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“工業(yè)4.0”平臺 人工智能平臺
波爾特是DFKI所屬的深度學(xué)習(xí)能力中心主任，長期從事多媒體分析和數(shù)據(jù)采掘研究，曾獲麥肯錫商業(yè)技術(shù)獎和谷歌研究獎。DFKI是德國首個以公私合作伙伴關(guān)系（PPP）模式建立的大研究中心，分布在凱撒斯勞滕、薩爾布呂肯、不萊梅、柏林等地，主要負責(zé)應(yīng)用性基礎(chǔ)研究、產(chǎn)品功能及樣品開發(fā)、提供專利方案等。
波爾特介紹，2013年德國政府提出的“工業(yè)4.0”戰(zhàn)略就涵蓋了人工智能?！肮I(yè)4.0”戰(zhàn)略著重在制造業(yè)等領(lǐng)域利用互聯(lián)網(wǎng)、人工智能技術(shù)，將人與機器、機器與機器連接起來，實現(xiàn)智能化操作和智能化生產(chǎn)。之后，在聯(lián)邦教研部的倡導(dǎo)下成立的“工業(yè)4.0”平臺，將研究機構(gòu)、大學(xué)和企業(yè)的研發(fā)力量集中到一個平臺上，大大推進了人工智能在這個平臺下的開發(fā)和應(yīng)用。聯(lián)邦政府為這個平臺前期投資了2億歐元，并帶動了工業(yè)界和民間的投資。
人工智能與認知系統(tǒng)、會學(xué)習(xí)的機器密切關(guān)聯(lián)。因此，2017年9月，聯(lián)邦教研部又啟動了一個稱為“學(xué)習(xí)系統(tǒng)”的人工智能平臺，這是繼“工業(yè)4.0”平臺之后，德國政府推出的第二個以數(shù)字化為主題的研發(fā)平臺。這項計劃是通過開發(fā)和應(yīng)用“學(xué)習(xí)系統(tǒng)”，使未來的工作和生產(chǎn)更加靈活和節(jié)省資源，提高工作效率和生活品質(zhì)，促進經(jīng)濟、交通和能源供應(yīng)等領(lǐng)域的可持續(xù)發(fā)展。聯(lián)邦教研部部長萬卡表示：“我們必須從新的角度來思考人工智能，它就像‘工業(yè)4.0’一樣，將帶來深刻的變化，在德國起到系統(tǒng)性的推動作用?！?br /> 投資力度不夠 發(fā)展模式不同
德國新一屆政府在其組閣文件中曾6次提到人工智能，足以顯示重視程度。但與中、美相比，目前德國的投資力度還遠遠不夠，政府在項目上的投資僅數(shù)億歐元。而中國政府在2107年出臺了詳細的人工智能發(fā)展規(guī)劃，將投入數(shù)十億美元。在企業(yè)界，美國的Big Five（微軟、谷歌、蘋果、臉書和亞馬遜）和中國的BAT（百度、阿里巴巴和騰訊），投資人工智能的研發(fā)費用約為200億—300億美元。
波爾特博士介紹，德國除了投資力度不夠外，與中、美兩國明顯不同的還有發(fā)展模式。中、美兩國在互聯(lián)網(wǎng)技術(shù)方面具有優(yōu)勢，Big Five和BAT都是網(wǎng)絡(luò)巨頭，以其IT和網(wǎng)絡(luò)優(yōu)勢帶動人工智能發(fā)展。而德國的優(yōu)勢是高端機械制造業(yè)，即便是在DFKI這樣的人工智能研究機構(gòu)，很多科研人員也是來自機械工程系。他們可以做出很像樣的硬件，但在軟件開發(fā)和應(yīng)用方面略顯遲鈍。
 

1492-MUA4-A13-A17 1774 - 1756 Conversion Mounting Assembly

1494U-D60 1494U 60A Switch and Mechanism

軟啟動器 3RW40362BB04

SIMATIC STEP 7 V14 6ES7822-1AA04-0YA7 SIMATIC STEP 7 專業(yè)版 V14 試用授權(quán)

150-F85NBR SMC Flex Smart Motor Controller

1756-ENBT ControlLogix Enet/IP Comms Module

1771-PS7 1771 Power Supply

194E-A16-PE 194E Earthing-Grounding Terminal

194L-HE6E-375 Actuator Handle For Load Switch

2090-CPBM7DF-08AF60 60 m Length SpeedTec Flexible Cable

2090-XXNPMF-16S60 Kinetix Drives 60m Standard Cable

CB1N-1WPM-0140-AZ Brake cable Alpha and Beta series motor s. 14 meters (replaces 44C742238-004 cable)

GC647SGM001 GCScheduler Series and Groups Module

IC200PKG104 VersaMax Ethernet NIU starter kit with I/O.

IC646TBLCLT005 Proficy Troubleshooter for Inbligent Historian Standard, Enterprise and Corporate Clients Access 5 Users

IC647NCS000 CIMPLICITY HMI Cluster Support Option

IC690CDP002 InfoLink CD Promotional 10 Pack

IC698ACC735 Shielded single slot faceplate, package of six.

IC800VMA072 750 W VersaMotion servo amplifier

SLC/1746 System 1746-IA16 AC INPUT MODULE FOR PROGRAMMABLE CONTROLLER

Industrial Computers 6181P-17TSXPH VERSAVIEW INTEGRATED DISPLAY COMPUTER 17-INCH TFT

Application-specific products 9358-PBPCNT03ENE RSBATCH NT FOR PROCESLGIX PC BASED PHASES 03 UNITS

Operator Interface 2711-K5A3L3 PV550 MONOCHROME KEY, DH485 & RS232 PRINT

Support 9301-2SE2100R SUPT REINSTATEMENT CONTRACT FOR 93012SE2100

Support 9500-CPAKPSENS SUPT RENEWAL CONTRACT FOR 9500CPAKPSEN

ControlNet Products 9904-HYBD CONTROLNET DUAL CHANNEL HYBRID (BOX OF 90)

RSI Software Products 9301-2SE2503JPE RSVIEW32 WORKS 100K WITH RSLINX (JAPANESE)

RSI Software Products 9358-BEPNT60U2 UPGRADE: IN-SUPT: EPROCEDURE FOR NT 10 TO 60

Motion Control MPL-A540K-MJ22AA MOTOR,SERVO,19.4 NM,4000RPM,MULTI,230V,16.5KG

Motion Control 2090-XXNPMP-14S60 CABLE,NON-FLEX,MOTOR POWER,MP/1326AB,14 GAUGE,60M

GC646MDB000 Proficy GlobalCare Complete for Logic Developer PC w/Runtime 8,000 I/O""

IC641SWM711 LM 90-70 S/W, Ethernet Network, 3.5"/5.25" disks + paper docs.

IC800SSI228RP2 28A, 230V, Profibus S2K Servo Controller for MTR Series Motors

PSPC-DC-220L Prof Shop Floor SPC DC 1 User 220v

PXI-6527

SDRAM 256MB PC-133

W26361-W1571-X-02

PCI AC6011

P-II SBC

96FMCFI-2G-ET-AP2

1492-MS6X12V31-40 Connection Products

數(shù)字量輸入/輸出模塊SM 6ES7 322-1BH01-0AA0 DO/16 24VDC，0.5A，可控硅輸出，光電隔離，20pin前連接器

行程開關(guān) 3SE53122SJ12

運行版軟件 6AV2105-2KK04-0AC0 SIMATIC WinCC Runtime 專業(yè)版 Powerpack Runtime Advanced 8192 PowerTags -> Runtime 專業(yè)版 8192 PowerTags V14

1585J-M8CBJM-11 RJ45 Ethernet Media

1756-PB75K ControlLogix DC Power Supply

188-K1D010-N Miniature Circuit Breaker 1 A

194E-Y100M-1753-6N 100 A 194E Load switch

2090-CFBM7DF-CEAF60 Kinetix 60m Flexible Cable

2090-UXNFBMP-S12 MP-Series 12 m Length Feedback Cable

BC646TDV999 Viewer Development System with Proficy GlobalCare

GC647IFESGRNUNLMT GCC iFIX Optn: ESig & ERec Unl I/O Run

IC200BEM002 PLC network communications Profibus-DP slave

IC646MED010 Proficy Machine Edition Demo 10 Pack - Does not include license - Does not include Supplemental CD

IC647IFPRRNUNLMTC iFIX Profsnl SCADA Unlimited Runtime (M1Component Part)

IC660TBD022 Terminal Assembly for IC660BBD022

IC697CMM711RR Communications Coprocessor, CCM2 and CCM3

IC800MCUB12160XERR Stepping MotorCube 50 oz-in, Pulse/Direction, Encoder Feedback

ControlLogix/1756 System 1756-IB16I 10-30 VDC ISOLATED INPUT 16 PTS (36 PIN)

Industrial Computers 6182H-7TRH4B VVCE 700, TOUCH, STD MEM, ENET, AC

Process Control 9358-PBNT10ENE RSBATCH NT FOR PROCESSLOGIX 10 UNITS

Operator Interface 2711P-RAK15 PVP1500/VVCE1500 KEY/COMBO TO PV1400E KEY ADAPTER

Support 9352-WPM100R SUPT REINSTATEMENT CONTRACT FOR 9352WPM100

Support 9351-AIXR SUPT REINSTATEMENT CONTRACT FOR 9351AIX

ControlNet Products 1786-TNCLXT4 CONTROLNET TNC 75 OHM TERMINATOR PLUG

RSI Software Products 9301-2SE235KOU1R RSVIEW32 WORKS 150-5K UPGRADE OUT-SUPT (KO)

RSI Software Products 9355-WABENE RSLINX PROFESSIONAL - ENGLISH

Motion Control MPL-A310F-SK24AA MOTOR,SERVO,1.58 NM,3000RPM,SINGL,230V,BRK,4.2KG

Motion Control 2090-DANFCT-S04 CABLE, NF, MTR FBACK FOR CABLE-MTD CONN, T, 04M

BC647MODEV Motion Developer with Proficy GlobalCare Complete & H/W Key

IC5002TAW0000 12" Inbligence Industrial PC, Standard Series Win2000

IC800CBL065 Use IC800CBL068 for New Applications: B2/3000 and B6/2000 Motor Power Cable, 14 Meters

OC647HSTSCADA100 Proficy Historian for SCADA 100 pts

PCIe-6363

SBC355 386SX

P845GV

Z001-PCB-V2.1

PCM-9386

SYSNIX PCI M103C

1492-M5X10H81-90 Connection Products

1494H-BN3H6 Heavy Duty Fusible Safety Discon Switch

軟啟動器 3RW44446BC45

ET 200SP 6ES7136-6PA00-0BC0 故障安全型模塊F-PM-E 24VDC/8A PPM 標(biāo)準型，基座單元類型C0

1585D-M4TBDM-12 Micro D-Code, QD Style Ethernet Media

1756-CP3 Logix Family RS232 Programmer Cable

1794-OA8 Flex 8 Point Digital Output Module

194E-CA32E-PE-TN 194E Load switch

2085-ECR Micro800 Expansion Module End Cap

2090-DANBT-18S03 TL-Series 3m Brake Cable

20AC5P0C0AYNANC0 PowerFlex 70 AC Drive 5 A at 2.2 kW 20A

GC646MSS101 Proficy GlobalCare Complete for Logic Developer - State Standard w/Programming Cable

HE693THM409 4 ch. J, K, N, T, E, R, S, 0.5 deg C resolution, deg C/deg F engr. units

IC630MDL301RR 24Vdc Sink Input Module (16 points)

IC647HSTSS30KM-35 Historian v3.5 Standard Server 30000 Points (M4 Key)

IC660BLA021 Cover w/Label for IC660BBA021

IC695ALG616 Analog Input module, 16 channels single ended, 8 channels differential, channels are configurable for voltage and current. Can be configured for Current: 0 to 20mA, 4 to 20mA, +/- 20mA; Voltage: +/- 10V, 0 to 10V, +/- 5V, 0 to 5V, 1 to 5V. The ana

IC756WDV009E-23 DV Development Sys Visual Basic, English, Version 2.3

CompactLogix System 1769-IR6 6 CHANNEL RTD/RESISTANCE INPUT MODULE

PLC-5/1771 System 9399-FW5FBGR RSLGIX FRAMWRKS FUNCTION BUILD.GET'G RESULTS GUIDE

Distributed I/O 1799-MP20 PLASTIC MOUNTING PLATE/4 SCREWS-20 PT BOARD

Operator Interface 2711P-T6C3D PV PLUS 600 COLOR, TOUCH, DH485, DC PS

Support 9342-L2200R SUPT REINSTATEMENT CONTRACT FOR 9342L2200

Support 9358-PBPC03S SUPT RENEWAL CONTRACT FOR 9358PBPC03ENE

Support F1779-KFMSERA FIRMWARE UPGRADE FOR 1779-KFM COMMUNICATION MODULE

RSI Software Products 9301-2SE2103DEE RSVIEW32 WORKS 150 WITH RSLINX (GERMAN)

RSI Software Products 9701-VWMR075DEU1 RSVIEW ME STATION RT 15 TO 75 DISP UPGRADE(GERMAN)

RSI Software Products 9399-2SE32GR RSVIEW32 GETTING RESULTS GUIDE

Motion Control 2098-DSD-075X DRIVE, 35A/75A, ULTRA3000 W/INDEXING

ABI31200C2P/ABD QUICKPANEL 10.5" TFT W/AB DH+

IC200UMB001 VersaMax Micro 64, User Program Memory Module. Compatible with VersaMaxMicro 64 only.

IC752DFT000 Datapanel 150 - 240x64 LCD display with LEC backlight. Includes integrated keypad for data entry. Various sizes of text supported. No touch or PC/104 capability.

MTR-3S23-G-R-0-N-SRR Servo Motor Nema23 Flg with Seal

NI 9478

IOWA-8522-600-R10

ADAM-4021

GA-945PL-S3E

MATROX G2+/MILP/8D/IBM

GTS-400-PG-G

1492-J50 50 square mm Feed-Through Terminal Block

1492-SPM3D500-N MCB Supplementary Protector 50 A

軟啟動器 3RW40566BB44

CPU 模塊 6ES7 516-3AN01-0AB0 CPU 1516-3 PN/DP，1 MB 程序，5 MB 數(shù)據(jù)；10 ns ；集成 X1: 2x PN 接口，X2: 1x PN 接口，X3:1x DP 接口

152H-C135XBD-50-8L SMC-3 Pump Panel w/Line Prot.Module, FB

1738-OB8EM12 ArmorPoint 8 Point Output Module

1784-U2DN DeviceNet to PC USB Interface Cable

193-NREC5ZZ E3 Plus Replacement Overload Relay

20-750-UFB-1 PowerFlex 750 Univ Fdbk Option module

2090-CSBM1DE-18AA05 Kinetix Cable Single DSL 2090-Series

20AB9P6A3AYNACG0 PowerFlex 70 AC Drive 9.6 A at 3 Hp 20A

GA647IFPRSR00900 GCA iFIX Profsnl SCADA 900 I/O Srv

GP647IFPLDV00075 GCP iFIX Plus SCADA 75 I/O Dev

IC600BF913RR 10-50Vdc Sink Output Module

IC647HSTCR20000KM Collector Redundancy Option for Historian - Standard Server 20,000,000 Points (M4 Key)

IC647TPD700 CIMPLICITY HMI ProServer 700 I/O Development & Runtime System

IC693PCM301LT Prog. Coproc. Mdl., 192 KB (47 KB Basic Prgm), w/Port Exp. Cbl. (LT)

IC756MDV000E-97 DV Development - Alpha OpenVMS Op Sys, English, Version 9.7

MicroLogix 1000/1761 System 1761-L32AAA 32 I/O MICROLOGIX 1000

PLC-5/1771 System 1771-IL ANALOG INPUT MODULE

Distributed I/O 1792D-4BV0D 4 SINK/SOURCE INPUTS, 4 CONNECTORS

Communications 9300-RADM1 SERIES A REMOTE ACCESS MODEM (DESK TOP WITH CABLE)

Operator Interface D6190-6.5.15 CNTRLVW RAM 4MB ENHANCED MEMORY CARD(6190-MB14)MNL

Support 9356-SQLSAP250R SUPT REINSTATEMENT CONTRACT FOR 9356SQLSAP250

Support 1789-L10S SUPT RENEWAL CONTRACT FOR 1789L10

EtherNet/IP Products 9351-WESRT INTERCHANGE FOR WINDOWS RUNTIME

RSI Software Products 9301-2SE3500JPE RSVIEW32 RUNTIME 100K (JAPANESE)

RSI Software Products 9356-PRO2500U8 UPGRADE: IN-SUPT: RSSQL PROF.5000 TO 70000 TAG

Motion Control 0041-5069 N-3400 SHAFT SEAL KIT

44A735538 CPU323 Upgrade Kit latest revision

IC200CBL105 CABLE I/O NON-SHIELDED 2 CONNECTORS .5M

IC694ALG391 OUTPUT MODULE ANALOG 2 POINT CURRENT

MSI-SERVICES Professional services (Billed per hour)

cFP-AO-210

PCA-6145

DLITE/2/1/P 專業(yè)編輯卡 737-0102

SS61PD1A01 SS61PD1.5

C2W-3820V-R

DELL PE6850

CEGM45T2-SU9-M 067-10671-0001

1492-SPM2B160 MCB Supplementary Protector 16 A

軟啟動器 3RW30161BB04

電機啟動器 3VU16401MN00

150-F108NBDD SMC Flex Smart Motor Controller

1715-TASOB8DE 1715 8 Point Termination Assembly

1771-NR 1771 Analog Module

193-EC5HG E3 Plus 60-302 A Overload Relay

198E-DA1488T IEC IP42/NEMA 1 Metal Hinged Enclosure

2090-CPWM6DF-16AA01 TL-Series 1m Standard Power Cable

2094-BSP2 Kinetix 6000 Shunt Resistor

DEMOCD00100 Demo CD - See comment

GFK-0854 Series 90 Sequential Function Chart Programming Language User's Manual

IC210EDR008 Expansion unit, 24V DC Power Source, (4) 24VDC in/(4) out (Relay, 8 Amp)

IC647AUR005 PA Universal Reporting Client 5 Pak

IC647PRTEE010C Proficy Portal Enterprise Edition Client Pack 10 Users (M1 Key)

IC693CPU340RR CPU 340 Module, (16K Bytes user memory), 10K Reg., 3 msec/K

IC754VKL06MTD Starter Kit 6 In Mono View Loaded 24 VDC

MSI-DASHBOARD-50-43 Dashboard Client 50 Pack-43

SLC/1746 System 1746-RL50 REPLACEMENT OCTAL LABEL KIT FOR CTLG # 1746-OA16

Distributed I/O 1734-VHSC24 24 VDC VERY HIGH SPEED COUNTER WITH SOURCE OUTPUTS

Application-specific products 9307-8MGDBCENE RSEMETRIX MGR(0-8 METERS),W/1MSSQL CLIENT LIC.

Operator Interface 2711-CBL-PM10 10METER RS232 CABLE, PV300MICRO TO SLC/PLC

Support 9302-H1R SUPT REINSTATEMENT CONTRACT FOR 9302H1

Support 9510-PB1000ENR SUPT REINSTATEMENT CONTRACT FOR 9510PB1000EN

DeviceNet Products 1799-DNETCON 5-POSITION OPEN STYLE PLUG FOR DN

RSI Software Products 9301-2SE3350KOU2 RSVIEW32 RUNTIME 300-5K UPGRADE IN-SUPT (KO)

RSI Software Products 9307-EMCHTENE RSENERGYMETRIX CHARTPLUS

Motion Control MPL-B980C-MJ22AA MOTOR,SERVO,122.0NM,1500RPM,MULTI,460V

Silver Series 1398-DDM-150 DRIVE,150A,PEAK,ULTRA 200

HE693ADC410 4ch., +/-10Vdc Analog Input Module, 2000Vac Isolation, 14-bit resolution

IC646TRT915 1,500 I/O Point Runtime System

QPGCTDE0000 7/4" Color TFT, Ethernet, CF Card, 24VDC, UL, cUL, CE

ST-3704 STXi analog b module 4 Channels, RTD Connector Type

USB-6210

PC-488

92-005932-XXX

NDMC-035535

CWT-9300TC2

ROCKY-3703EVR

1492-RTB14N 14-Pole Screw Style Rtb Plug

WinCC 上位監(jiān)控軟件 6XV1840-2AH10 FC 標(biāo)準電纜/每米

變送器 3RS17032AD00

1497A-A3-M8-3-N Control Power Transber

1606-XLP60EQ AC or DC Input 24 to 48VDC Out 60W PS

1768-EWEB CompactLogix Enhanced Web Server Module

188-K4C160 Miniature Circuit Breaker 16 A

194R-30-NJ 194R 30 Ampere 4th Power Pole Module

2090-CPBM7DF-10AA40 MP-Series 40m Standard Cable

2090-XXNPMP-10S60 MP-Series 60 m Length Power Cable

CBL-13-ED-10 Encoder cable for MTR-1235 or MTR-1300 or MTR-1400 or MTR-1N series stepping motors connected to IMC or S2K. 10 feet

GC647SVB001 GCScheduler Visma Business Adapter

IC200PWR101LT POWER SUPPLY 120/240VAC INPUT (LT)

IC646TBLSS10K Proficy Troubleshooter for Inbligent Historian for Hist 10000 Points

IC647NGM000 CIMPLICITY HMI HONEYWELL IPC620 Communications

IC692MDR741RR 16 DC b/ 12 Relay Output 120 Vac PS

IC698CRE030 600mHz CPU, Ethernet, Redundancy

IC800VMCB100 Motor power and brake power cable for 200 W to 750 W VersaMotion servo motors- 10 meter

SLC/1746 System 1746-IO12DC COMBINATION MODULE FOR PROGRAMMABLE CONTROLLER

Industrial Computers 6180W-15KSXPH VERSAVIEW 15-INCH WORKSTATION, KEYPAD

Application-specific products 6556-PA0PM3 CLUTCH/BRAKE KIT W/ARMED CONTINUOUS PUSHBUTTON

Operator Interface 2711-T5A10L1 PV550 MONO TOUCH, DNET & RS232 PRINT

Support 9301-2SE2200JPS SUPT RENEWAL CONTRACT FOR 93012SE2200JP

Support ABTS-W102S ABT-SW102 PATHFINDER SW SUPPORT RENEWAL

ControlNet Products D1785-6.5.24 CONTROLNET PLC-5 HOT BACKUP USER MANUAL

RSI Software Products 9301-2SE250ESU5R RSVIEW32 WORKS 5K-100K UPGRADE OUT-SUPT (ES)

RSI Software Products 9358-BERP03U2R UPGRADE: OUT-SUPT: RSBW BATCH ERP 3 TO 10 SERVER

Motion Control MPL-B310P-MJ24AA MOTOR,SERVO,1.58 NM,5000RPM,MULTI,460V,BRK,4.1KG

Motion Control 2090-XXNPMP-16S30 CABLE,NON-FLEX,MOTOR POWER,MP/1326AB,16 GAUGE,30M

GC646TDV300 Proficy GlobalCare Complete for Server I/O 300 Develop/Runtime System

IC641SWP066 Series 90 Digital Event Recorder Software

IMC-200E-X-D IMC-D Series Ampless Servo Motor Controller, Enhanced

PSPC-DC100-220 Prof Shop Floor SPC DC 100 User 220v

PXI-6723