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Industrie 4.0 und OPC UA die Herrschaft der Daten
1.
Industrie 4.0 und
OPC UA: die âHerrschaft der Datenâ Göttingen, 18. Mai 2016 Peter Seeberg
2.
Copyright © 2016
Softing Industrial. All rights reserved. 2 1.024 1Mio 1Mrd 2Mrd
3.
Copyright © 2016
Softing Industrial. All rights reserved. 3 ©ErikBrynjolfsson,AndrewMcAfee,TheSecondMachineAge,2014
4.
Copyright © 2016
Softing Industrial. All rights reserved. 4 ©ErikBrynjolfsson,AndrewMcAfee,TheSecondMachineAge,2014
5.
Copyright © 2016
Softing Industrial. All rights reserved. 5 ©ErikBrynjolfsson,AndrewMcAfee,TheSecondMachineAge,2014
6.
Copyright © 2016
Softing Industrial. All rights reserved. 6
7.
Copyright © 2016
Softing Industrial. All rights reserved. 7
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Copyright © 2016
Softing Industrial. All rights reserved. 8 ©GordonMoore,ElectronicsMagazine,1965
9.
Copyright © 2016
Softing Industrial. All rights reserved. 9 ©Intel,1971
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Copyright © 2016
Softing Industrial. All rights reserved. 10
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Copyright © 2016
Softing Industrial. All rights reserved. 11
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Copyright © 2016
Softing Industrial. All rights reserved. 12 ©Apple,2015
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Copyright © 2016
Softing Industrial. All rights reserved. 13
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Copyright © 2016
Softing Industrial. All rights reserved. 14 ©GarryKasparov,1994
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Copyright © 2016
Softing Industrial. All rights reserved. 15 ©Jeopardy,2011
16.
Copyright © 2016
Softing Industrial. All rights reserved. 16 KasparovâŠâŠ IGOR???????????
17.
Copyright © 2016
Softing Industrial. All rights reserved. 17
18.
Copyright © 2016
Softing Industrial. All rights reserved. 18
19.
Copyright © 2016
Softing Industrial. All rights reserved. 19
20.
Copyright © 2016
Softing Industrial. All rights reserved. 20
21.
Copyright © 2016
Softing Industrial. All rights reserved. 21 IoT I40 Aviation âŠ
22.
Copyright © 2016
Softing Industrial. All rights reserved. 22 ©elektro.net,2014 Smart Building (/Home) Heizung und Klima -> âWohlgefĂŒhlâ 2~3~4~5G ©McKinsey&Company,2015
23.
Copyright © 2016
Softing Industrial. All rights reserved. 23 Smart Farming Landmaschinen -> âPrecision Farmingâ ©Class 2~3~4~5G ©McKinsey&Company,2015
24.
Copyright © 2016
Softing Industrial. All rights reserved. 24 Wearables Smart Transport ©BMW Jahresbeitrag -> Pay as You Drive 2~3~4~5G Connected Drive -> Optimierung ©McKinsey&Company,2015
25.
Copyright © 2016
Softing Industrial. All rights reserved. 25 © Isaac Asimov, 1953
26.
Copyright © 2016
Softing Industrial. All rights reserved. 26 Smart (âQuantifiedâ) Self ©gesund-digital.com,2015 SportgerĂ€te -> âSelber Messenâ 2~3~4~5G
27.
Copyright © 2016
Softing Industrial. All rights reserved. 27 Smart Health ©siliconangle.com Gesundâmacherâ -> Vorbeugung 2~3~4~5G
28.
Copyright © 2016
Softing Industrial. All rights reserved. 28 Smart Retail ©http://geekgoeschic.co Massenware -> Personalisiertes Angebot 2~3~4~5G ©McKinsey&Company,2015
29.
Copyright © 2016
Softing Industrial. All rights reserved. 29 Smart City 2~3~4~5G -> Verbesserung der LebensqualitÀt ©McKinsey&Company,2015
30.
Copyright © 2016
Softing Industrial. All rights reserved. 30 Smart Aviation ©Airbus Motoren -> Reduzierte Spritkosten 2~3~4~5G
31.
Copyright © 2016
Softing Industrial. All rights reserved. 31 Wearables Smart Factory ©LemgoerFraunhofer-AnwendungszentrumIndustrialAutomation,2014 ©Teslascada Anlagen -> Output (OEE) Plug & Play -> LosgröĂe Eins ©McKinsey&Company,2015
32.
Copyright © 2016
Softing Industrial. All rights reserved. 32 Smart Energy WindrÀder -> Megawatt Energie 2~3~4~5G
33.
Copyright © 2016
Softing Industrial. All rights reserved. 33 © HBR, Michael E. Porter, James E. Heppelmann, 2014
34.
Copyright © 2016
Softing Industrial. All rights reserved. 34 © HBR, Michael E. Porter, James E. Heppelmann, 2014
35.
Copyright © 2016
Softing Industrial. All rights reserved. 35 © HBR, Michael E. Porter, James E. Heppelmann, 2014
36.
Copyright © 2016
Softing Industrial. All rights reserved. 36 © HBR, Michael E. Porter, James E. Heppelmann, 2014
37.
Copyright © 2016
Softing Industrial. All rights reserved. 37 © HBR, Michael E. Porter, James E. Heppelmann, 2014
38.
Copyright © 2016
Softing Industrial. All rights reserved. 38
39.
Copyright © 2016
Softing Industrial. All rights reserved. 39 IoT Aviation
40.
Copyright © 2016
Softing Industrial. All rights reserved. 40 Anwendungsfall? De-facto Marktsegment Standard? Plattform-unabhÀngig? Skalierbar?
41.
Copyright © 2016
Softing Industrial. All rights reserved. 41 FuĂabdruck? (RAM / ROM) Client-Server? Pub-Sub? Protokoll oder Architektur?
42.
Copyright © 2016
Softing Industrial. All rights reserved. 42 Real-Time? (M.Sek ”.Sek) Deterministisch? Security? Discovery Mechanismus?
43.
Copyright © 2016
Softing Industrial. All rights reserved. 43 Modellierung? Zertifizierung? Fehlertoleranz? Quality of Service?
44.
Copyright © 2016
Softing Industrial. All rights reserved. 44 Energiebedarf? Wireless? � �
45.
Copyright © 2016
Softing Industrial. All rights reserved. 45
46.
Copyright © 2016
Softing Industrial. All rights reserved. 46 © Fraunhofer IAO
47.
Copyright © 2016
Softing Industrial. All rights reserved. 47 Classic OPC On? Yes
48.
Copyright © 2016
Softing Industrial. All rights reserved. 48 Who are you? My name is R2-D2 Can you liftCan you lift me up to the second floor? What is weight? What is your weight? What canWhat can you do for me? I can navigate, lift, drill and cut 200 kg OK, letâs start OPC UA
49.
Copyright © 2016
Softing Industrial. All rights reserved. 49 © Peter Seeberg t q â00011010 111001011 011111011.â âIch kann navigieren , heben, und bohren.â âHier bin ich Mensch; hier darf ichâs sein.â
50.
Copyright © 2016
Softing Industrial. All rights reserved. 50 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
51.
Copyright © 2016
Softing Industrial. All rights reserved. 51 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
52.
Copyright © 2016
Softing Industrial. All rights reserved. 52 De-facto De-Jure (Legal) Market segment
53.
Copyright © 2016
Softing Industrial. All rights reserved. 53
54.
Copyright © 2016
Softing Industrial. All rights reserved. 54 OPC UA - IEC 62541
55.
Copyright © 2016
Softing Industrial. All rights reserved. 55
56.
Copyright © 2016
Softing Industrial. All rights reserved. 56
57.
Copyright © 2016
Softing Industrial. All rights reserved. 57
58.
Copyright © 2016
Softing Industrial. All rights reserved. 58 âą Industrial Automation âą Building Automation âą Embedded Devices âą Energy Management (Smart Grid) âą Manufacturing Enterprise Management âą M2M âą Cloud-based Computing Bridging IT and OT The enabler for Industry 4.0 and Internet of Things OPC UA Domains
59.
Copyright © 2016
Softing Industrial. All rights reserved. 59 MES OPC UA Server OPC UA Server OPC UA Server OPC UA Client MES-SpritzgieĂmaschinen-Anbindung
60.
Copyright © 2016
Softing Industrial. All rights reserved. 60 âą Industrial Automation âą Building Automation âą Embedded Devices âą Energy Management (Smart Grid) âą Manufacturing Enterprise Management âą M2M âą Cloud-based Computing Bridging IT and OT The enabler for Industry 4.0 and Internet of Things OPC UA Domains
61.
Copyright © 2016
Softing Industrial. All rights reserved. 61 BACnet Objects OPC UA model
62.
Copyright © 2016
Softing Industrial. All rights reserved. 62 âą Industrial Automation âą Building Automation âą Embedded Devices âą Energy Management (Smart Grid) âą Manufacturing Enterprise Management âą M2M âą Cloud-based Computing Bridging IT and OT The enabler for Industry 4.0 and Internet of Things OPC UA Domains
63.
Copyright © 2016
Softing Industrial. All rights reserved. 63 Gateway
64.
Copyright © 2016
Softing Industrial. All rights reserved. 64 âą Industrial Automation âą Building Automation âą Embedded Devices âą Energy Management (Smart Grid) âą Manufacturing Enterprise Management âą M2M âą Cloud-based Computing Bridging IT and OT The enabler for Industry 4.0 and Internet of Things OPC UA Domains
65.
Copyright © 2016
Softing Industrial. All rights reserved. 65
66.
Copyright © 2016
Softing Industrial. All rights reserved. 66 âą Industrial Automation âą Building Automation âą Embedded Devices âą Energy Management (Smart Grid) âą Manufacturing Enterprise Management âą M2M âą Cloud-based Computing Bridging IT and OT The enabler for Industry 4.0 and Internet of Things OPC UA Domains
67.
Copyright © 2016
Softing Industrial. All rights reserved. 67 Manufacturing Process Control
68.
Copyright © 2016
Softing Industrial. All rights reserved. 68 âą Industrial Automation âą Building Automation âą Embedded Devices âą Energy Management (Smart Grid) âą Manufacturing Enterprise Management âą M2M âą Cloud-based Computing Bridging IT and OT The enabler for Industry 4.0 and Internet of Things OPC UA Domains
69.
Copyright © 2016
Softing Industrial. All rights reserved. 69 Closed User Group SCADA Elevated Reservoir Pumping Plant 2 Waterworks 2 2 Please take over filling of elevated reservoir Pumping Plant 1Waterworks 1 1 Due to problems at group1 supplier of freshwater has changed to group 2 Level reached! Stopped pumping 11 Requests for process values and state changes Quality problems in freshwater! Requests for process values and state changes M2M in Water Works
70.
Copyright © 2016
Softing Industrial. All rights reserved. 70 âą Industrial Automation âą Building Automation âą Embedded Devices âą Energy Management (Smart Grid) âą Manufacturing Enterprise Management âą M2M âą Cloud-based Computing Bridging IT and OT The enabler for Industry 4.0 and Internet of Things OPC UA Domains
71.
Copyright © 2016
Softing Industrial. All rights reserved. 71 OPC UA Relay Cloud Connection
72.
Copyright © 2016
Softing Industrial. All rights reserved. 72 OPC UA Relay Cloud Connection
73.
Copyright © 2016
Softing Industrial. All rights reserved. 73 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
74.
Copyright © 2016
Softing Industrial. All rights reserved. 74 Portables Desktop PC Server Server Cluster Embedded Systems Controllers Cloud
75.
Copyright © 2016
Softing Industrial. All rights reserved. 75
76.
Copyright © 2016
Softing Industrial. All rights reserved. 76 ©HMS,2016
77.
Copyright © 2016
Softing Industrial. All rights reserved. 77 ©Baumer,2015
78.
Copyright © 2016
Softing Industrial. All rights reserved. 78
79.
Copyright © 2016
Softing Industrial. All rights reserved. 79 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
80.
Copyright © 2016
Softing Industrial. All rights reserved. 80 VxWorksLinux Windows 7 Windows XP Embedded LinuxMac Java Client .NET Client CC++ Client Java Server .NET Server CC++ Server OPC UA â PlattformĂŒbergreifend
81.
Copyright © 2016
Softing Industrial. All rights reserved. 81 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
82.
Copyright © 2016
Softing Industrial. All rights reserved. 82 SSV
83.
Copyright © 2016
Softing Industrial. All rights reserved. 83 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
84.
Copyright © 2016
Softing Industrial. All rights reserved. 84 OPC UA Meta Model Built-in Information Models Companion Information Models Vendor Specific ExtensionsClient/Server Services Protocols Pub-Sub Model PubSubConfiguration Connections MessageWriters Protocols UA Secure Multicast AMQP More to evaluate OPC UA Architektur
85.
Copyright © 2016
Softing Industrial. All rights reserved. 85 OPC UA Architektur OPC UA Meta Model Built-in Information Models Companion Information Models Vendor Specific ExtensionsClient/Server Services Protocols Pub-Sub Model PubSubConfiguration Connections MessageWriters Protocols UA Secure Multicast AMQP More to evaluate
86.
Copyright © 2016
Softing Industrial. All rights reserved. 86 OPC UA Architektur OPC UA Meta Model Built-in Information Models Companion Information Models Vendor Specific ExtensionsClient/Server Services Protocols Pub-Sub Model PubSubConfiguration Connections MessageWriters Protocols UA Secure Multicast AMQP More to evaluate
87.
Copyright © 2016
Softing Industrial. All rights reserved. 87 OPC UA Architektur OPC UA Meta Model Built-in Information Models Companion Information Models Vendor Specific ExtensionsClient/Server Services Protocols Pub-Sub Model PubSubConfiguration Connections MessageWriters Protocols UA Secure Multicast AMQP More to evaluate
88.
Copyright © 2016
Softing Industrial. All rights reserved. 88 OPC UA Architektur OPC UA Meta Model Built-in Information Models Companion Information Models Vendor Specific ExtensionsClient/Server Services Protocols Pub-Sub Model PubSubConfiguration Connections MessageWriters Protocols UA Secure Multicast AMQP More to evaluate
89.
Copyright © 2016
Softing Industrial. All rights reserved. 89 OPC UA Architektur OPC UA Meta Model Built-in Information Models Companion Information Models Vendor Specific ExtensionsClient/Server Services Protocols Pub-Sub Model Configuration Connections Message Writers Protocols UA Secure Multicast AMQP More to evaluate
90.
Copyright © 2016
Softing Industrial. All rights reserved. 90 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
91.
Copyright © 2016
Softing Industrial. All rights reserved. 91 OPC UA â Eingebaute Sicherheit
92.
Copyright © 2016
Softing Industrial. All rights reserved. 92 "Die einzige mir derzeit bekannte Kommunikationstechnologie in der Fabrik, die Sicherheitsaspekte mit eingebaut hat, und auch Potential fĂŒr die Herausforderungen einer Industrie 4.0 bietet, ist OPC-UA." Holger Junker, Referatsleiter C12, BSI OPC UA â Eingebaute Sicherheit
93.
Copyright © 2016
Softing Industrial. All rights reserved. 93 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
94.
Copyright © 2016
Softing Industrial. All rights reserved. 94 Objekte strukturieren den Adressraum Objekttypen definieren die Semantik und Struktur von Objekten Referenztypen definieren die Semantik von Referenzen Variablen enthalten Daten Methoden definieren die Signatur einer ausfĂŒhrbaren Methode Sichten bieten Ausschnitte des Addressraums Datentypen definieren einfache oder komplexe Datenstrukturen Variablentypen definieren die Semantik und Struktur von Variablen
95.
Copyright © 2016
Softing Industrial. All rights reserved. 95 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
96.
Copyright © 2016
Softing Industrial. All rights reserved. 96
97.
Copyright © 2016
Softing Industrial. All rights reserved. 97 OPC UA for Analyzer Device Integration
98.
Copyright © 2016
Softing Industrial. All rights reserved. 98 PLCopen
99.
Copyright © 2016
Softing Industrial. All rights reserved. 99 OPC UA â MDIS
100.
Copyright © 2016
Softing Industrial. All rights reserved. 100 Cloud MES SCADA HMI OPC UA for Industrial Ethernet
101.
Copyright © 2016
Softing Industrial. All rights reserved. 101
102.
Copyright © 2016
Softing Industrial. All rights reserved. 102
103.
Copyright © 2016
Softing Industrial. All rights reserved. 103
104.
Copyright © 2016
Softing Industrial. All rights reserved. 104
105.
Copyright © 2016
Softing Industrial. All rights reserved. 105
106.
Copyright © 2016
Softing Industrial. All rights reserved. 106
107.
Copyright © 2016
Softing Industrial. All rights reserved. 107
108.
Copyright © 2016
Softing Industrial. All rights reserved. 108
109.
Copyright © 2016
Softing Industrial. All rights reserved. 109
110.
Copyright © 2016
Softing Industrial. All rights reserved. 110
111.
Copyright © 2016
Softing Industrial. All rights reserved. 111 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
112.
Copyright © 2016
Softing Industrial. All rights reserved. 112 OPC Foundation Global
113.
Copyright © 2016
Softing Industrial. All rights reserved. 113 Secure & Reliable Platform Independent Architecture, not a protocol Standard: IEC62541 The enabler for Industry 4.0 and Internet of Things Global Org + Ecosystem Vendor Independent Rich Information Model Scalable â Sensor - Cloud OPC UA
114.
Copyright © 2016
Softing Industrial. All rights reserved. 114 OPC UA â Plug â Play
115.
Copyright © 2016
Softing Industrial. All rights reserved. 115
116.
Copyright © 2016
Softing Industrial. All rights reserved. 116
117.
Copyright © 2016
Softing Industrial. All rights reserved. 117
118.
Copyright © 2016
Softing Industrial. All rights reserved. 118
119.
Copyright © 2016
Softing Industrial. All rights reserved. 119
120.
Copyright © 2016
Softing Industrial. All rights reserved. 120
121.
Copyright © 2016
Softing Industrial. All rights reserved. 121
122.
Copyright © 2016
Softing Industrial. All rights reserved. 122
123.
Copyright © 2016
Softing Industrial. All rights reserved. 123
124.
Copyright © 2016
Softing Industrial. All rights reserved. 124 âșBuy an Off-the-Shelf OPC UA Product â Stand-Alone â Embedded OPC UA â Build or Buy
125.
Copyright © 2016
Softing Industrial. All rights reserved. 125
126.
Copyright © 2016
Softing Industrial. All rights reserved. 126 âșBuy an Off-the-Shelf OPC UA Product â Stand-Alone â Embedded âșDevelop your own OPC UA client or server OPC UA â Build or Buy
127.
Copyright © 2016
Softing Industrial. All rights reserved. 127 Your Code Open Source OPC Foundation RCL Open Source GPL Commercial Commercial OPC UA â Build
128.
Copyright © 2016
Softing Industrial. All rights reserved. 128 âșBuy an Off-the-Shelf OPC UA Product â Stand-Alone â Embedded âșDevelop your own OPC UA client or server â Write your own based on specifications â Github â Use an SDK OPC UA â Build
129.
Copyright © 2016
Softing Industrial. All rights reserved. 129 Your Code Open Source OPC Foundation RCL Open Source GPL Commercial Commercial OPC UA â Build
130.
Copyright © 2016
Softing Industrial. All rights reserved. 130 âșBuy an Off-the-Shelf OPC UA Product â Stand-Alone â Embedded âșDevelop your own OPC UA client or server â Write your own based on specifications â Github â Use an SDK OPC UA â Build
131.
Copyright © 2016
Softing Industrial. All rights reserved. 131 Your Code Open Source OPC Foundation RCL Open Source GPL Commercial Commercial OPC UA â Build
132.
Copyright © 2016
Softing Industrial. All rights reserved. 132
133.
Copyright © 2016
Softing Industrial. All rights reserved. 133
134.
Copyright © 2016
Softing Industrial. All rights reserved. 134 âșBuy an Off-the-Shelf OPC UA Product â Stand-Alone â Embedded âșDevelop your own OPC UA client or server â Write your own based on specifications â Github â Use an SDK OPC UA â Build
135.
Copyright © 2016
Softing Industrial. All rights reserved. 135 Your Code Open Source OPC Foundation RCL Open Source GPL Commercial Commercial OPC UA â Build
136.
Copyright © 2016
Softing Industrial. All rights reserved. 136
137.
Copyright © 2016
Softing Industrial. All rights reserved. 137 âș Professional quality for industrial usage âș Optimized, industry hardened performance âș Certified solution âș Sample projects, Getting-Started tutorials âș Product maintenance and support âș Product warranty and liability OPC UA â Toolkits / SDKâs
138.
Copyright © 2016
Softing Industrial. All rights reserved. 138 âș Use Case âș Programming Language âș UA Profile âș Size and Performance comparison âș Ease of Use âș Price / Business Model OPC UA â Toolkits Evaluation
139.
Copyright © 2016
Softing Industrial. All rights reserved. 139
140.
Copyright © 2016
Softing Industrial. All rights reserved. 140
141.
Copyright © 2016
Softing Industrial. All rights reserved. 141
142.
Copyright © 2016
Softing Industrial. All rights reserved. 142 Face-to-Face Virtual OPC UA â Zertifizierung-Workshops
143.
Copyright © 2016
Softing Industrial. All rights reserved. 143 Compliance Interoperability Robustness Resources Product + more⊠OPC UA - Zerfifizierungsprozess
144.
Copyright © 2016
Softing Industrial. All rights reserved. 144 1 4 âThe selected solution must have the Standard UA Server Profile from the OPC Foundation.â RFQ
145.
Copyright © 2016
Softing Industrial. All rights reserved. 145
146.
Copyright © 2016
Softing Industrial. All rights reserved. 146 opcfoundation.org
147.
Copyright © 2016
Softing Industrial. All rights reserved. 147 Datenorientierte Firmen dominieren die globale Wirtschaft ©Google,Amazon,Facebook,Apple
148.
Copyright © 2016
Softing Industrial. All rights reserved. 148 Industriefirmen verbinden sich mit Datenprofis ©Microsoft,SAP,GE,Siemens
149.
Copyright © 2016
Softing Industrial. All rights reserved. 149 Algorithmus EntscheidungDaten ©PeterSeeberg/Softing,2016
150.
Copyright © 2016
Softing Industrial. All rights reserved. 150 Algorithmus EntscheidungDaten ©PeterSeeberg/Softing,2016
151.
Copyright © 2016
Softing Industrial. All rights reserved. 151
152.
Copyright © 2016
Softing Industrial. All rights reserved. 152
153.
Copyright © 2016
Softing Industrial. All rights reserved. 153 ©Udacity,2016
154.
Copyright © 2016
Softing Industrial. All rights reserved. 154 ©AndrewNg,2016
155.
Copyright © 2016
Softing Industrial. All rights reserved. 155 ©AndrewNg,2016
156.
Copyright © 2016
Softing Industrial. All rights reserved. 156 ©AndrewNg,2016
157.
Copyright © 2016
Softing Industrial. All rights reserved. 157 ©AndrewNg,2016
158.
Copyright © 2016
Softing Industrial. All rights reserved. 158 ©TechnischenUniversitÀtDelft(TUDelft),Microsoft, INGBank,MuseumHetRembrandthuisundMaurithuis,2016
159.
Copyright © 2016
Softing Industrial. All rights reserved. 159 ©AndrewNg,2016
160.
Copyright © 2016
Softing Industrial. All rights reserved. 160
161.
Copyright © 2016
Softing Industrial. All rights reserved. 161
162.
Copyright © 2016
Softing Industrial. All rights reserved. 162
163.
Copyright © 2016
Softing Industrial. All rights reserved. 163 ©Microsoft,2015
164.
Copyright © 2016
Softing Industrial. All rights reserved. 164 ©Apple,2015
165.
Copyright © 2016
Softing Industrial. All rights reserved. 165 ©Google,2015
166.
Copyright © 2016
Softing Industrial. All rights reserved. 166 ©Microsoft,2015
167.
Copyright © 2016
Softing Industrial. All rights reserved. 167 ©Microsoft,2016
168.
Copyright © 2016
Softing Industrial. All rights reserved. 168 âMittlerweile könne man dank technischer Anwendungen wie Skype die richtigen Ăbersetzer zuschalten.â ©Google,2016
169.
Copyright © 2016
Softing Industrial. All rights reserved. 169 ©Microsoft,2015
170.
Copyright © 2016
Softing Industrial. All rights reserved. 170 Frank-JĂŒrgen Weise, Leiter des Bundesamtes fĂŒr Migration und FlĂŒchtlinge âMittlerweile könne man dank technischer Anwendungen wie Skype die richtigen Ăbersetzer zuschalten.â Eine Million AsylantrĂ€ge sollen 2016 entschieden werden âWir verkĂŒrzen nun die unertrĂ€glichen Wartezeiten.â
171.
Copyright © 2016
Softing Industrial. All rights reserved. 171 google ©Google,2015
172.
Copyright © 2016
Softing Industrial. All rights reserved. 172 azure ©Microsoft,2015
173.
Copyright © 2016
Softing Industrial. All rights reserved. 173 sap ©Microsoft,2015
174.
Copyright © 2016
Softing Industrial. All rights reserved. 174 ©IBM,2015
175.
Copyright © 2016
Softing Industrial. All rights reserved. 175 sap ©SAP,2015
176.
Copyright © 2016
Softing Industrial. All rights reserved. 176 IBM macht MĂŒnchen zur Watson IoT-Hauptstadt
177.
Copyright © 2016
Softing Industrial. All rights reserved. 177 ©Heise,2016
178.
Copyright © 2016
Softing Industrial. All rights reserved. 178
179.
Copyright © 2016
Softing Industrial. All rights reserved. 179 ©Google,2016
180.
Copyright © 2016
Softing Industrial. All rights reserved. 180 ©RaymondKurzweil,2015 ©JĂŒrgenSchmidhuber,2015
181.
Copyright © 2016
Softing Industrial. All rights reserved. 181 ©SingularityUniversity,2015
182.
Copyright © 2016
Softing Industrial. All rights reserved. 182 ©TwentiethCenturyFox,2004
183.
Copyright © 2016
Softing Industrial. All rights reserved. 183
184.
Copyright © 2016
Softing Industrial. All rights reserved. 184
185.
Copyright © 2016
Softing Industrial. All rights reserved. 185 Algorithmus EntscheidungDaten ©PeterSeeberg/Softing,2016
186.
Copyright © 2016
Softing Industrial. All rights reserved. 186
187.
Copyright © 2016
Softing Industrial. All rights reserved. 187 Peter Seeberg Business Development Manager Industrial Data Intelligence Softing Industrial Automation GmbH www.industrial.softing.com
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