鼎晟达自动化 GE 125D3625G4

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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Fanuc Model 4 A06B-0816-B001 DC Spindle Motor A06B0816B001

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Goss Allen-Bradley Pd-pn 834b Rev A6 SLC 500 CPM Module

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Fanuc controller A02B-0228-B531 A02B0228B531

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TOTAL CONTROL QPL-DEM-C02 OPERATOR INTERFACE 12.1'', SER. A, QPLDEMC02

Honeywell 51401635-150 Comm Control 51401635150

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Allen Bradley CompactLogix 1769-L35E PA4 2xIQ16 2xOB16 IF4FXOF2F AMCI 3601 2011

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BALDOR RELIANCE 933.77.04

ONE  Mitsubishi MDS-DH-V2-2020 Servo Amplifer 90 days warranty

**WARRANTY** Siemens Simatic 6ES5-246-4UA21/6ES52464UA21 Controller *MAKE OFFER*

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Allen-Bradley 5250-LP2 Lifetime Warranty !!!

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GE FANUC SERVO MOTOR A06B-0855-B190 WARRANTY

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Modicon 92-00690-01 One Year Warranty !

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CTC PARKER AUTOMATION PS10-2T2-DD1-AD3 PS10 WARRANTY

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ONE  Fanuc A06B-0257-B100 TESTED GOOD Condition

** , IN GOOD CONDITION ** 6es5921-3wb11 Siemens/6es59213wb11

ALLEN BRADLEY 20BD027A0AYNANN0

KEYSIGHT AGILENT HP 53131A

REXROTH DM-15K-1101-D

THERMO SCIENTIFIC DSP-2

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SIEMENS 6ES5-947-3UA21

FANUC A06B-0319-B241

UNITED TECHNOLOGIES TV612012S

Fanuc A06B-6088-H230#H520 Servo SPINDLE AMP TESTED GOOD Condition

Siemens Sinumerik FM-NC 6FC5357-0BH00-0XE0 6FC5 357-0BH00-0XE0 NCU 570

Siemens Simatic S7 TPM 478 6ES7478-2DA00-0AC0 6ES7 478-2DA00-0AC0 E:06

ONE  Siemens GWE 570043900300 Panelsystem P3 TESTED GOOD Condition

NEW OLD Honeywell RM7800 L 1087 BURNER CONTROL (ONLY 5CYCLES 24HOURS ),BOXZD

Allen Bradley 2711-T10C16L1 /D  |  PanelView 1000 DF1 24vdc FRN 4.20

FANUC A06B-6120-H011 SER. B POWER SUPPLY

ALLEN-BRADLEY 1336F-BX040-AN-EN DRIVE

Kearney Trecker Control Gemini Monitor 1-20679-12 Rev 3_12067912_810-20696-06

Siemens CPU Module 6ES5 947-3UA21  #48210

SIEMENS SIMATIC 6ES5946-3UA22 CPU MODULE, PROCESSOR, PCB, CIRCUIT BOARD DI

SICK OPTIC ELECTRONIC CLV-480-0010

Fanuc A16B-1010-0040 / 11D Main CPU Board / Motherboard | EXCELLENT!

SIEI SPA AV95060-KBX-5 DRIVE

SCHNEIDER C600/10/1/1/1/00 SERVO CONTROLLER

FANUC AC SPINDLE SERVO DRIVE A06B-6055-H106 TOP BOARD A20B-1001-0120

Allen-Bradley 1775-S5 A Lifetime Warranty !!!

IAI CONTROLLER SUPER SEL TYPE G 200W,SEL-G-2-AC-200C.100C,RS232C SERVO BZA

Siemens 6ES5095-8MA03 Lifetime Warranty !!!

SIEMENS 6ES7-621-6BD01-0AE3

Bosch Rexroth Motor MKD112B-024-GP0-BN Servo Motor

GIDDINGS & LEWIS MACHINE TOOLS 502-03963-10R3 (, Cleaned, Tested 2 year warr

GIDDINGS & LEWIS MACHINE TOOLS 502-03963-11R0 (, Cleaned, Tested 2 year warr

GENERAL ELECTRIC DS3800HRTA1A1A

MODICON AS-516P-007

INDRAMAT MAC063D-0-JS-3-C/095-B-0/S001

FANUC A06B-0521-B052

ALLEN BRADLEY 1336-C015-EAE-SI

WARD LEONARD 78094-33R MOTOR STARTER CONTACTOR **

6ds1402-8ba, Siemens TELEPERM 6ds14028ba TELEPERM Print

6ds4425-8aa, Siemens TELEPERM 6ds44258aa

Rofin Sinar macrolif 101119032/c Module

6es5512-5aa12 /worn - 12 months Warranty/12 Months Warranty

Simatic pcs7 OS Server 547b ie srv03 Core 2 Duo 2, 6es7650-0nh17-0yx1

Siemens 6es7650-0lh07-0yx1 SIMATIC pcs7 OS Server il43 ie

6es5252-3aa13 /worn - 12 months Warranty/12 Months Warranty

Simatic s5 CPU 948 zentralbaugrupp s5-155u 640 KB, 6es5948-3ua13

6av6545-0ah10-0ax0 /worn - 12 months Warranty/12 Months Warranty

WESTINGHOUSE 5661D26G32

WESTINGHOUSE LA3400PT

GENERAL ELECTRIC 44A392675-G01

ALLEN BRADLEY 1336VT-B025-EOP-FA2-L3

FANUC A06B-6102-H206

FOXBORO P0902XA-FBM41

1 PC  Fanuc A06B-6096-H208 Servo Amplifier In Good Condition UK

ONE  FANUC A06B-1423-B123#0721 TESTED GOOD Condition

ADEPT TECH 10845-72000

ADEPT TECH 10300-11210

Siemens TELEPERM M process control keyboard, 6ds3305-8ba,6ds3 305-8ba

BBC Assembly 88tk01 gjr1356900r1140 Geb

Siemens SICOMP IMC SMP16-CPU050 Processor 6AR1001-3AG30-0AA0 233mmx/64oPMC

LXE INC MX3X

GENERAL ELECTRIC 5CD145SA029B001

GENERAL ELECTRIC 5CD145SC013B004

ALLEN BRADLEY 1336-VT-B005-EAN-FA2-L3-S1

Telemechanique/Cutter: Altivar 71 / Type: atv71e5d18n4/18,5kW -25HP Panel

** , IN GOOD CONDITION ** 6es5581-0ea11 Siemens/6es55810ea11

Fanuc A05B-2255-C101#JGN TESTED GOOD Condition A05B-2255-C101 #JGN

Fanuc Teach Pendant A05B-2255-C101#JGN TESTED GOOD Condition

CSI INC CS1-BDA51062-S8

FANUC A16B-2200-0450

ALLEN BRADLEY 1336VT-B020-EOP-L3

FOXBORO P0400YF

SIEMENS 1FT6086-1AF71-1EG1

ALLEN BRADLEY 2711-K6C3

YASKAWA GATE BOARD  ETC620223

Fanuc Power Supply A06B-6120-H011 A06B6120H011 TESTED GOOD Condition

1 PC  ABB 3BSE018157R1 DCS AC800M In Good Condition

TURNBULL CONTROL SYS 6358

FANUC A20B-1004-0864

PALL INDUSTRIAL 1206321

YASKAWA ELECTRIC JANCD-1001B

ALLEN BRADLEY 2711-TA1

FOXBORO B0131XU

FANUC A05B-2012-C050

TECH MOTIVE TOOL 48S440-31023

OMRON F3S-NA0607P25

ALLEN BRADLEY 1326AB-B530E-21-L

GENERAL ELECTRIC DS3800HXRC

GE FANUC A06B-6087-H115

GENERAL ELECTRIC DS3800HMPJ1B1D

CUTLER HAMMER KDC3400F

ALLEN BRADLEY 1326AB-B520E-21-K5

Siemens Simoreg Microprocessor DC Drive A1-106-150-503A _ R1-106-100-502

Moore APACS+ 39SAMNAN SAM Standard Analog Module 16133-1

BAYSIDE RS115-100-SD

FANUC A06B-0147-B176

ASEA BROWN BOVERI 57310255-AV

ITE SIEMENS LMXD62S800A

ABB DSRF180 57310255-AH CHASSIS **

HONEYWELL 4DP7APXIO-21

CONAIR 614-190-03

ACCURAY 64844-004

JOHNSON CONTROLS DVN-3000-NET-ES

MODICON AS-D025-010

Omron CJ1W-PA202 CJ2H-CPU68-EIP CPU UNIT

Reliance 57C430 Lifetime Warranty !!!

(Q9-4) 1 GOULD AS-D025-010 CONTROLLER CARD

ALLEN BRADLEY 6181-AIBCBBEZZ

GENERAL ELECTRIC PQM

MODICON 91-01213-01

BALDOR RELIANCE 803611-1SRR

VIBRO METER VM600-CSA

ONE  Fanuc Industrial Use Plc Module Automation A02b-0301-B801

SIEMENS 6SN1-118-0DH23-0AA0

GENERAL ELECTRIC DS200SDCIG2AEB

BALDOR RELIANCE 0-48680-103

ALLEN BRADLEY 1318-A0B030