KD3400KW
日期：2020-8-21
自我学习能力是人工智能面临的大挑战
让机器人实施某种单一功能，比如开车、扫地，目前已经能做到，但是，机器人(或人工智能)要能具备自我学习的能力，这在目前仍是一个很大的挑战。从这一点上看，机器人要超越人目前还难以实现。
张轮：否认人工智能的威胁是不现实的，它对人类肯定有威胁，但是威胁在什么地方，我们又该如何看待这个威胁?从微观、局部地去看一些职业的或者环境的改变，肯定是有威胁的，但对人这个物种丝毫不构成威胁。机器人其实早就出现了，我们现在所理解的机器人是20世纪下半叶出现的可编程机器人，可编程机器人可以把一些算法模型融入，这样人类就有可能把自己的思想融入到机器中去。
人类目前对自己的智能并没有完全了解，在并不完全了解的情况下把人的意图传达给机器人，就存在很多的不确定性和可能性。我们的思维主要是基于生物启发，所以就出现了下棋的机器人，机器人很多地方比人强，它的计算能力比人强，它能记很多东西。但智能的一个核心问题是它不可测，我们大脑处在什么水平不可测，甚至你我之间谁更聪明，这些都不可比。
机器人的进化有两个方面，即能力和功能的拓展。让机器人实施一个功能，比如开车、扫地或者唱歌，已经都能做到。但是能力的培养，即机器人要能自我学习，这在目前的人工智能研究中是一个很大的挑战。从这一点上看，机器人想超越人，目前还难以实现。
对于人来说，“能力”的培养相当复杂，涉及到环境等外部因素以及生物大脑的发达程度和训练强度等多种内部因素，甚至涉及到遗传、血型、性格、情绪等等，伴随着人成长导致的时间和空间变化，以及由此而带来的经验、知识、推理等多种元素的积累，以及这些积累的因素的结构化合成，很难进行量化和形式化。所以，让机器人具备人的“功能”不难，而能够达到和人同样的“能力”，尤其是学习的能力，并非易事。
现在很多研究都是想让机器人聪明，譬如能具备行为能力、博弈能力，但这样的东西怎么习得?人与人之间的博弈不仅仅看输赢，很多时候是基于人的意识情感，如何让机器人有这些东西?
张卫东：我觉得要讨论人工智能是威胁还是机遇，有两个关键问题要搞清楚：什么是我们定义的人工智能，什么是我们认为的威胁。当霍金提到人工智能将给人类带来威胁时，我理解，他所指的威胁是指具备自学习能力，有智能进化功能的人工智能，可能会导致人类的消亡。现在我们使用的所谓智能设备如机器人，还不具备思考理解和情感表达的能力，只能执行程序指令完成特定的工作。这是不是我们指的人工智能?会不会导致人类的消亡?
我们现在的讨论实际上是基于人类已有的知识和经验来判断未来机器的智能是否会超越人类的智能。机器的智能也许会在某个方面，如记忆能力或逻辑推理能力方面超越人类的智能，但很难想象将来机器的智能会全面超越人类的智能。举个例子，很多人看赵本山小品时会哈哈大笑，但机器看到会笑吗?如果会，也应是在执行程序指令，而不是理解了笑话。因此，对人工智能是威胁还是机遇这个问题，我的观点是，人工智能更多地是机遇而不是威胁，人类既然有能力创造机器智能，那么在发展过程中也会创造出控制机器智能的技术。
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Label Aire 7465676 Controller Module with Cover ABY2
Allen Bradley 2113B-DAB-6P-7FEEG-47CA-901 Size 3 Bucket 100Amp Breaker CSQ
Allen Bradley 1336F-CWF100-AA-EN-HCS2-LA2 Sensorless Drive 1336 Plus II CSQ
Allen Bradley 1336-BDB-SP29C 74101-169-53 Rev 19 SPK Gate Drive Board KIM
Allen Bradley 1336-BDB-SP17B SPK Drive Gate Board 1336BDBSP17B SAR
Allen Bradley 1336-BDB-SP17B SPK Drive Gate Board 74101-482-51 SAR
Allen Bradley 196259 Rev. 01 1395 Main Control Board CSQ
Schweitzer SEL-2411 241101ACA0X0C0C1030 Programmable Automation Controller CSQ
Allen Bradley 155993 Rev.01 Drive Board 163209 Take out CSQ
Danfoss VLT6006GT4C54STR3DLF00A00C0 Drive 5HP CSQ
Danfoss VLT6008GT4C54STR3DLF00A00C0 Drive 7.5HP CSQ
Allen Bradley 1336-BDB-SP29C Rev.14 74101-169-53 Drive Board CSQ
Modicon Schneider 140MSB10100 Quantum Single AXIS Motion Module CSQ
Parker PM1-5E1-XD5 PH Monitor Touch Screen CSQ
SEW Eurodrive MDV60A0055-5A3-4-00 Umrichter Movidrive Missing Covers CSQ
Siemens 6SE7021-6ES87-2DA0 Bremseinheit / Braking Unit Simovert CSQ
Kuka KSD1-48 Servo Drive Module KSD148 Type E93DA12314B531 New Model CSQ
Allen Bradley 509-F0D Size 5 Motor Starter 3PH, 3 Pole CSQ
Siemens 1673735 D16 Interface Board 16 73 735 X1989 D16 E3 CSQ
Foxboro P0903CV-0B P0903CV0B P0903CV Annunciator Keyboard New no Box GPP
Allen Bradley 1336S-MCB-SP1B SPK Main PC Control Board 74100-071-51 Rev 09 WM2
Fisher-Rosemount Delta V KJ4001X1-BA2 2 Wide Carrier KJ4001X1BA2 NIB SAR
CMC BLM4035D-BSA00BTS Brushless DC Servo Motor 122 LB-IN WMM
Allen Bradley 74101-169-88 Rev. B SPK Drive Board BIC4
Mitsubishi A1SJ71QE71N3-T Ethernet I/F Unit 5VDC 0.53A CSQ
Det-tronics DE5400-001 005400-001 IR Sensor Module U7652 New in Box CSQ
SWAN AMI-2 Hydrazine 26.541.000 85-265 VAC 47-63 Hz 20VA GPP
Cutler Hammer FD4050LA06 Series C Industrial Circuit Breaker NIOB SAR
Allen Bradley A74104-231-53 F Drive Board KIM
YSI DIQ/S 182 Universal Transmitter XT-4 DIQ/CR3 IQ Sensor Net CSQ
UniOp BKDC-16-0042 Operator Interface Panel EXOR R&D New in Open Box DRC
Siemens 7MF4133-1CB70-1AC6-Z Pressure Transmitter with Flange BCK
Enercon GCM-5/GS Generator Protection Device with Display GCM5GS SNC
Cutler-Hammer 477B477G06 Size 5 Contactor Kit New in Open Box DEB
Siemens 7MF4032-1EA10-1NC1-Z SITRANS Transmitter 0.63-63 bar CSQ
Allen Bradley 99846-920 Power Flex DC Control Board MMC
Wago 750-645 2AI/2DO VRMS/SPM Multi 2 Channel Vibration Velocity New in Box KEV2
Kuka KSD1-48 Servo Drive Module KSD148 Type E93DA12314B531 CSQ
Giddings & Lewis 502-03840-03R0 Servo Encoder 4A0 3EI PPC
Honeywell 620-1633C Processor 8k Memory CSQ
Bently Nevada 89998-01 8999801 System Monitor NIOB SAR
Allen Bradley 170946 SPK Drive Board 170945 Rev.09 DSQ
Cutler Hammer SV9020AC-5M0B00 Power Conversion 20/25 HP Drive CSQ
Siemens 6SE7018-OTA61-Z Wechselrichter / DC Inverter Simovert VC CSQ
Allen Bradley 74103-160-51 Rev A Drive Control Board 7410316051 clean MMC
Emerson Delta V KJ3002X1-BE1 Analog Output 8 Channel KJ3002X1BE1 BCK
Allen Bradley 2711-B5A2 Panel View 550 Series C CSQ
IDEC HG2G-5ST22VF-B Micro/I 5.7" Touch Screen Display CSQ
Allen Bradley 170174 1395 SPK Drive Board 170095 Rev. 06 CSQ
Cutler Hammer SV9020AC-5M0B00 Power Conversion 20/25 HP Drive CSQ
Allen Bradley 1336F-MCB-SP1E 1336 Drive Board Rev. 21 184699 CSQ
Allen Bradley 1336-BDB-SP34D SPK Drive Board Gate 74101-169-64 REV 25 DSQ
Reliance Electric 57406-F Drive Controller BCK
Yokogawa EXA PH202G-U-E pH Transmitter New BCK
Square D 8222-0007B Surge Protector Device Surge Logic CSQ
Emerson Delta V KJ1501X1-BC1 Rev D Dual DC/DC Power Supply KJ1501X1BC1 BCK
Rosemount 333DC2N306 Hart Tri-Loop 333D CSQ
CMC Aximaster 9000D A912000D1060000 Servo Drive CSQ
Allen Bradley 148249 SPK Drive Control Board 151602 REv03 MMC
Allen Bradley 170174 1395 SPK Drive Board 170095 Rev. 03, CSQ
Allen Bradley 1336F-MCB-SP1E 1336 SPK Main Control Board 184699 Rev. 18 DSQ
Allen Bradley 2364-SPM03A 192638 REV 01 2364SPM03A SPK Drive Board BCK
Allen Bradley MPL-B320P-HK22AA AC Servo Motor 7032-05-1201 ABY2
Allen Bradley 170771 SPK Circuit Board CSQ
Allen Bradley 1336-BDB-SP28C SPK Drive Board 74101-169-78 w Mount on Back BIC2
Kuka KPS-600/20-ESC Servo Drive E93DE143E4B531 missing connector CSQ
Mitsubishi AJ71QC24 Melsec Communication Module Serial New in Open Box CSQ
Allen Bradley 170946 SPK Drive Control Board 170945 Rev.04, DSQ
Allen Bradley 60063-1 Drive Control Board 0-60063, 97-2191226, , MMC
Allen Bradley 20AD014F0AYNANC0 Power Flex 70 Drive 10HP/7.5HP BIC
Omron CJ2M-CPU35 Programmable Controller CSQ
Allen Bradley 2106B Size 1 Reversing Starter in Centerline 2100 MBB New BCK
Allen Bradley 1336-BDB-SP21D SPK 1336 Drive Board 74101-482-61 Rev.22 DSQ
Foxboro P0916N-0B PLC Module with Base FBM242 Switch External (4) GPP599.99
Allen Bradley 123143 280 Amp DC Contactor 550VDC Max 120VAC Coil BCK
Allen Bradley 170946 SPK Drive Control Board 170945 Rev.05 CSQ
Allen Bradley 170946 Rev. 03 SPK Drive Board 170945 CSQ
GE IC3600SPRD PC Board SAR
Allen Bradley 2711-K5A1 Series H Panel View 550 FRN: 4.48 BCK
Reliance Electric 45C201C Remote I/O Processor CSQ
Allen Bradley 1336F-BRF100-AA-EN-HASP-LG Sensorless Vector Drive Ser. A CSQ
Sanyo 27BA050FXTH1 Servo Amplifier Rev. B CSQ
Allen Bradley 1336-BDB-SP46D Rev.25 Drive Board 74101-169-59 CSQ
Allen Bradley 74101-181-51 Rev.08 1336-PB-SP 8C/14C/19C/23A Drive Board CSQ
TSX Momentum 170AMM0900 Analog Base 4 Channel in 2 Channel Out NOS CSQ
Ircon 48-06F Infrared Thermometer 4806F CSQ
Allen Bradley 1336F-MCB-SP1F 1336 SPK Main Control Board Rev. 23 184699 DSQ
Allen Bradley YUR918578/1AN Size 4 Motor Control Center Bucket CSQ
Omron NT631C-ST153B-EV3 Interactive Display 24VDC 18W PPC
Foxboro P0961BD GW30B Rev-0B Gateway Processor SAR
Siemens 6SC6101-2B-Z Simo-Drive 6SC61012BZ Servo Drive BIC2
Giddings & Lewis 502-03782-02R1 5020378202R1 Encoder Unit PiC900 CSQ
Samson 6126 I/P Converter 6126-022131005.00 4-20mA NIB CSQ KEV
Allen Bradley 1336-BDB-SP21D SPK 1336 Drive Board 74101-48261 Rev 21 DSQ
ABB Capacitor Contactor CSI-1708 1200V/200KVAR, 1350V CSQ
Siemens 6GK5612-0BA10-2AA3 Simatic Net Security Module MMC
Square D 8020 SCP-311R Processor Module 1/2 K Ram SY/MAX Model 300 CSQ
Crouse Hinds Cooper AFU254 Mine Signal Switch Nema Type 3 New in Box FS BCK
Siemens SMP-E431-A6 Power Supply C8451-A6-A74-5 120/230V, 2.4/1.2A 50/60Hz CSQ
CCI DCF-R5-0834 Automated Filter Controller CSQ KEV
Allen Bradley 170948 SPK Drive Board 170947 Various Revs CSQ
Westinghouse NL-739-H Form C Relay Output Module New in Open Box BCK
Dynisco PT462E-10M-3/18-M155 Thermocouple KEV2
Allen Bradley 808-M2 Speed Limit Switch 808M2 BCK
Siemens 3RX9501-0BA00 ASI Power Supply Module New FS KEV2
Wago 750-645 2AI/2DO VRMS/SPM Multi 2 Channel Vibration Velocity KEV2
GarrettCom ES42H-2ST-HD Magnum ES42 Hardened Edge Switch Refurbished BCK
Allen Bradley 193209-A08 193209A08 SK-G9-PB1 Power Interface Board BCK
HWH LR5110 DZL520057 Controller DEA5200 CSQ
ABB 58122203 ED 931118 SAFT 187 CON Drive Board CSQ
Allen Bradley 1336-BDB-SP73D Rev.21 Drive Board CSQ
Allen Bradley 145108 SPK Drive Control Board 141927 Rev 07 CSQ
Rosemount 8712HR12N0M4 Magnetic Flow Transmitter Smart Family Hart BCK
Allen Bradley 145108 SPK Drive Control Board 141927 Rev 06 CSQ
Allen Bradley 1336-BDB-SP4D SPK Drive Board 74103-244-54 Rev. Varies CSQ
Foxboro Invensys P0917LY FPS400-24 FPS40024 Power Supply 24VDC 6 Outputs SAR
Siemens 6ES7 151-8AB01-0AB0 ET200S, IM151-8 PN/DP CPU, 192 KB, CSQ
Siemens 6SE6436-2UD31-5CA0 20HP AC DRIVE SED2-15/32X 380-480VAC 3 Phase WM2
ABB FEV125100V1S4A1B1D1A0P2B3A1 WaterMaster Hart FEx100 CSQ
Modicon Schneider 170AMM09000 I/O Base Analog 4Ch IN 2Ch Out CSQ
Allen Bradley 1336-BDB-SP17C SPK Drive Gate Board 74101-482-51 Rev.19 CSQ
Allen Bradley 22B-D012H204 PowerFlex 7.5HP 14.2AMP CSQ
General Electric SPSAA Power Supply CSQ
Allen Bradley 1336-PB-SP2D Rev.01 13365 Driver Board CSQ
Allen Bradley 145472 Rev.04 Drive Board 145470 Take out CSQ
Allen Bradley 185694 Rev. 17 SPK Drive Board 1395 170095 CSQ
Honeywell 621-0020 Universal ANalog Input 6210020 CSQ
Allen Bradley YUR918578/1AT Size 3 Starter Bucket 100Amp Breaker MCC No Door CSQ
Emerson Delta V KJ3221X1-BA1 Series 2 Analog Output KJ3221X1BA1 no sticker BCK
Siemens 3794208 D8 Circuit Board 1989 CSQ
Allen Bradley 1336F-MCB-SP1F 1336 SPK Main Control Board 184699 DSQ
ABB EFLG315-2P Drive Contactor 240/500V 100/200 HP 360 A CSQ
Allen Bradley 154566 Drive Board Power Switching Board CSQ
Allen Bradley 156009 Rev.01 156007 Drive Board Take out CSQ
Allen Bradley 20BD5P0A3AYYAND0 PowerFlex 700 3 HP Drive BCK
Telemecanique ATV31HU15N4 2HP Inverter Drive Altivar 31 CSQ
Allen Bradley 22B-D012H204 PowerFlex 7.5HP 14.2AMP Missing Finger Guard CSQ
Allen Bradley 22B-D2P3C104 Series A Power Flex 40 New Other CSQ
Allen Bradley 145472 Drive Board R145470 Rev.02 Take out CSQ
Allen Bradley 142742 1336 SPK Precharge Board 142741 Rev 02 DSQ
Siemens 6SE6436-2UD31-5CA0 20HP AC DRIVE SED2-15/32X 380-480VAC 3Ph Cracked WM2
Foxboro DM900HU-0G FBM 26 Contact/VDC Input / Ouput GPP
Reliance Electric 45C202A R-Net Processor CSQ
Allen Bradley 1336-BDB-SP2C SPK Drive Board 74103-244-52 Rev. B CSQ
Schneider Electric ATV28HD12N4U 10HP Drive CSQ
Allen Bradley 185694 Rev.11 SPK Drive Board 1395 170095 DSQ
Cisco WS-C260S-24TS-L Catalyst Switch BCK
Allen Bradley 145479 SPK Drive Board 145476 Rev 4 MMC
Schmitz Engineering 850-12AN-360-F-I-C-375F-VSI Optical Encoder NEW NNB CSQ
Telemecanique Schneider ATV312HU55N4 5.5kW-7.5HP Drive V5.1 IE50 CSQ
Schweitzer SEL-311C 0311C01H2425421 Protection and Automation System CSQ
Schweitzer SEL-311C 0311C01H2325221 Protection and Automation System CSQ
Allen Bradley 185694 Rev. 13/17 1395 SPK Drive Board CSQ
Tekleen F2AC/DC-P F2ACDCP Back Wash Control SAR
Yaskawa JANCD-JCP02B-1 Rev. D Motion Board Card CSQ
Foxboro IGP20-T22E21F-M1L1B2 Pressure Transmitter BCK
Giddings & Lewis 502-03853-03RO PiC900 Programmable Industrial Computer PPC
WEG CACFW080130T3848EON1A1Z Vector Inverter CFW08 Plus CSQ
SEW Eurodrive 31C015-503-4-00 Movitrac Frequency Inverter Drive CSQ
Allen Bradley 3500 RPM Servo Motor 1.8 KW Rebuilt Unit SAR
Schenck Process Disocont Tersus VCLU20104 CSQ
Allen Bradley X-141596 Movable Contact Size C 5pc New Old Stock CSQ
Modicon MM-PM10-200 PanelMate Plus 1000 CSQ
MSA A-ULTX-PCB-E-E-0-0-0-0 Ultima XE Gas Monitor CSQ
Allen Bradley 151169 Rev. 06 151120 1336 Drive Board CSQ
Allen Bradley 2094-BC02-M02-S Kinetix 6000 Power Supply / Servo Drive PPC
Siebe MSC-MPC-001 Environmental Controls NEW CSQ
Allen Bradley 74101-500-51 Rev. C 1336T Drive Board CSQ
Valmet Metso Kajaani A4440020 V1.1 Measurement Amplifier Board A4440020V11 SAR
Valmet Metso Kajaani A4440020 V1.2 Measurement Amplifier Board A4440020V12 SAR
Valmet Metso Kajaani A4700003 V1.0 I/O Board A4700003V10 SAR
Valmet Metso Kajaani A4310014 V1.4 Server-i Analog Unit A4310014V14 SAR
Valmet Metso Kajaani A4310014 V1.5 Server-i Analog Unit A4310014V15 SAR
Valmet Metso Kajaani U4440253 V1.0 RMi Cpu300 Board U4440253V10 SAR
Foxboro L0122HY B Panel Controller 24 VDC clean CSQ
Siemens RV462 ITE XL-X Fusible Switch Bus Plug 60A 600VAC CSQ
ABB SINT2610C Rev B Main Circuit Board 68821258 CSQ
Schweitzer SEL-311C 0311C01H2325421 Protection and Automation System CSQ
Schweitzer SEL-487B 0487B06541AEEEXX7 Protection Automation Control CSQ
Pacific Scientific PMA23B-00114-00 PMA23B0011400 Servo Motor NNB BBD CSQ
UniOP ER16T-0021 Programmable Operator Panel Keyboard ER16T0021 DRC
Allen Bradley SP-144965 1395 PCB Armature Pulse Drive Board SP144965 NIB CSQ SCI
Allen Bradley SW2-32 Drive Board from 150HP DC PowerFlex, MMC