Conclusion - 基於邏輯導向的生產排程知識庫系統

For the purposes of eliciting the hidden knowledge, repositing the expertise and scheduling production Lots, we proposed a suite of Lot scheduling knowledge-based system.

In this thesis, we defined a logic-oriented knowledge representation, based upon XML, named XLogic. This achieves the usage of knowledge repository, knowledge re-use and graphic expression.

In order to acquire the knowledge of Lot scheduling easier, we designed a two-phase KA tool including meta-knowledge and knowledge acquisition. The tool provides a user-friendly and graphic interface for knowledge construction. In meta-knowledge acquisition phase, the importance and sequence of the Lot scheduling attributes are collected to verify and construct Lot scheduling logic by Meta-Logic Builder. Besides, we designed a logic translation mechanism to transform meta-knowledge to Lot scheduling Logic in XML format. In knowledge acquisition phase, we designed a graphic knowledge acquisition tool, named Logic Map Builder, to elicit the Lot scheduling logic construction, named Logic Map. Logic Map is easy to maintain and understand by expert. This is also our major goal in knowledge acquisition. Through the rule translation mechanism, we translate Logic Map into rule base. Finally, after inputting relevant facts, the Lot scheduling is done by inference via DRAMA .

The comparison of precision and accuracy between the results of our system and human experts was processed for evaluation. The results of most cases were totally matched. From the analyzed cases, we realized that a complete Logic Map can help to generate a correct Lot scheduling result which matches the logics of senior production controller. In addition, the junior production controller can benefit greatly from the Logic Map for extra Lot scheduling knowledge she/he never know.

From the feedback of human experts, it proved that the system not only has the capability to reposit and re-use Lot scheduling knowledge, but also can be a Lot scheduling tutoring system.

In the future, after accumulating more and more Logic Maps as well as enriching Lot scheduling knowledge with relative production situations, we plan to design a diagnostic mechanism of Lot scheduling knowledge construction. We hope the mechanism can help to validate and verify the Logic Map once new production controller need to construct a new Logic Map.

In addition, we hope to decrease the loading of relevant facts input by production controller in Lot scheduling inference phase. We will integrate LS-KBS with Manufacturing Execution System for automatic data exchange requirement.

Reference

[1] Yi-Ju Chang: A Learning Agent for Supervisors of Semiconductor Tool Dispatching, Master Thesis, Nation Taiwan University, Taiwan.(2001)

[2] Chang-Sheng Chen: Design and Implementation of a Unifying Intelligent DNS Management System, Doctor Dissertation, National Chiao-Tung University, Taiwan. (2003)

[3] Jin-Huei Chen : A New XML-based Knowledge Representation for Flowchart.

Master Thesis, National Chiao-Tung University, Taiwan. (2000)

[4] R.M. Dabbas, J.W. Fowler: A New Scheduling Approach Using Combined Dispatching Criteria in Wafer Fabs, IEEE Transactions on Semiconductor Manufacturing (2003)

[5] J. C. Giarratano, G. D. Riley: Expert Systems principles and programming. 4^th Edition. Page(s): 182-183

[6] E. Guerrieri: Software Document Reuse with XML, Fifth International Conference on Software Reuse, Proceedings(1998)pp. 246 –254

[7] M. Ham, F. Dillard: Dynamic photo stepper dispatching/scheduling in wafer fabrication. Semiconductor Manufacturing, 2005. ISSM 2005, IEEE

International Symposium on 13-15 Sept. (2005)

[8] P. Martin and P. Eklund: “Embedding knowledge in Web documents”, Computer Networks 31 (1999) pp.1403-1409

[9] Jan-Ren May: The Design of Dispatching Rules for the Primary Machines of Wafer Fabrication Factories, Master Thesis, National Chiao-Tung University, Taiwan (1996)

[10] Garey, Michael. R., Johnson, D. S., Computers and Intractability: A Guide to the Theory of NP-Completeness. Freeman, New York. (1979)

[11] MIT's OpenCourseWare: Semiconductor Manufacturing – Chapter19 scheduling (2003)

[12] D. Rajpathak, et al.:A Generic Library of Problem Solving Methods for Scheduling Applications, K-CAP’03, October 23–25, 2003, Sanibel Island, Florida, USA.

[13] J. Sauer: Knowledge-based systems in scheduling. Knowledge-based systems techniques and applications. Vol4. Academic press (2000)

[14] S.S. Tseng, G.J. Hwang: Artificial Intelligence and Expert System : Theory, Practice and Application, Flag Publishing Co., Taiwan (2005)

[15] C.Wang, W. Shen, H. Ghenniwa: An Adaptive Negotiation Framework for Agent

Based Dynamic Manufacturing Scheduling. Systems, Man and Cybernetics.

IEEE International Conference on Volume 2. Page(s):1211 - 1216 vol.2 (2003) [16] W3C XML, World Wide Web Consortium Extensible Markup Language,

http://www.w3.org/XML/

Appendix A Evaluation Raw Data

2006/4/1

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP91201AI 1N5K026.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU8K AP92501AF 1N5K066.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP91201AI 1N5K136.1 PC 24 3 1TALCU01 M215DP00.01 2006/05/30 EALCU8K AP92501AF 1N5K140.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K145.1 PC 13 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K145.3 PC 11 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L009.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L010.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/12 EALCU11K AP92501AF 1N5L019.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L019.2 PC 2 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L027.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L028.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L029.2 PC 11 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP91201AI 1N5L073.1 PC 18 3 1TALCU01 M215DP00.01 2006/04/30 EALCU8K AP92501AF 1N5L078.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L079.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L082.1 PC 24 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP92501AF 1N5L083.2 PC 11 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP92501AF 1N5L085.1 PC 23 3 1TALCU01 M215DP00.01 2006/06/30 EALCU11K AP91201AJ 1N5L104.1 EC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU8K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L108.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L110.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L111.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K

2006/4/2

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/4/3

Product Lot Type Qty Pri Capability Recipe Due Date PPID AP91201AI 1N5K026.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU8K

AP94601AD 1N5K035.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/30 S_ALCU1S AP92501AF 1N5K066.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP91201AI 1N5K136.1 PC 24 3 1TALCU01 M215DP00.01 2006/05/30 EALCU8K AP92501AF 1N5K140.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K145.1 PC 13 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K145.3 PC 11 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L009.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L010.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/12 EALCU11K AP92501AF 1N5L019.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L019.2 PC 2 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L027.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L028.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L029.2 PC 11 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP91201AI 1N5L073.1 PC 18 3 1TALCU01 M215DP00.01 2006/04/30 EALCU8K AP92501AF 1N5L078.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L079.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L082.1 PC 24 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP92501AF 1N5L083.2 PC 11 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP92501AF 1N5L085.1 PC 23 3 1TALCU01 M215DP00.01 2006/06/30 EALCU11K AP91201AJ 1N5L104.1 EC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU8K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L108.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L110.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L111.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K APR0002AF 1N6A264.3 EC 1 2 1TAU0000 MSSD3DP0.01 2006/05/12 eS_Au08 APR0002AF 1N6A266.3 EC 2 3 1TCU0000 MTM1DP01.01 2006/05/05 NULL AP94901AF 1N6C011.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/24 S_ALCU12 APR0001AB 1N6C015.2 EC 1 3 1TCU0000 MTM1DP01.01 2006/05/19 eS_Cu06 APR0002AF 1N6C137.1 EC 24 3 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 APR0002AF 1N6C138.1 EC 24 3 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 APR0002AF 1N6C181.1 EC 24 3 1TTI0000 ZERODP00.01 2006/06/16 Ti300

2006/4/4

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP92501AF 1N5K066.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K140.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K145.1 PC 13 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K145.3 PC 11 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L009.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L010.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/12 EALCU11K AP92501AF 1N5L019.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L019.2 PC 2 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L027.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L028.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L029.2 PC 11 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L078.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L079.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L082.1 PC 24 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP92501AF 1N5L083.2 PC 11 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP92501AF 1N5L085.1 PC 23 3 1TALCU01 M215DP00.01 2006/06/30 EALCU11K AP91201AJ 1N5L104.1 EC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU8K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L108.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L110.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L111.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K APR0002AF 1N6A264.3 EC 1 2 1TAU0000 MSSD3DP0.01 2006/05/12 eS_Au08 APR0001AE 1N6B038.9 EC 1 1 1TCU0000 MSSD4DP0.01 2006/04/21 S_Cu06 APR0001AE 1N6B038.9 EC 1 1 1TCU0000 MSSD4DP0.01 2006/04/21 S_Cu06 AP93301AB 1N6C005.1 EC 24 2 1TTAAL00 M211DP00.01 2006/04/30 S_ALCU35 AP94901AF 1N6C008.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/30 S_ALCU12 AP94901AF 1N6C009.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/30 S_ALCU12 AP93101AB 1N6C012.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/16 S_ALCU2S APR0002AF 1N6C015.2 EC 1 3 1TCU0000 MTM1DP01.01 2006/05/19 eS_Cu06 AP95201AB 1N6C020.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/25 S_ALCU2S AP94701AA 1N6C022.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/20 S_ALCU1S AP95201AB 1N6C051.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/19 S_ALCU2S AP95201AB 1N6C052.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/14 S_ALCU2S APR0002AF 1N6C063.3 EC 1 3 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 APR0002AF 1N6C137.1 EC 24 3 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 APR0002AF 1N6C138.1 EC 24 3 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06

APR0002AF 1N6C138.1 EC 24 3 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 TK21501AA 1P5L021.1 EP 8 2 1TALCU00 M2CLDP00.01 2006/03/31 S_ALCUM

2006/4/5

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/4/6

Product Lot Type Qty Pri Capability Recipe Due Date PPID AP92501AF 1N5K066.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K140.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K

AP92501AF 1N5K145.1 PC 13 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5K145.3 PC 11 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L019.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L019.2 PC 2 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L027.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L028.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L029.2 PC 11 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L078.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L079.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L083.2 PC 11 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP91201AI 1N6A048.1 PC 22 4 1TALCU01 M109DP00.01 2006/04/30 EALCU5K APR0002AF 1N6A264.3 EC 1 2 1TAU0000 MSSD3DP0.01 2006/05/12 eS_Au08 APR0002AF 1P6C158.1 EP 24 3 1TCU0000 MTM1DP01.01 2006/04/15 eS_Cu06

2006/4/7

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP92501AF 1N6A065.1 PC 24 3 1TALCU01 M215DP00.01 2006/06/30 EALCU11K APR0002AF 1N6A264.3 EC 1 2 1TAU0000 MSSD3DP0.01 2006/05/12 eS_Au08 AP95201AB 1N6C021.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/25 S_ALCU2S AP94701AA 1N6C023.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/24 S_ALCU1S AP10604BD 1N6C139.1 PC 24 2 1TALSICU ALSCDP00.01 2006/04/28 ALCU8K

2006/4/8

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/4/9

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP92501AF 1N5L019.2 PC 2 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L027.1 PC 22 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L028.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L083.2 PC 11 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP91201AI 1N5L100.1 EP 24 3 1TALCU01 M215DP00.01 2006/03/30 EALCU8K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N6A065.1 PC 24 3 1TALCU01 M215DP00.01 2006/06/30 EALCU11K APR0002AF 1N6A264.3 EC 1 2 1TAU0000 MSSD3DP0.01 2006/05/12 eS_Au08 AP94701AA 1N6C024.1 EC 22 3 1TTAAL00 M200DP00.03 2006/04/24 S_ALCU1S

2006/4/10

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP92501AF 1N5K066.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K AP92501AF 1N5L083.2 PC 11 3 1TALCU01 M215DP00.01 2006/05/30 EALCU11K AP91201AI 1N5L100.1 EP 24 3 1TALCU01 M215DP00.01 2006/03/30 EALCU8K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N6A065.1 PC 24 3 1TALCU01 M215DP00.01 2006/06/30 EALCU11K APR0002AF 1N6A264.3 EC 1 2 1TAU0000 MSSD3DP0.01 2006/05/12 eS_Au08 APR0001AE 1N6B038.9 EC 1 1 1TCU0000 MSSD4DP0.01 2006/04/21 S_Cu06 AP95201AB 1N6B082.1 PC 12 2 1TTAAU01 TAU3DP00.01 2006/04/14 ETAAU4 APR0002AF 1N6C014.1 EC 12 2 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 APR0002AF 1N6C014.2 EC 12 2 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 AP95201AB 1N6C052.1 PC 24 2 1TTAAU01 TAU3DP00.01 2006/04/14 ETAAU4

Appendix B Lot Scheduling Results

Result of Human Expert 1

2006/04/01

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP92501AF 1N5L010.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/12 EALCU11K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L111.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5K066.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K

2006/04/02

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/04/03

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP94601AD 1N5K035.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/30 S_ALCU1S AP94901AF 1N6C011.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/24 S_ALCU12 APR0001AB 1N6C015.2 EC 1 3 1TCU0000 MTM1DP01.01 2006/05/19 eS_Cu06 APR0002AF 1N6C137.1 EC 24 3 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 APR0002AF 1N6C138.1 EC 24 3 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06

2006/04/04

Product Lot Type Qty Pri Capability Recipe Due Date PPID

APR0001AE 1N6B038.9 EC 1 1 1TCU0000 MSSD4DP0.01 2006/04/21 S_Cu06 AP93301AB 1N6C005.1 EC 24 2 1TTAAL00 M211DP00.01 2006/04/30 S_ALCU35 AP95201AB 1N6C052.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/14 S_ALCU2S AP93101AB 1N6C012.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/16 S_ALCU2S AP95201AB 1N6C051.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/19 S_ALCU2S

2006/04/05

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP95201AB 1N6B082.1 EC 12 3 1TTAAL00 M200DP00.03 2006/04/14 S_ALCU2S AP92501AF 1N5L010.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/12 EALCU11K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L111.1 PC 23 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K

2006/04/06

Product Lot Type Qty Pri Capability Recipe Due Date PPID

APR0002AF 1P6C158.1 EP 24 3 1TCU0000 MTM1DP01.01 2006/04/15 eS_Cu06 APR0002AF 1N6A264.3 EC 1 2 1TAU0000 MSSD3DP0.01 2006/05/12 eS_Au08 AP91201AI 1N6A048.1 PC 22 4 1TALCU01 M109DP00.01 2006/04/30 EALCU5K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K

2006/04/07

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K

2006/04/08

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP91201AI 1N5L100.1 EP 24 3 1TALCU01 M215DP00.01 2006/03/30 EALCU8K AP91201AI 1N5L097.1 PC 24 3 1TALCU01 M109DP00.01 2006/04/30 EALCU5K AP91201AI 1N6A049.1 PC 23 4 1TALCU01 M109DP00.01 2006/04/30 EALCU5K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K

2006/04/09

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP94701AA 1N6C024.1 EC 22 3 1TTAAL00 M200DP00.03 2006/04/24 S_ALCU1S AP91201AI 1N5L100.1 EP 24 3 1TALCU01 M215DP00.01 2006/03/30 EALCU8K AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5K066.1 PC 24 3 1TALCU01 M215DP00.01 2006/04/30 EALCU11K

2006/04/10

Product Lot Type Qty Pri Capability Recipe Due Date PPID

APR0001AE 1N6B038.9 EC 1 1 1TCU0000 MSSD4DP0.01 2006/04/21 S_Cu06 APR0002AF 1N6C014.1 EC 12 2 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 APR0002AF 1N6C014.2 EC 12 2 1TCU0000 MTM1DP01.01 2006/06/16 eS_Cu06 AP95201AB 1N6B082.1 PC 12 2 1TTAAU01 TAU3DP00.01 2006/04/14 ETAAU4 AP95201AB 1N6C052.1 PC 24 2 1TTAAU01 TAU3DP00.01 2006/04/14 ETAAU4

Result of Human Expert 2

2006/04/01

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/04/02

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/04/03

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/04/04

Product Lot Type Qty Pri Capability Recipe Due Date PPID

APR0001AE 1N6B038.9 EC 1 1 1TCU0000 MSSD4DP0.01 2006/04/21 S_Cu06 AP95201AB 1N6C052.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/14 S_ALCU2S AP93101AB 1N6C012.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/16 S_ALCU2S AP95201AB 1N6C051.1 EC 24 2 1TTAAL00 M200DP00.03 2006/04/19 S_ALCU2S AP95201AB 1N6C020.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/25 S_ALCU2S

2006/04/05

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/04/06

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/04/07

Product Lot Type Qty Pri Capability Recipe Due Date PPID

AP95201AB 1N6C021.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/25 S_ALCU2S AP94701AA 1N6C023.1 EC 24 3 1TTAAL00 M200DP00.03 2006/04/24 S_ALCU1S AP92501AF 1N5L084.1 PC 24 3 1TALCU01 M109DP00.01 2006/04/30 EALCU7K1 AP92501AF 1N5L107.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K AP92501AF 1N5L110.2 PC 1 3 1TALCU01 M215DP00.01 2006/04/20 EALCU11K

2006/04/08

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/04/09

Product Lot Type Qty Pri Capability Recipe Due Date PPID

2006/04/10

Product Lot Type Qty Pri Capability Recipe Due Date PPID

APR0001AE 1N6B038.9 EC 1 1 1TCU0000 MSSD4DP0.01 2006/04/21 S_Cu06

在文檔中基於邏輯導向的生產排程知識庫系統 (頁 51-72)