Nong Ye, Ph.D.

INTRODUCTION

CURRICULUM VITAE

PUBLICATIONS

RESEARCH AWARDS

Education

1991    Ph.D., Industrial Engineering, Purdue University, West Lafayette, Indiana, USA

1988    M.S., Computer Science, The Chinese Academy of Sciences, Beijing, China

1985    B.S., Computer Science, Peking University, Beijing, China

Academic Experience

2002-present    Professor of Industrial Engineering, Arizona State University, Tempe, Arizona

2002-2005       Affiliated Professor of Computer Science and Engineering, Arizona State University, Tempe, Arizona

2003-2005    Adjunct Professor of Electronics and Computer Science, Peking University, Beijing, P. R. China

1998-2002       Associate Professor of Industrial Engineering, Arizona State University, Tempe, Arizona

1994-1998             Assistant Professor of Industrial Engineering, University of Illinois at Chicago, Chicago, Illinois

1991-1994       Assistant Professor of Human Factors Engineering, Wright State University, Dayton, Ohio

Other Work Experience

2006                Consultant, General Dynamics C4 Systems, Scottsdale, Arizona

1997-1998             Visiting Scientist and Consultant, Manufacturing Systems Integration Division, National Institute of Standards and Technology, Gaithersburg, Maryland

1997                                Summer Faculty Fellow, Information Directorate, United States Air Force Research Laboratory, Rome, New York

1989-1991       NEC Research Fellow, Purdue University, West Lafayette, Indiana

Collaborative Work with Industry

Banner Alzheimer’s Institute and Samaritan PET Center, Symantec Corporation, General Dynamics C4 Systems, AT&T Research Labs, Motorola, Inc., Caterpillar Inc., BF Goodrich Aerospace Inc., Globe Products Inc., and Whirlpool Corporation

PUBLICATIONS

Refereed Archival Journal Papers

Published and Accepted Work: 76 papers

76.  N. Ye, and Q. Chen, “Attack-norm separation for detecting attack-induced quality problems on computers and networks.” Quality and Reliability Engineering International, Vol. 23, No. 5, 2007, pp. 545-553.

75.  X. Xu, and N. Ye, “Minimization of job waiting time variance on identical parallel machines.” IEEE Transactions on Systems, Man, and Cybernetics, Part C, Vol. 37, No. 5, 2007, pp. 917-927.

74.  N. Ye, T. Farley, X. Li, and B. Harish, “Batch scheduled admission control for computer and network systems.” Information, Knowledge, Systems Management, Vol. 5, No. 4, 2005/2006, pp. 211-226.

73. N. Ye, X. Li, T. Farley, and X. Xu, “Job scheduling methods for reducing waiting time variance.” Computers & Operations Research, Vol. 34, No. 10, 2007, pp. 3069-3083.

72. X. Li, N. Ye, X. Xu, and R. Sawhey, “Influencing factors of job waiting time variance on a single machine.” European Journal of Industrial Engineering, Vol. 1, No. 1, 2007, pp. 56-73.

71. X. Li, N. Ye, Tieming Liu, and Yang Sun, “Job scheduling to minimize the weighted waiting time variance of jobs.” Computers & Industrial Engineering, Vol. 52, No. 1, 2007, pp. 41-56.

70. N. Ye, C. Newman, and T. Farley, “A system-fault-risk framework for cyber attack classification.” Information, Knowledge, Systems Management, Vol. 5, No. 2, 2006, pp. 135-151.

69.  N. Ye, T. Farley, and D. K. Lakshminarasimhan, "An Attack-Norm Separation Approach for Detecting Cyber Attacks," Information Systems Frontiers, Vol. 8, No. 3, 2006, pp. 163-177.

68. Z. Yang, N. Ye, and Y.-C. Lai, “QoS model of a router with feedback control.” Quality and Reliability Engineering International, Vol. 22, No. 4., 2006, pp. 429-444.

67. N. Ye, and T. Farley, “Information sharing and control in homogeneous and heterogeneous supply networks.” International Journal of Modeling and Simulation, Vol. 26, No. 2, 2006, pp. 160-168.

66. N. Ye, D. Parmar, and C. M. Borror, “A hybrid SPC method with the Chi-square distance monitoring procedure for large-scale, complex process data.” Quality and Reliability Engineering International, Vol. 22, No. 4, 2006, pp. 393-402.

65. X. Li, and N. Ye, “A supervised clustering and classification algorithm for mining data with mixed variables.” IEEE Transactions on Systems, Man, and Cybernetics, Part A, Vol. 36, No. 2, 2006, pp. 396-406.

64. N. Ye, B. Harish, and T. Farley, “Attack profiles to derive data observables, features, and characteristics of cyber attacks.” Information, Knowledge, Systems Management, Vol. 5, No. 1, 2006, pp. 23-47.

63. N. Ye and T. Farley, “A scientific approach to cyberattack detection.” IEEE Computer, Vol. 38, No. 11, 2005, pp. 55-61.

62. N. Ye, Z. Yang, Y.-C. Lai, and Toni Farley, “Enhancing router QoS through job scheduling with weighted shortest processing time—adjusted.” Computers & Operations Research, Vol. 32, No. 9, 2005, pp. 2255-2269.

61. N. Ye, E. Gel, X. Li, T. Farley, and Y.-C. Lai, “Web-server QoS models: Applying scheduling rules from production planning.” Computers & Operations Research, Vol. 32, No. 5, 2005, pp. 1147-1164.

60. T. Wu, N. Ye, and D. Zhang, “Comparison of distributed methods for resource allocation.” International Journal of Production Research, Vol. 43, No. 3, 2005, pp. 515-536.

59. X. Li, and N. Ye, “A supervised clustering algorithm for mining normal and intrusive activity patterns in computer intrusion detection.” Knowledge and Information Systems, Vol. 8, No. 4, 2005, pp. 498-509.

58. L. Zhao, K. Park, Y.-C. Lai, and N. Ye, ``Tolerance of scale-free networks against attack-induced cascades.'' Physical Review E, Vol. 72, No. 2, 2005, pp. 025104-1 to 025104-4.

57. K. Park, Y.-C. Lai, and N. Ye, “Self-organized scale-free networks.” Physical Review E, Vol. 72, No. 2, 2005, pp. 026131-1 to 026131-5.

56. K. Park, Y.-C. Lai, L. Zhao, and N. Ye, ``Jamming in complex gradient networks.'' Physical Review E, Vol. 71, No. 6, 2005, pp. 065105-1 to 065105-4.

55. L. Zhao, Y.-C. Lai, K. Park, and N. Ye, “Onset of traffic congestion in complex networks.” Physical Review E, Vol. 71, No. 2, 2005, pp. 026125-1 to 026125-8.

54. N. Ye, Q. Chen, and C. Borror, “EWMA forecast of normal system activity for computer intrusion detection.” IEEE Transactions on Reliability, Vol. 53, No. 4, 2004, pp. 557-566.

53. N. Ye, Y. Zhang, and C. M. Borror, “Robustness of the Markov-chain model for cyber-attack detection.” IEEE Transactions on Reliability, Vol. 53, No. 1, 2004, pp. 116-123.

52. N. Ye and O. S. Saydjari, “Introduction to special section on: quality/reliability engineering of information systems,” IEEE Transactions on Reliability, Vol. 53, No. 1, 2004, pp. 102.

51. N. Ye, T. Farley, D. Aswath, “Data measures and collection points to detect traffic changes on large-scale computer networks.” Information, Knowledge, Systems Management, Vol. 4, No. 4, 2004, pp. 215-224.

50. K. Park, Y.-C. Lai, and N. Ye, “Characterization of weighted complex networks.” Physical Review E, Vol. 70, No. 2, 2004, pp. 026109-1 to026109-4.

49. Y. Chen, T. Farley, and N. Ye, “QoS requirements of network applications on the Internet.” Information, Knowledge, Systems Management, Vol. 4, No.1, 2004, pp. 55-76.

48. N. Ye, and Q. Chen, “Computer intrusion detection through EWMA for auto-correlated and uncorrelated data.” IEEE Transactions on Reliability, Vol. 52, No. 1, 2003, pp. 73-82.

47. N. Ye, C. Borror, and D. Parmar, “Scalable chi square distance versus conventional statistical distance for process monitoring with uncorrelated data variables.” Quality and Reliability Engineering International, Vol. 19, No. 6, 2003, pp. 505-515.

46. N. Ye, Y.-C. Lai, and T. Farley, “Dependable information infrastructures as complex adaptive systems.” Systems Engineering, Vol. 6, No. 4, 2003, pp.225-237.

45. N. Ye, “An information processing model for human-computer integrated assembly planning systems.” JCIIE, Vol. 20, No. 3, 2003, pp. 220-229.

44. Y.-C. Lai, Z. Liu, and N. Ye, ``Infection dynamics on growing networks.'' International Journal of Modern Physics B, Vol. 17, 2003, pp. 4045-4061.

43. Y.-C. Lai, and N. Ye, “Recent developments in chaotic time series analysis.” International Journal of Bifurcation and Chaos, Vol. 13, No. 6, 2003, pp. 1383-1422.

42. Z. Liu, Y.-C. Lai, and N. Ye, “Propagation and immunization of infection on general networks with both homogeneous and heterogeneous components.” Physical Review E, Vol. 67, 031911, 2003, pp. 031911-1 to 031911-5.

41. N. Ye, X. Li, and T. Farley, “A data mining technique for discovering distinct patterns of hand signs: Implications in User Training and Computer Interface Design.” Ergonomics, Vol. 46, No. 1-3, 2002, pp. 188-196.

40. N. Ye, C. Borror, and Y. Zhang, “EWMA techniques for computer intrusion detection through anomalous changes in event intensity.” Quality and Reliability Engineering International, Vol. 18, No. 6, 2002, pp. 443-451.

39. N. Ye, S. M. Emran, Q. Chen, and S. Vilbert, “Multivariate statistical analysis of audit trails for host-based intrusion detection.” IEEE Transactions on Computers, Vol. 51. No. 7, 2002, pp. 810-820.

38. N. Ye, and X. Li, “A scalable, incremental learning algorithm for classification problems.” Computers & Industrial Engineering Journal, Vol. 43, No. 4, 2002, pp. 677-692.

37. N. Ye, T. Ehiabor, and Y. Zhang, “First-order versus high-order stochastic models for computer intrusion detection.” Quality and Reliability Engineering International, Vol. 18, No. 3, 2002, pp. 243-250.

36. N. Ye, “Information infrastructure of engineering collaboration in a distributed virtual enterprise.” International Journal of Computer Integrated Manufacturing, Vol. 15, No. 3, 2002, pp. 265-273.

35. N. Ye, “QoS-centric stateful resource management in information systems.” Information Systems Frontiers, Vol. 4, No. 2, 2002, pp. 149-160.

34. S. M. Emran, and N. Ye, “Robustness of chi-square and Canberra techniques in detecting intrusions into information systems.” Quality and Reliability Engineering International, Vol. 18, No. 1, 2002, pp. 19-28.

33. X. Li, and N. Ye, “Grid- and dummy-cluster-based learning of normal and intrusive clusters for computer intrusion detection.” Quality and Reliability Engineering International, Vol. 18, No. 3, 2002, pp. 231-242.

32. Z. Liu, Y.-C. Lai, N. Ye, and P. Dasgupta, “Connectivity distribution and attack tolerance of general networks with both preferential and random attachments.” Physics Letters A, Vol. 303, 2002, pp. 337-344.

31.  Z. Liu, Y.-C. Lai, and N. Ye, “Statistical properties and attack tolerance of growing networks with algebraic preferential attachment.” Physical Review E, Vol. 66, 2002, pp. 036112-1 to 036112-7.

30. N. Ye, X. Li, Q. Chen, S. M. Emran, and M. Xu, “Probabilistic techniques for intrusion detection based on computer audit data.” IEEE Transactions on Systems, Man, and Cybernetics, Vol. 31, No. 4, 2001, pp. 266-274.

29. N. Ye, V. Nguyen, and G. Runger, “Assessment of operation plan performance under uncertainty.” IEEE Transactions on Systems, Man, and Cybernetics, Vol. 31, No. 2, 2001, pp. 256-260.

28.  N. Ye, J. Giordano, and J. Feldman, “A process control approach to cyber attack detection.” Communications of the ACM, Vol. 44, No. 8, 2001, pp. 76-82.

27.  N. Ye, and Q. Chen, “An anomaly detection technique based on a chi-square statistic for detecting intrusions into information systems.” Quality and Reliability Engineering International, Vol. 17, No. 2, 2001, pp. 105 - 112.

26.  N. Ye, “Robust intrusion tolerance for information systems.” Information Management and Computer Security, Vol. 9, No. 1, 2001, pp. 38-43.

25.  N. Ye, “A hierarchical, distributed architecture of command and control.” Information, Knowledge, Systems Management, Vol. 2, No. 3, 2001, pp. 261-269.

24.  X. Li, and N. Ye, “Decision tree classifiers for computer intrusion detection.” Journal of Parallel and Distributed Computing Practices, Vol. 4, No. 2, 2001, pp. 179-190.

23.  S. M. Emran, and N. Ye, “A system architecture for computer intrusion detection.” Information, Knowledge, Systems Management, Vol. 2, No. 3, 2001, pp. 271-290.

22.  N. Ye, Q. Zhong, and G. Rahn, “Confidence assessment of quality prediction from process measurement in sequential manufacturing processes.” IEEE Transactions on Electronic Packaging  Manufacturing, Vol. 23, No. 3, 2000, pp. 177-184.

21.  N. Ye, P. Banerjee, A. Banerjee, and F. Dech, “A comparative study of assembly planning in traditional and virtual environments.” IEEE Transactions on Systems, Man, and Cybernetics, Vol. 29, No. 4, 1999, pp. 546-555.

20.  A. Banerjee, P. Banerjee, N. Ye, and F. Dech, “Assembly planning effectiveness using virtual reality.” Presence: Teleoperators and Virtual Environments, Vol. 8, No. 2, 1999, pp. 204-217.

19.  N. Ye, “The MDS-ANAVA technique for assessing knowledge representation differences between skill groups.” IEEE Transactions on Systems, Man and Cybernetics, Vol. 28, No. 5, 1998, pp. 586-600.

18.  N. Ye, “Neural networks approach to user modeling and intelligent interface: A review and reappraisal.” International Journal of Human-Computer Interaction, Vol. 9, No. 1, 1997, pp. 3-24.

17.  N. Ye, “Objective and consistent analysis of group differences in knowledge representation.” International Journal of Cognitive Ergonomics, Vol. 1, No. 2, 1997, pp. 169-187.

16.  N. Ye, and B. Zhao, “Automatic setting of article format through neural networks.” International Journal of Human-Computer Interaction, Vol. 9, No. 1, 1997, pp. 81-100.

15.  N. Ye, “The presentation of knowledge and state information for system fault diagnosis.” IEEE Transactions on Reliability, Vol. 45, No. 4, 1996, pp. 638-645.

14.  N. Ye, “A hierarchy of system-oriented knowledge for diagnosis of manufacturing system faults.” Information and System Engineering, Vol. 2, No. 2, 1996, pp. 79-103.

13.  N. Ye, “Self-adapting decision support for interactive fault diagnosis of manufacturing systems.” International Journal of Computer Integrated Manufacturing, Vol. 9, No. 5, 1996, pp. 392-401.

12.  N. Ye, and D. A. Urzi, “Heuristic rules and strategies of assembly planning: Experiment and Implications in the design of assembly decision support system.” International Journal of Production Research, Vol. 34, No. 8, 1996, pp. 2211-2228.

11.  N. Ye, and G. Salvendy, “Expert-novice knowledge of computer programming at different levels of abstraction.” Ergonomics, Vol. 39, No. 3, 1996, pp. 461-481.

10.  N. Ye, and G. Salvendy, “An objective approach to exploring skill differences in strategies of computer program comprehension.” Behaviour & Information Technology, Vol. 15, No. 3, 1996, pp. 139-148.

9.  C. B. Swider, and N. Ye, “Effect of information at different stages of users’ training.” Perceptual and Motor Skills, Vol. 83, 1996, pp. 747-754.

8.  L. K. Hennings, and N. Ye, “Interaction of screen distances, screen letter heights and source document distances.” Interacting with computers, Vol. 8, No. 4, 1996, pp. 311-322.

7.  N. Ye, and B. Zhao, “A hybrid intelligent system for fault diagnosis of advanced manufacturing system.” International Journal of Production Research, Vol. 34, No. 2, 1996, pp. 555-576.

6.  R. D. Caldwell, N. Ye, and D. A. Urzi, “Re-engineering the product development cycle and future enhancements of the computer integrated manufacturing environment.” International Journal of Computer Integrated Manufacturing, Vol. 8, No. 6, 1995, pp. 441-447.

5.  N. Ye, and G. Salvendy, “Quantitative and qualitative differences between experts and novices in chunking computer software knowledge.” International Journal of Human-Computer Interaction, Vol. 6, No. 1, 1994, pp. 105-118.

4.  N. Ye, B. Zhao, and G. Salvendy, “Neural-networks-aided fault diagnosis in supervisory control of advanced manufacturing systems.” International Journal of Advanced Manufacturing Technology, Vol. 8, 1993, pp. 200-209.

3.  N. Ye, and G. Salvendy, “Cognitive engineering based knowledge representation in neural networks.” Behaviour & Information Technology, Vol. 10, No. 5, 1991, pp. 403-418.

2.  C. Zhong, and N. Ye “JSD methodology in software engineering.” Journal of Computer Science, No. 6, 1988, pp. 33-38.

1.  C. Zhong, and N. Ye, “The conceptual framework of software engineering.” Journal of Computer Science, No. 1, 1988, pp. 50-56.

Book Publishing

Books

3.   N. Ye, Secure Computer and Network Systems: Modeling, Analysis and Design, London, UK: John Wiley & Sons, 2008, ISBN 978-0-470-02324-2 (304 pages).

**Out now!** Read more and buy online at Secure Computer and Network Systems : Modeling, Analysis and Design

2.      N. Ye (ed.), The Handbook of Data Mining. Mahwah, New Jersey: Lawrence Erlbaum Associates, 2003, ISBN 0-8058-4081-8. (689 pages)

1.      H. K. Bhargava, and N. Ye (eds.), Computational Modeling and Problem Solving in the Networked World. Norwell, MA: Kluwar Academic Publishers, 2003, ISBN 1-4020-7295-3. (325 pages)

Book Chapters

6. X. Li, and N. Ye, “Chapter 16. Intrusion detection and information infrastructure protection,” in H. Chen, T.S. Raghu, R. Ramesh, A. Vinze, and D. Zeng (eds.), Handbooks in Information Systems, Vol. 2.Information Security, Elsevier, 2007.

5.      N. Ye, “Dependability of Computer and Network Systems”, in A. B. Badiru (ed.), The Handbook of Industrial and Systems Engineering, Boca Raton, Florida: CRC Press, 2005, ISBN 0-8493-2719-9, pp. 21-1 to 21-18.

4.      N. Ye, “Network security and quality of service,” in M. D. Licker (ed.), McGraw-Hill Yearbook of Science & Technology 2005, New York, New York: McGraw Hill, 2005, pp. 232-235. ISBN 0-07-144504-8 (426 pages)

3.      N. Ye, “Mining computer and network security data,” in N. Ye (ed.), The Handbook of Data Mining. Mahwah, New Jersey: Lawrence Erlbaum Associates, 2003, pp. 617-636. ISBN 0-8058-4081-8. (689 pages)

2.      Y.-C. Lai, Z. Liu, and N. Ye, “Nonlinear time series analysis,” in N. Ye (ed.), The Handbook of Data Mining. Mahwah, New Jersey: Lawrence Erlbaum Associates, 2003, pp. 305-340.

1.      N. Ye, “Process Control,” In B. Wang (ed.), Integrated Product, Process and Enterprise Design. Chapman & Hall, 1998, pp. 225-245.

Patents

1.      N. Ye, and X. Li, “Method for Classifying Data Using Clustering and Classification Algorithm Supervised,” United State Patent No. 6907436 (issued June 14, 2005), ASU Case No. M1-015.

2.      N. Ye, X. Li, T. Farley, and B. Harish, “Job Scheduling Techniques to Reduce the Variance of Waiting Time,” United State Patent Application No. 20040237087 (Patent exposure filed November 25, 2004; Patent filed May 10, 2006.), ASU Case No. M3-069 and ASU Case No. M3-080.

RESEARCH AWARDS

Sponsored Research – External Grants, Contracts and Awards: $8M+

1.      Department of Defense through Air Force Office of Scientific Research

“MURI CIP: A Complex Adaptive System Approach to QoS Assurance and Stateful Resource Management for Dependable Information Infrastructure”

N. Ye (Principal Investigator)

May 2001 – December 2006

2.      Advanced Research and Development Activities/Air Force Research Laboratory

“Cyber Signal/Noise Characteristics and Sensor Models for Early Cyber Indications and Warning”

 N. Ye (Principal Investigator)

 September 2003 – February 2005

 Subcontractors: Symantec Corporations and AT&T Research Labs

3.      Air Force Office of Scientific Research

“Equipment for Research on Intrusion and Damage Assessment”

N. Ye (Principal Investigator)

May 2004 – April 2005

4.      Air Force Office of Scientific Research

“Automatic Extraction and Coordination of Audit Data and Features for Intrusion and Damage Assessment”

N. Ye (Principal Investigator)

January 2003 – December 2005

5.      Symantec Corporation

“Computer Network Security and QoS”

N. Ye (Principal Investigator)

April 2003 – March 2006

6.      Air Force Office of Scientific Research

“Equipment for Research on Dependable Information Infrastructure”

N. Ye (Principal Investigator)

May 2002 – April 2003

7.      National Science Foundation

“CAVERN - The CAVE Research Network”

N. Ye (co-PI)

October 1998 – September 2003

8.      United States Air Force Research Laboratory

“QoS and Control-Theoretic Techniques for Intrusion Tolerance”

N. Ye (Principal Investigator)

April 2001 – March 2002

9.      Air Force Office of Scientific Research

“A Process Engineering Approach to the Development and Integration of Intrusion Detection Techniques”

N. Ye (Principal Investigator)

April 1998 – December 2001

10.  Defense Advanced Research Projects Agency

“Modeling, Analysis and Control of Heterogeneous-Agent Enterprise Systems in E-Commerce”

N. Ye (Principal Investigator)

January 2001 – December 2001

11.  Symantec Corporation

“Internet Security Software Gifts”

N. Ye (Principal Investigator)

September 2001

12.  Microsoft Corporation

“Education Software Gifts”

N. Ye (co-PI)

September 2001

13.  National Institute of Standards and Technology

“Modeling and Simulation of Supply Chain Enterprises as Complex Adaptive Systems”

N. Ye (Principal Investigator)

September 2000 – September 2001

14.  National Science Foundation

“Scalable Theory of Enterprises: Control versus Emergence”

N. Ye (co-PI)

August 2000 – July 2001

15.  Defense Advanced Research Projects Agency

“The Monitoring, Detection, Isolation and Assessment of Information Warfare Attacks through Multi-Level, Multi-Scale System Modeling and Model-based Technology”

N. Ye (Principal Investigator)

May 1999 – May 2001

16.  Air Force Office of Scientific Research

“Computer Network Equipment for Intrusion Detection Research”

N. Ye (Principal Investigator)

March 1999 – March 2000

17.  Air Force Research Laboratory

“A Process Control and Diagnosis Approach to Indications and Warning of Attacks on Computer Networks”

N. Ye (Principal Investigator)

June 1998 – September 1999

18.  National Institute of Standards and Technology

“Simulation of Manual Assembly Operations”

N. Ye (Principal Investigator)

May 1999 – September 1999

19.  Air Force Office of Scientific Research

“Model-based Assessment of Campaign Plan Performance under Uncertainty”

N. Ye (Principal Investigator)

January 1998 – December 1998

20.  National Institute of Standards and Technology

“Production Systems Engineering Information Search and Archive”

N. Ye (Principal Investigator)

June 1998 – September 1998

21.  National Institute of Standards and Technology

“Production Systems Engineering”

N. Ye (Principal Investigator)

January 1998 – September 1998

22.  National Institute of Standards and Technology

“An Information Pipeline for Production Systems Engineering”

N. Ye (Principal Investigator)

December 1997 – September 1998

23.  Motorola Manufacturing Research Center

“Confidence Assessment of Product Quality from Process Measurement”

N. Ye (Principal Investigator)

August 1997 – August 1998

24.  National Science Foundation

“Evaluation of System Integration Solutions for Computer Aided Assembly Planning”

N. Ye (Principal Investigator)

July 1997 – June 1998

25.  National Institute of Standards and Technology

“Production Systems Engineering in Virtual Environments”

N. Ye (Principal Investigator)

June 1997 – August 1997

26.  National Science Foundation

“A Cognitive Engineering Approach to the Interface Design of Decision Support Systems for Machine Fault Diagnosis”

N. Ye (Principal Investigator)

September 1992 – February 1996

27.  Office of Naval Research

“MURI: Three-Dimensional Visualization and Interaction for the Design of Large-Scale Manufactured Objects”

N. Ye (co-PI)

October 1992 – September 1995

28.  National Science Foundation

“Research Experience for Undergraduates”

N. Ye (Principal Investigator)

March 1993 – February 1994

(Last updated on September 5, 2007)