Huadong Wu's Curriculum Vita
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Huadong Wu
412-641-2512(work, UPitt); 412-688-8598(home)
The Robotics Institute,
School of Computer Science
Carnegie Mellon University,
Pittsburgh, PA 15213
Mailing address: 5520 Fifth Avenue Apt.5C, Pittsburgh, PA 15232
Email: wuhuadong@yahoo.com;
Homepage: http://www.cs.cmu.edu/~whd
CAREER OBJECTIVE
A full time position involving applied research in computer science
that will utilize my expertise in intelligent sensing, information
fusion, pattern recognition (classification, diagnosis, and prognosis),
and preferably my strong engineering research and development experience
SUMMARY OF QUALIFICATIONS
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Expertise in artificial intelligence techniques via research
in sensor data fusion, context-aware Human-Computer-
Interaction, robotics application, sensor signal processing,
and intelligent sensing
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Proficient in software programming, familiar with Windows and
Unix OS and various commonly used tools via ~8 years of
various research projects and robotics graduate courses
-
Skillful in mechanical design and system control via 8+ years
of engineering research and development practice, through the
full research and development life-cycle of several robotic
products
EDUCATION
Robotics Institute, School of Computer Science
Carnegie Mellon University, Pittsburgh, PA 15213
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Ph.D. in Robotics, May 2004
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M.S. in Robotics, August 1998
Ph.D. Dissertation
Sensor Data Fusion for Context-Aware Computing Using
Dempster-Shafer Theory
Courses Taken
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Robotics Perception Core Qualifiers:
- Computer Vision
- Advanced Robot Perception
-
Robotics Cognition Core Qualifiers:
- Fundamental Artificial Intelligence in Robotics
& Engineering
- Sensor Based Robot Motion Planning
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Robotics Manipulation Core Qualifiers:
- Robotics Manipulation
- Mechanics of Manipulation
-
Robotics Math Foundation Core Qualifiers:
- Mathematical Foundation for Robotics
- Introduction to Differential Geometry
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Specialized Qualifier
- Computer Control Systems Design Lab
- Digital Signal Processing I
- Advanced Data Analysis II
Shanghai Jiao Tong University, Shanghai, China
- M.S. in Inertial Navigation, February 1987
M.S. Dissertation
Data Processing of the ESG Drift Tested Using Torque-Feedback Method
Key Courses Taken
- Matrix Theory
- Calculus of Variations
- Mathematical Statistics
- Stochastic Process
- Numerical Analysis
- Linear Systems
- System Identification
- Optimal Estimation
- Adaptive Control
- Principles of Gyroscope
- Inertial Elements & Data Processing
- Inertial Navigation
- Application of Microcomputer
Shanghai Jiao Tong University, Shanghai, China
- B.S. in Precision Instrument, July 1984
Undergraduate Thesis Project
Mechanical Design of Shoulder Joint for Disabled People
(Final Grade = "Excellent")
Key Courses Taken
- Advanced Mathematics
- Engineering Mathematics
- University Physics
- University Chemistry
- Inorganic Chemistry Experiment
- Theoretical Mechanics
- Theory of Machines
- Machine Drawing
- Precision Machine Design
- Strength of Materials
- Tolerance & Technical Measurements
- Metallic Material & Heat Treatment
- Basic Circuit Theory
- Analogue Electronics
- Digital Electronics
- Digital Electronics Experiments
- Theory of Automatic Control
- Control of Electrical Machinery
- Sensors
- Instrument Fabrication Techniques
- Algorithmic Language
- Principles & Application of Microcomputer
- Basis of Instrument Optics
- Techniques of Optical-Electric Measurement
- Design of Precision Instruments
- Mechanical Quantity Measurement
- Dynamic Measurement & Analyses
- Measurement Errors & Data Processing
RESEARCH
Ph.D. Dissertation
Sensor Data Fusion For Context-Aware Computing Using
Dempster-Shafer Theory
Context-aware computing is to have computers understand human
situational "context" information, and sensing context is in the
forefront of context-ware computing research. To meet the sensor
fusion challenges for context-sensing, wherein the sensor set is
highly dynamic in configuration, the sensor output joint probability
distribution is typically unavailable, and human subjective
speculation is often desired to be added into the information
fusion process, this dissertation introduced the Dempster-Shafer
Evidence Theory into the context-aware computing research area.
The theoretical principle is first practically extended to account
for the sensors' different performance factors, and then the
reasoning system is further extended to improve its robustness
against the sensor drift and environment changing effects. As an
add-on module to the existing Context Toolkit System from Georgia
Tech, this sensor fusion system architecture is implemented and
tested. Case studies with prerecorded experimental data and with
artificially generated simulation data both demonstrated the
feasibility of this approach and the effectiveness of the sensor
fusion algorithms.
Pre-thesis Research: Coin-Tap Test
With coin-tap test, the research in signal processing, sensor
fusion, and pattern recognition is to detect disband defects in
sandwich material structures (especially emphasizing on
applications of aging-aircraft skin inspection). The research
discoveries lead to a practical engineering solution in which
the tap impact acceleration and the correspondingly emitted
sound two-modality information is judiciously combined.
Pre-thesis Research: Odor Sensor for Incontinence
The goal is to invent an "artificial nose" for nursing homes.
This research studied the dynamic behavior of several tin oxide
based solid state gas sensors under an alternating heating current,
explored the high-dimensional feature space of the sensor array's
responses.
Pre-thesis Research: Vehicle Sound Recognition & Tracking
Research in signal processing and pattern recognition, the goal
is to enable small autonomous robots to find and track typical
vehicle types (such as tanks, trucks, helicopters, etc.) in battle
field environment. The research creatively transferred an image
processing technique in human face recognition research to audio
signal processing applications for effectively detecting vehicle
sound signatures.
WORK EXPERIENCE
Imaging Research, Department of Radiology, School of Medicine,
University of Pittsburgh
4200 Magee-Women's Hospital, 300 Halket, Pittsburgh, PA 15213
Postdoctoral Research Associate, 2004-05-01 - present
-
Medical image processing: try to register pathological liver specimen
slices with the MRI images taken prior surgical transplant, to
recognize MRI image pathological signature in long run
Robert Bosch Research and Technology Center North America,
Two NorthShore Center Suite 320, Pittsburgh, PA 15212
Summer internship, 2001-5-14 - 2001-08-31
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Transferred a sensor fusion software package from Linux
platform to Windows 2000 platform, improved documentation
and studied enhancing it with some context-aware computing
features
Motorola Applications Research Labs,
1301 E. Algonquin Road, Schaumburg, Illinois 60169
Summer internship, 2000-05-16 - 2000-09-01
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Conducted a thorough literature research on sensing and
sensor technology that can be used for human-computer
interaction, analyzed gathered information to suggest a
sensor technology road map for the Context-aware Computing
Research Project in Motorola Research Labs
Robot & Automation Research Institute,
Fu Xing Men Wai Da Jie 24, Beijing, China
1987.2 - 1989.12 Engineer Assistant
1990.1 - 1993.8 Engineer
1993.9 - 1995.6 Senior Engineer
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R&D of HRGP-1A Painting Robots, 1987.2 - 1995.6
participated in the whole process from design and prototype
to improvement and application support, mainly on mechanical
design of some of its components/parts, robot control
programming, production line application support
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R&D of HRGB-1 Assembly Robot, 1990.6 - 1991,12
participated in its whole prototype process, in charge of
the mechanical design of its vertical arm assembly, helped
the design of its electrical control system
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R&D of Video-Dynamic-Simulation-Seat, 1993.1 - 1995.6
participated the whole prototype process of 2 models, in
charge of motion analysis and control programming
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Various other projects mostly involved in mechanical
design and system control programming
SKILLS
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Computer Language: Java, C, C++, Basic, SQL, Perl,
FORTRAN, Assembly, HTML/XML, etc.
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Operating System: familiar with Microsoft Windows and
UNIX through various projects
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Software Tools: MS Office, Sun One Studio, Eclipse,
MS Visual Studio, Matlab, Rational Rose, JBuilder,
Unix GNU tools, Mathematica, S-plus, Origin, MySQL,
Apache, etc.
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System Control: experiences in PID control, frequency
analysis, robot & automation, etc.
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Mechanical Engineering: 8+ years of experiences in
machine, equipment, and parts’ design
TEACHING
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Teaching Assistant, Spring Semester of 2000
16-722 Sensing and Sensors, taught by Prof. Mel Siegel
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Teaching Assistant, Spring Semester of 1999
15-229 Multimedia Information Processing,
taught by Prof. Robert Thibadeau, Prof. Roger Dannenberg,
and Prof. Raj Reddy
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Teaching Assistant, Fall Semester of 1985 (1985.9 - 1986.1)
Theory of Automatic Control
PUBLICATIONS
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"Confidence Fusion", Mel Siegel, Huadong Wu, the Proceedings of ROSE'2004
(2004 IEEE Workshop on Robotic Sensing), May 24-25, 2004, Graz, Austria
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"Sensor Fusion Using Dempster-Shafer Theory II: Static Weighting
and Kalman Filter-like Dynamic Weighting," Huadong Wu, Mel Siegel
and Sevim Ablay (Motorola), the Proceedings of IMTC'2003
(IEEE annual Instrumentation and Measurement Technology Conference,
Vail, CO USA, May 20-22, 2003)
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"Objective Evaluation of Subjective Decisions," Mel Siegel,
Huadong Wu, the Proceedings of SCIMA'2003 (International Workshop
on Soft Computing Techniques in Instrumentation, Measurement and
Related Applications, Brigham Young University, Provo, Utah, USA,
May 17, 2003)
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"Sensor Fusion Using Dempster-Shafer Theory," Huadong Wu, Mel Siegel,
Rainer Stiefelhagen, and Jie Yang, the Proceedings of IMTC'2002
(Anchorage, AK, USA, May 21-23, 2002)
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"Sensor Fusion for Context-Understanding," Huadong Wu, Mel Siegel,
Sevim Ablay (Motorola), the Proceedings of IMTC'2002 (Anchorage, AK,
USA, 21-23 May 2002)
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"Odor-Based Incontinence Sensor," Huadong Wu, Mel Siegel, the
Proceedings of IMTC'2000 (Baltimore, MD USA, May 1-4, 2000),
selected in the IEEE Transactions on Instrumentation and Measurement
Special Edition
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"Sensor Fusion Approach to Automating the 'Coin Tap Test'," Huadong
Wu, Mel Siegel, ASNT'1999, (American Society of Non-destructive Test
Annual Conference, Phoenix, Arizona, Oct. 11-15, 1999)
1999.
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"Correlation of Accelerometer and Microphone Data in Coin Tap Test,"
Huadong Wu, Mel Siegel, the Proceedings of IMTC'1999, selected in
the IEEE Transactions on Instrumentation and Measurement, Vol. 49,
No. 3, June 2000, page 493 - 497, (ISSN 0018-9456)
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"Vehicle Sound Signature Recognition by Frequency Principle Component
Analysis," Huadong Wu, Mel Siegel and Pradeep Khosla, the Proceedings
of IMTC'1998, selected in the IEEE Transaction on Instrumentation and
Measurement Vol. 48, No. 5, October 1999, page 1005 - 1009,
(ISSN 0018-9456)
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"Error Analysis of HRGP-1A Painting Robot," Huadong Wu, the Proceedings
of the second National Symposium on Robotics, Beijing, China, Oct. 1991
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"System Analysis of the T3-746 Industry Robot," Huadong Wu, the
Proceedings of the Symposium on Robotics, Chinese Society of
Astronautics, Harbin, Oct. 1990
HONORS
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Graduate Fellowship since from the Robotics Institute,
School of Computer Science, Carnegie Mellon University,
September 1995 - August 2003
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Recipient of Motorola University Partnership in Research
(UPR) Grant, 2001 - 2003
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Three papers selected in IEEE Transactions Special Issues
of Instrumentation and Measurement
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The paper "Error Analysis of HRGP-1A Painting Robot" won
the second prize in the 1990 Young Scholars' Thesis
Competition in the Ministry of Space and Aeronautics
Industry, China
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Technical Report "Robot Tracking System for Rocket Fueling
Process" won the third prize in the 4th Young Scholars' Science
& Technology Conference of China Academy of Launch Vehicle
Technology, Beijing, 1994
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