, 158–159
Extrusion fused layer modeling, 60
F
Fault detection, 3D printing
classifier, 90–94
data acquiring, 86–88
data preprocessing, 88–89
design, 94
feature engineering, 90
Fault rate, 118
Fault type, 119
FDM. See Fused deposition modeling (FDM)
Feature extraction, 44
Filling rate, 146
Flexible manufacturing, 20
Ford Model T, 7, 8f
Fused deposition modeling (FDM), 27, 75–78,
142–143
printers, 75, 77f, 86, 87f, 116
G
GA algorithm, 130, 132
Generative adversarial network (GAN), 49
Generative adversarial network (GAN) loss, 52
H
Hadoop distributed file system (HDFS), 56
Hall theorem, 125
Heuristic search algorithm, 140
Hybrid scheduling, 74
I
Image based 3D model generation, 48–56
Image encoder, 50
Intellectual property protection, 176–177
K
Key management, 159–160
Keyword-based retrieval technology, 45
Kruskal improved algorithm, 123–124
Kuhn-Munkres algorithm (K-M algorithm),
123–124
L
Laminated object manufacturing (LOM), 142
Layer laminate manufacturing (LLM), 60
Learning methods, 93
Lightweight virtualization technology, 97–98,
100
Linear regression, 90
Logistic regression model, 90
Log likelihood function, 91
M
Machine learning, 84–86, 90, 94
Machine production, 5–7
Matching process, cloud 3D printing, 124–125
Material types, 3D printers, 122
198 IndexModel design, 3D printing, 39
aggregation process, 43–44
image based 3D model generation, 48–56
management, 39–42
retrieval, 45–47
sketch- based 3D model
retrieval approach, 43–48
Modern production line, 7
Monitoring method, 3D printing, 85–86
Multi-task parallel printing
combinatorial optimization method, 137–141
for complex products, 135–141
problem definition, 135–137
N
Netty, 73, 73f
Network interface unit, 63
O
Object reconstruction loss, 51
OBJ file format, 39–40, 44
Online adaptation system, 61, 62f
Online customization, 183, 184–188f, 185–187,
189, 190–191f
Operation data management module, 68
Optimization algorithm, 130–133
Order-demand-oriented manufacturing mode,
15–16
P
Parallel processing services, 137–141
Personalized manufacturing, 20
Polymerization, 59
Pose vector calibration, 44
Powder binder 3D printing, 60
Prime improved algorithm, 123–124
Printable space, 122
Print attribute model, 113–115
Printing accuracy, 121
Product mall module, 181, 182f
Prototype parameter design
validation report, 185, 186f
Q
Quality level evaluation, 104
Queue creation module, 66
R
Radio frequency identification
technology (RFID), 176–177
Rectangular packing problem, 144
Registration/management module
access, 64
Remote monitoring and equipment
operation module, 65
Remote procedure call (RPC), 73–74
S
Scale-invariant feature transform (SIFT)
clustering method, 46–47
Security mechanism, 70
Selective laser sintering (SLS), 27, 142
printers, 116
Sensor access, 3D printers, 75–81
Sensor data processing module, 64
Service capability calculation method, 168
Service capability proof algorithm, 171
Service certification, 107
Service composition optimization, 136, 138,
154
Service interaction evaluation, 105
Servitization integration technology, 29
Sketch- based 3D model retrieval
approach, 43–48
SLA. See Stereo lithography
appearance (SLA)
SLS. See Selective laser sintering (SLS)
Social manufacturing, 19
Standard exchange of product
data mode (STEP), 40
Stereo lithography apparatus
(SLA) printers, 116
Stereo lithography appearance (SLA), 27,
142–144
STL file format, 39–40, 44, 54–55
Supply-demand matching, 112–126
capability indicator model, 119–123
model-based matching process
and rules, 123–126
multi-source data integration model,
113–119
T
Task cancellation module, 67
Task failure processing module, 67
Task information module, 66
Task packing algorithm, 3D printing
problem description, 142–144
3D printing task packing
algorithm (3DTPA), 144–154
Task queue management module, 66
Index 199Technical capability evaluation, 104
3D manufacturing format (3MF), 40
3D printers
access control for, 160–164
adapter access, 61–75
application, 75–80
classification, 59–61, 81–82
distributed slicing task execution, 71–75
platform vs. adapters,
communication, 68–70
service management module, 64–68
sensor access, 75–81
sensor fusion, 80–81
sensor selection, 75–80
types, 116
3D printing
in cloud manufacturing (see Cloud 3D
printing platform)
fault detection (see Fault detection, 3D
printing)
general production process, 28f
manufacturing technology, 13
model design (see Model design,
3D printing)
monitoring method, 85–86
quality problems in, 83–85
3D printing service scheduling method
(3DPSS), 126–133
characteristics, 132–133
constraints, 129–130
optimization algorithm, 130–133
optimization objective, 127–129
3D printing task packing algorithm (3DTPA),
144–154
Time window processing, 88
Titanium alloy, 60
Total matching degree, 123
Trust incentive mechanism, 171
U
User queue module, 66
V
Vertex set model, 120
Vibration sensors, 80, 80f, 86
Video interface unit, 63
Violation identification, 159–160
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