CURRICULUM VITAE
LIANYU
CHU, Ph.D.
Associate Research Engineer
California PATH Program
University of California, Berkeley
Mail Address:
Irvine, CA 92697 – 3600
URL: http://www.its.uci.edu/~lchu
1.
PERSONAL DATA
|
Mar
1996 – |
Major: Transportation
Planning and Management Dissertation
title: Study on the Theory and Methodologies of Dynamic Route Guidance Systems |
|
Aug
1993 – Mar 1996 |
M.S., Department
of Electronic Engineering Major:
Telecommunication and Electric System Thesis
title: Iterated Function Systems (IFS) Auto-generation for Fractal
Compression of Digital Image |
|
Sep
1989 – Jul
1993 |
B.E., Department of Electronic
Engineering Major: Measurement Technology and Instruments |
|
Jun 2011– present |
Associate Research
Engineer California
PATH program, University of California, Berkeley, Stationed
at California ATMS Testbed at University of California Irvine |
|
Jan 2011– |
Assistant Research
Engineer California
PATH program, University of California, Berkeley, Stationed
at California ATMS Testbed at University of California Irvine |
|
Dec 2003 – |
Assistant Research
Engineer California
Center for Innovative Transportation, University
of California, Berkeley, Stationed
at California ATMS Testbed at University of California Irvine |
|
Jul 2003 – Dec 2003 |
Assistant Research
Engineer California PATH Program, University of California, Berkeley, Stationed at California ATMS
Testbed at the University of California, Irvine |
|
Jul 2001 – Jun 2003 |
Post-Doctoral Researcher California PATH Program, University of California, Berkeley, Stationed
at California ATMS Testbed at the University of California, Irvine |
|
May 2000 – Jun 2001 |
Post-Doctoral Researcher California ATMS Testbed, University
of California, Irvine |
|
Nov
1997 – Feb 1998 |
Principal
Assistant Part-time job responsible for the website
development Jilin New Century Telecommunication & Network Corporation, China |
|
Mar
1996 – |
Electronic Engineer Part-time
job responsible for the development of wireless communication products Changchun Xunda Telecommunication Corporation, |
1.3 HONORS AND AWARDS
|
Feb
24th, 2009 |
“Bottleneck
Identification and Calibration for Corridor Management Planning” Region 2 University Transportation Research Center
2008 best Paper |
|
|
Intelligent Transportation Systems and Traffic Engineering
Expert |
|
Nov 15th, 2005 |
Certificate of Appreciation from Caltrans Traffic
Operations Program: for outstanding teaching effort during the TMC
Tools and |
|
Oct 28th, 1995 |
Science and Technology Achievement Certificate
#95062 Issued by Achievement Name: Nonlinear Vector Quantization
Based Digital Signal Compression and its Application in Telecommunication
(Vehicle Type Identification System for Toll Collection |
|
Mar 10th, 1993 |
Excellent Graduate
Certificate, Ministry of Machinery and
Electronics Industry of China |
2.
PROFESSIONAL ACTIVITIES
2.1 PROFESSIONAL AFFILIATIONS
2.2 PROFESSIONAL SERVICES
Paper Review
Proposal Review
2.3 PROFESSIONAL DEVELOPMENTS
Winter 2004 CEE298 Special Topics: Traffic Simulation Modeling
Department of Civil and Environmental
Course Website: http://www.its.uci.edu/~lchu/cee298/
This is a comprehensive introductory course to traffic simulation modeling. Topics include: introduction to some fundamental concepts of microscopic simulation modeling, traffic system and its modeling, how a simulation model works and its core algorithms, a walk–though simulation study, and applications of micro-simulation. From this class students learned how to use microscopic traffic simulation models for evaluating traffic operation strategies and planning alternatives, and for research problems.
Spring 1997 Foxbase Database
Department of Computer
Science,
This
course introduces how to use the database software: Foxbase.
3.2 STUDENT MENTORING
Current students
Ming-Hsun
Yang M.S. Student,
January
2010 – present
Advisor: Prof. Will Recker
Research Topic: Statewide
HOV performance analysis
Zhe
Sun M.S. Student, University of
California, Irvine
June
2011 – present
Advisor: Prof. Wenlong Jin
Research Topic: CTMLabs XML
feed data from Caltrans
Qijian
Gan Ph.D. Student, University of California, Irvine
July
2011 – present
Advisor: Prof. Wenlong Jin
Research Topic: JinSim
Mesoscopic Modeling
Previous students
Xing
Zheng, Ph.D. Student,
December
2005 – June 2010
Advisor: Prof. Will Recker
Research Topic: Optimal
Control for Corridor Networks
Chih-Lin Chung, Ph.D. Student,
September 2005 – June 2010
Advisor: Prof. Will Recker
Nesamani
Kalandiyur, Ph.D. Student,
June
2005 – May 2007
Advisor: Prof. Will Recker
Research Topic: Evaluation of Incorporating
Hybrid Vehicle Use of HOV Lanes
Hyunmyung Kim, Ph.D. Student,
September 2004 – June 2007
Advisor: Prof. R.
Jayakrishnan
Klayut Jintanakul, Ph.D. Student,
September 2004 – June 2007
Advisor: Prof. R.
Jayakrishnan
Ji
September
2004 – June 2007
Advisor: Prof. R.
Jayakrishnan
Research
Topic: Corridor Management Using Microscopic Simulation
YounShik
Chung, Ph.D.
Student,
March
2003 – December 2003
Advisor: Prof. Will Recker
Research Topic: Evaluation
of Automated Workzone Information Systems (AWIS)
Hee Kyung Kim, Ph.D. Student,
March
2003 – September 2003
Advisor: Prof. Mike McNally
Research Topic:
Effectiveness of Automated Workzone Information Systems (AWIS)
Chris
Breiland, M.S.
Student,
March
2004 – June 2005
Advisor: Prof. Will Recker
Research Topic: Evaluation of Incorporating
Hybrid Vehicle Use of HOV Lanes
Tyler
Bonstead, M.S. Student,
August
2004 – June 2005
Advisor: Prof. Mike McNally
Research
Topic: Simulation Modeling
Information and Computer
Sciences Department, UCI
Advisor: Prof. Will Recker
Research
Topic: Ramp metering design and evaluation platform
January
2005 – December 2005
Blake La Pierre, Undergraduate Student
Information and Computer
Sciences Department, UCI
Advisor: Prof. Will Recker
Research
Topic: Ramp metering design and evaluation platform
January
2006 – June 2007
Pierre M. Auza, Undergraduate Student
Civil and Environmental Engineering, UCI
Advisor: Prof. R.
Jayakrishnan
Research
Topic: Simulation Modeling
September
2005 – June 2007
Jennifer
Yoon, Undergraduate Students
Civil and Environmental Engineering, UCI
September
2004 – June 2005
Advisor: Prof. R.
Jayakrishnan
Research
Topic: PARAMICS
network coding
3.3
WORKSHOP/TRAINING ORGANIZED AND TAUGHT
4.1 RESEARCH INTERESTS
4.2 FUNDED RESEARCH PROJECTS
Completed project
Project
Title: Integration of the PARAMICS Software in the Framework for Testbed
Simulation and Analysis
Sponsor:
May
2000 – September 2001
Project
Title: Development and Evaluation of Adaptive Ramp Metering
Sponsor:
California Department of Transportation (Caltrans)
Award
Number: 65A0071-3013
May
2000 – September 2001
Project
Title: TMS Master Plan – I405/I5
Simulation
Sponsor:
California Department of Transportation (Caltrans)
Traffic Ops
February 2002 – August 2002
Project
Title: Real-time Traffic Information Estimation through On-line Simulation and
Hybrid Data Fusion System for ATMS Applications
Sponsor:
California Department of Transportation (Caltrans)
Award
Number: 65A0071-4143
September
2001 – June 2003
Project
Title: PATH Paramics Development and Support
Sponsor:
California Department of Transportation (Caltrans)
Award
Number: 65A0071-4304
July
2002 – June 2004
Project
Title: PATH
ATMS Testbed Support and Research
Sponsor:
California Department of Transportation (Caltrans)
Award
Number: 65A0071-4158
October
2002 – June 2004
Project
Title: Evaluation of Incorporating Hybrid Vehicle Use of HOV Lanes
Sponsor:
California Department of Transportation (Caltrans)
PI: Will Recker, Professor,
Award
Number: 65A0161-5315
May
2004 – October 2006
Project
Title: Corridor Management Plan Demonstration: I-880 simulation
Sponsor:
California Department of Transportation (Caltrans)
January
2004 – June 2006
Award Number: CCIT TO 3
PI: Hamed Benouar,
Project
Title: Integrated
Construction Zone Traffic Management
Sponsor:
California Department of Transportation (Caltrans)
PI: Michael Zhang, Professor,
Award
Number: 65A0161-5300
May
2004 – June 2007
Project
Title: Developing Calibration Tools for Microscopic Traffic Simulation
Sponsor:
California Department of Transportation (Caltrans)
PI: Michael Zhang, Professor,
Award
Number: 65A0161-5308
May
2004 – June 2007
Project
Title: Integrated Ramp Metering Design, Evaluation, and
Optimization Platform with PARAMICS Simulations
Sponsor:
California Department of Transportation (Caltrans)
PI: Will Recker, Professor,
Award
Number: 65A0161-5305
May
2004 – March 2008
Project
Title: Mixed Traffic Flow Detection based on Video and Image processing
Sponsor:
PI: Dianhai Wang, Professor,
September
2005 – June 2007
Project
Title: VII ramp metering
Sponsor:
California Department of Transportation (Caltrans)
PI: Jim Misener,
September 2006 – December 2008
Project
Title: Optimal Sensor
requirement: Corridor
Instrumentation Guidelines for Traffic Management and Traveler Information
Sponsor:
California Department of Transportation (Caltrans)
PI: Alex Bayen, Assistant Professor,
Award
Number: PATH TO 6328
March 2007 –
December 2008
Project
Title: Corridor Management Plan Demonstration: I-5 simulation
Sponsor:
California Department of Transportation (Caltrans)
July
2006 – present
PI: Hamed Benouar,
Award Number:
CCIT TO1015
May
2006 –
present
Project
Title: Optimal Control for Corridor Networks: A Mathematical Logic-Based
Modeling and Solution
Sponsor:
California Department of Transportation (Caltrans)
PI: Will Recker, Professor,
Award
Number: PATH TO 6323
September 2006 –
June 2009
Project
Title: Extension of Hybrid HOV lane Microsimulation Model to Incorporate HOT
Lanes and Non Buffer-separated Part-time HOV Lanes
Sponsor:
California Department of Transportation (Caltrans)
PI: Will Recker, Professor,
Award
Number: 65A0235
September 2006 – June 2009
Project
Title: Deploying Portable Traveler
Information Systems - Concepts,
specifications, procurement and operational procedures
Sponsor:
California Department of Transportation (Caltrans)
PI: Hamed Benouar,
January
2008 – June
2009
Project Title: Effectiveness of
Information and Control ITS Field Elements on Commuter Trips
Sponsor:
California Department of Transportation (Caltrans)
PI: Hamed Benour,
December
2008 – August
2009
Project Title: Mergex Simulation
Sponsor:
CCIT, California Department of Transportation (Caltrans)
September
2009 – December
2009
Project Title: Measuring
Traffic Performance with the Inductive Loop Detector Signature Technologies (DTRT57-10-C-10077)
Sponsor:
Federal Highway Administration
September
2010 – May2011
On-going projects
Project
Title: Web-base training for
Corridor Management Studies
Sponsor:
California Department of Transportation (Caltrans)
PI: Will Recker,
January
2008 – present
Project Title: Generating a Database /
GIS Tool to Provide Roadway Link Vehicle Activity
Sponsor:
California Air Resource Board (ARB)
PI: Will Recker,
December
2008 – present
Project
Title: High Occupancy Vehicle (HOV) System Analysis Tools: Statewide HOV
Facility Performance Analysis
Sponsor:
California Department of Transportation (Caltrans)
PI: Will Recker,
Project
Title: ATMS Testbed – Ramp
Metering Evaluation Platform
Sponsor:
California Department of Transportation (Caltrans)
PI: Will Recker,
University of California, Irvine
Project
Title: CSMP Microsimulation Evaluation
Sponsor:
California Department of Transportation
PI: Samer Madanat,
University of California, Berkeley
Project
Title: Hybrid Traffic Data Collection Roadmap – TOPL Business Case
Sponsor:
California Department of Transportation (Caltrans 51A0391)
PI: Roberto Horowitz,
University of California, Berkeley
Project
Title: Traffic Signal Alert System for Smartphone Users at Intersection
Crossing (DTRT57-11-C-10028)
Sponsor:
Federal Highway Administration
April 2011 - present
4.3 FUNDED CONSULTING PROJECTS
4.4 INVITED PRESENTATIONS
1.
Operational Performance Comparison of Limited-Access and
Continuous-Access HOV Lane Facilities, presented to Caltrans District 12
Traffic Operation Group for helping with the decision making on Orange County
HOV lane conversion, 8/ 22/ 2011.
2.
Measuring Traffic Performance with the Inductive Loop Detector Signature
Technologies, presented to USDOT Turner-Fairbank Highway Research Center,
5/10/2011.
3.
Lessons Learned from SR-57 Corridor System Management Plan, presented in
Paramcis User Group Meeting, Milwaukee, Wisconsin, Paramics User Group Meeting
2010, 10/4/2010.
4.
Ramp Metering Function Enhancement under Vissim, Vissim User Group
Meeting, Seattle, Washington, 4/22/2010, Vissim User Group Meeting 2010.
5.
Ramp Metering Plugin Mini-Workshop, presented via gotomeeting to
Caltrans and its consultants, Irvine, CA, 2/22/2010.
6.
A Behavioral Model for Ingress/Egress Decision on Buffer-separated HOV
Facilities for Microsimulation Model, presented in Transportation Research
Board 89th Annual Meeting, Washington DC, 1/11/2010.
7.
The development of a HOV driver behavior model under Paramics, San
Francisco, CA 10/9/2009, Paramics User Group Meeting 2009.
8.
Bottleneck Identification and Calibration in Simulation for Integrated
Corridor Management,presented in FHWA Integrated Corridor Systems
Management Modeling Best Practices Workshop, Irvine, CA, 9/14/2009.
9.
Integrating Macro & Micro modeling using ANM: A Collective Effort,
Vissim User Group Meeting 2009, Portland, OR, 4/30/2009.
10.
“Paramics applications in University of California”, presented in ITS
China, 10/17/2008.
11.
“Microscopic Traffic Simulation Modeling and its typical Applications”, presented to
12.
“Microscopic Traffic Simulation and its Applications”, presented in
Department of Automation,
13.
“Evaluation of Traffic Delay Reduction from Automatic Workzone
Information Systems Using Micro-simulation”, presented in the FHWA Making
Decisions from Traffic Models Workshop,
14.
“HOV lane operation studies using
microscopic simulation”, presented for the International Chinese Transportation
Professionals Association (ICTPA) Northern California Chapter,
15.
“Investigation of current and potential HOV lane operation policies”, presented in Center for Transportation Studies,
16.
“Current
California Traffic System Operation and applications of microscopic simulation
modeling”, presented to Jilin Department of Transportation of
17.
“Microscopic
Traffic Simulation Modeling and its Applications”, presented to
18.
“Microscopic
Traffic Simulation Modeling and its Applications”, presented to
19.
“Microscopic
Traffic Simulation Modeling and its Applications”, presented to Atkins
20.
“Current
California Traffic Information System and its Future”, presented to Beijing
Xinqiao Technology Development Co., Ltd., Research Institute of Highway of
Ministry of Communication of
21.
“Paramics
Simulation Modeling and its Applications”, short course presentation to
District 12 of Caltrans,
22.
“Development of
the Capability-Enhanced PARAMICS Simulation Environment”,
23.
“Evaluation of the Effectiveness of Potential
ATMIS Strategies Using Microscopic Simulation”,
24.
“Customized Simulation Modeling Using PARAMICS
Application Programming Interface”,
5.1 REFERRED JOURNAL PAPERS
1.
Ban, J. X.,
2.
Zheng, X., Recker, W. and Chu, L. (2010) Optimization of Control
Parameters for Adaptive Traffic-Actuated Signal Control, Journal of Intelligent
Transportation Systems, 14: 2, pp 95 - 108.
3.
K. S. Nesamani,
4.
Jintanakul, K.,
5.
Ban, J. X.,
6.
Breiland, C., Chu, L. and Benouar, H. (2006) Operational Effect of Allowing
Single Occupant Hybrid Vehicles into High Occupancy Vehicle Lanes, Transportation Research Record 1959, pp151-158.
7.
K. S. Nesamani,
8.
Chu, L., Kim, H.K., Chung, Y. and Recker, W. (2005) Evaluation of
Effectiveness of Automated Workzone Information Systems, Transportation Research Record 1911, pp. 73-81.
9.
Chu, L., Liu X.,
Recker, W. (2004) Using Microscopic Simulation to Evaluate Potential Intelligent
Transportation System Strategies under Nonrecurrent Congestion, Transportation
Research Record 1886, pp.76-84.
10.
Chu, L., Liu X.,
Recker, W., Zhang, H.M. (2004) Performance Evaluating of Adaptive Ramp Metering
Algorithms Using Microscopic Traffic Simulation Model, Journal of
Transportation Engineering, vol.130 (3), pp. 330-338.
11.
Wang, D., Yang
S., and
12.
Liu, H., Oh, J. S., and Oh, S., Chu, L. (2001) “On-line
Traffic Signal Control Scheme with Real-time Delay Estimation Technology”, Journal of
13.
Chu, L. and Yang, Z. (2000) Real-time Link Travel Time Estimation Based
on Fuzzy Neural
14.
Yang, Z and Chu, L. (2000) Study on the Development of Dynamic Route
Guidance Systems (DRGS), Journal of Highway and Transportation Research and
Development, Vol. 17, No.1, pp. 34-38 (in Chinese).
15.
Zhu, Z., Yang, Z., and Chu, L. (1999) Traffic Information Collection
Techniques of Urban Traffic Flow Guidance Systems (UTFGS), Journal of Jilin
University of Technology, Vol. 32, No.1, pp. 86-90 (in Chinese).
16.
17.
Yang, Z. and Chu, L. (1998) The application of DGPS to the Urban
Traffic Flow Guidance, Journal of Jilin University of Technology, Vol.28, No.1,
pp. 50-54 (in Chinese).
18.
Zhu, Y.,
19.
Chu, L. and Chen, H. Adaptive Fractal Image Encoder Based on Searching
Two Kinds of Features, Robot, Vol.17, Special, July. 1995, pp. 5-10 (in
Chinese).
5.2 REFERRED CONFERENCE PAPERS
20.
Liu, X., Chu, L., and Chen, M. (2011) Development of an Adaptive Origin‐Destination Estimation
Methodology Considering Traffic Operational Characteristics, Proceedings of the
Third International Conference on Transportation Engineering (ICTE), 2011,
pp.364-369.
21.
Recker, W. W., Jeng,
S. and
22.
Margulici, JD, Ban, J. X., Bayen, A., Chu, L., Danczyk, A., Herrera,
J-C., Herring, R., Liu, H. X., Tossavainen, O-P, and Work, D. (2008) A
FRAMEWORK FOR ANALYZING THE SENSITIVITY OF TRAFFIC DATA QUALITY TO SENSOR
LOCATION AND SPACING, presented in ITS World Congress 2008.
23.
Zheng, X and Chu, L (2008) Optimal Parameter Settings for Adaptive
Traffic-Actuated Signal Control, presented in IEEE ITS Conference 2008,
Beijing, China, Oct 13-15, 2008.
24.
25.
Alm, E., Lingham, V., Benouar
H., Ban, X., and
26.
Ban, X., Chu, L., Benouar H. (2007) Bottleneck
Calibration in Micro-Simulation for Corridor Management Using Data from Single
Loop Detectors, 14th World Congress on ITS,
27.
Chu, L. and Recker, W. (2007) TMC Operator Training Using
Microscopic Simulation, 14th World Congress on ITS,
28.
Yu, G.,
29.
Chu, L., K S Nesamani, and Benouar, H. (2007) Priority Based High
Occupancy Vehicle Lanes Operation, Transportation Research Board 86th Annual
Meeting, Preprint CD-ROM,
30.
Recker, W., Zhang, H.M.,
31.
Jin, W, Zhang, Y. and Chu, L. (2006) Measuring First-In-First-Out
Violation Among Vehicles, Transportation Research
Board 85th Annual Meeting, Preprint CD-ROM,
32.
Chu, L., Kim, H-K., Liu, X. and Recker, W. (2005) Evaluation of Traffic
Delay Reduction from Automatic Workzone Information Systems using
Micro-simulation, Transportation Research Board 84th Annual Meeting, Washington
DC, January 9-13, 2005.
33.
Chu, L., Oh, S. and Recker, W. (2005) Adaptive Kalman Filter Based
Freeway Travel time Estimation, Transportation Research Board 84th Annual
Meeting, Washington DC, January 9-13, 2005.
34.
Liu, X.,
35.
Chu, L., Liu X., Oh, J., Recker, W. (2004) A Calibration Procedure for
Microscopic Traffic Simulation, Transportation Research Board 83rd Annual
Meeting, Preprint CD-ROM,
36.
Chu, L., Yang X. (2003) Optimization of the ALINEA Ramp-metering
Control Using Genetic Algorithm with Micro-simulation, Transportation Research
Board 82nd Annual Meeting, Preprint CD-ROM, Washington DC, January 12-16, 2003.
37.
38.
Chu, L., Liu X., Recker, W. (2003) Development of the
Capability-Enhanced PARAMICS Simulation Environment, Transportation Research
Board 82nd Annual Meeting, Preprint CD-ROM,
39.
Chu, L., Liu X., Recker, W. (2002) Capability-Enhanced PARAMICS
Simulation with Developed API Library, CD proceeding of the 9th ITS World
Congress, Chicago, USA, October 14-17, 2002.
40.
Yang X., Chu, L., Recker, W. (2002) GA-based Parameter Optimization for
the ALINEA Ramp Metering Control, The 5th IEEE International Conference on
Intelligent Transportation Systems – Singapore, September 3-6, 2002.
41.
Chu, L., Liu X., Recker, W., Zhang, H.M. (2002) Development of A
Simulation Laboratory for Evaluating Ramp Metering Algorithms, Transportation
Research Board 81st Annual Meeting, Preprint CD-ROM, Washington DC,
January 13-17 2002.
42.
Yang, Z., Chu L. (1999) A Study on Locally-determined Dynamic
In-vehicle Route Guidance Systems in
43.
Yang, Z., Chu L. (1999) A Framework of Telecommunication Subsystem for
Urban Traffic Flow Guidance System (UTFGS), IEEE Conference on Vehicle
Electronics,
44.
Wang, X., Chu, L., Chen, H. (1999) A Quadtree Classified-based Fractal
Image Coding Approach, Proceedings of 5th Asian-pacific Conference on
communication and 4th Optoelectronics and Communication Conference (APCC/OECC),
Beijing, China, October 18-22, 1999.
5.3 RESEARCH REPORTS
45.
Recker, W. W.,
Zheng, X. and
46.
Recker, W. W., Jeng,
S. and
47.
Chu, L., Recker, W. and Yu, G. (2009) Integrated Ramp Metering Design and Evaluation Platform with Paramics, California
PATH Research Report, UCB-ITS-PRR-2009-10.
48.
CCIT,
Effectiveness of Information and Control ITS Field Elements on Commuter Trips,
September 10, 2009, Task Order 1019 Final Report.
49.
Margulici, JD, Ban, J. X., Bayen, A., Chu, L., Danczyk, A., Herrera,
J-C., Herring, R., Liu, H. X., Tossavainen, O-P, and Work, D. (2009) A
FRAMEWORK FOR ANALYZING THE SENSITIVITY OF TRAFFIC DATA QUALITY TO SENSOR
LOCATION AND SPACING, PATH TO 6328 Final Report.
50.
Zhang, M., Ma, J., Singh, S. P., and Chu, L. (2007) Developing Calibration Tools for Microscopic Traffic
Simulation Final Report Part III: Global Calibration - O-D Estimation, Traffic
Signal Enhancements and a Case Study, California PATH Research Report
UCB-ITS-PRR-2008-8.
51.
Brownstone, D., Chu, L., Golob, T., K. S. Nesamani and Recker, W. (2007)
Evaluation Of Incorporating Hybrid Vehicle Use Of Hov Lanes,
52.
CCIT (2006) Corridor Management
Plan Demonstration, CCIT Research Report.
53.
54.
Chu, L., Liu X., McNally, M. and Recker, W. (2005) Development of the
Capability-Enhanced PARAMICS Simulation Environment,
55.
Liu X.,
56.
Chu, L., Recker, W. (2004) Micro-simulation Approach to Applications of
On-line Simulation and Data Fusion, California PATH Research Report
UCB-ITS-PRR-2004-1.
57.
Chu, L., Liu X., Recker, W., Hague S. (2003) Evaluation of Potential
ITS Strategies under Non-recurrent Congestion Using Microscopic Simulation,
58.
Zhang, H. M., Kim, T., Nie, X., Jin, W., Chu, L. and Recker, W. (2001)
Evaluation of On-ramp Control Algorithms, California PATH Research Report,
UCB-ITS-PRR-2001-36.
59.
Liu, X.,
5.3 DEGREE THESIS
60.
Chu, L., “Study on the Theory and Methodologies of
61.