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HOME » PROGRAMS/ACTIVITIES » Annual Thematic Program
2002-2003 Program: Optimization
with partial support by Honeywell and EPRI.
Organizers:
George
Cybenko
Dorothy and Walter Gramm Professor
Dartmouth College
gvc@dartmouth.edu
http://www.dartmouth.edu/~gvc
Tariq
Samad
Honeywell Automation and Control Solutions
tariq.samad@honeywell.com
http://www.htc.honeywell.com/people/tariq_samad
A transformation is underway in how technologists design, build, and operate the increasingly complex, large-scale, and distributed systems that are becoming the objects of our engineering undertakings. Instead of relying primarily on our knowledge of immutable scientific laws, we must now supplement-and in some cases even supplant-this knowledge with information extracted from empirical data. This data-centric turn has been accelerated by progress in sensor and data storage technologies. It has resulted in the establishment of new disciplines-data mining and knowledge discovery from data-and in renewed interest in areas such as machine learning, statistical estimation, and system identification.
A number of application domains are already reaping the benefits of this new paradigm, from direct marketing to financial forecasting. Successful broad-based applications in some other domains, however, still require research challenges to be overcome. In particular, intricacies associated with dynamics, feedback, and physicality must be resolved before we can move beyond data-centric forecasting and prediction in non-real-time domains and toward data-driven control and optimization of complex engineering systems.
Meeting these challenges requires a multidisciplinary effort, which this workshop hopes to promote. We will bring together experts in relevant areas of control and optimization with experts in statistics, learning theory, and databases. In addition, applied researchers who can articulate the present and future automation needs in economically important industries that are expected to be some of the primary beneficiaries of data-driven control and optimization will also participate. Notable among these industry sectors are electric power, process automation, and communication networks.
"HOT
TOPICS" WORKSHOP SCHEDULE
| WEDNESDAY,
DECEMBER
4 All talks are in Lecture Hall EE/CS 3-180 unless otherwise noted. |
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|---|---|---|---|---|
| 8:30-9:15 am | Coffee and Registration |
Reception Room EE/CS 3-176 |
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| 9:15-9:30 am | Douglas N. Arnold, Scot Adams, and Organizers | Welcome and Introduction | ||
| 9:30-10:20 am |
Steve Smale University of California, Berkeley |
Fast Algorithms for Dealing with Data and Understanding Them | ||
| 10:20-10:30 am |
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| 10:30-11:00 am | Coffee Break | Reception Room EE/CS 3-176 | ||
| 11:00-11:50 am | Arthur
Kordon Research Leader, Corporate R&D, The Dow Chemical Company |
Hybrid Intelligent Systems for Data-Driven Monitoring Slides: pdf |
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| 11:50 am-12:00 pm |
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| 12:00-1:30 pm |
Lunch
Break
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| 1:30-2:20 pm | Steffen
L. Lauritzen Aalborg University |
LIMIDs - Representing and Solving Decision Problems with Limited Information Slides: pdf |
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| 2:20-2:30 pm |
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| 2:30-2:40 pm | Coffee Break | Reception Room EE/CS 3-176 | ||
| 2:40-3:30 pm | Gregory
Piatetsky-Shapiro KDnuggets |
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| 3:30-3:40 pm |
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| 3:40- pm | IMA
Tea/Poster Session,
IMA
East, 400 Lind Hall
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| THURSDAY,
DECEMBER 5 All talks are in Lecture Hall EE/CS 3-180 unless otherwise noted. |
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| 9:00-9:30 am | Coffee | Reception Room EE/CS 3-176 | ||
| 9:30-10:20 am | Joe
H. Chow Rensselaer Polytechnic Institute |
Optimization and Risk Management in Open-Access Electric Energy Markets Slides: pdf |
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| 10:20-10:30 am |
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| 10:30-10:40 am | Coffee Break | Reception Room EE/CS 3-176 | ||
| 10:40-11:30 am | Bruce
F. Wollenberg University of Minnesota |
Solving the ISO "Seams" Problem for Uniform Boundary LMP's Slides: pdf |
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| 11:30-11:40 am |
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| 11:40-12:40 pm |
Lunch
Break
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| 12:40-1:10 pm |
Jay H. Lee Georgia Institute of Technology |
Simulation Based Approximation of Value Function for Process Control Slides: pdf |
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| 1:10-1:20 pm |
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| 1:20-1:50 pm | S.
Massoud Amin Electric Power Research Institute (EPRI) |
Impact of Data-based Modeling on Electricity Infrastructure Operations and Security Applications Slides: pdf |
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| 1:50-2:00 pm |
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| 2:00-2:10 pm | Coffee | Reception Room EE/CS 3-176 | ||
| 2:10-2:40 pm |
Rudolf Kulhavy Honeywell ACS Advanced Technology |
Data-driven Decision-making: The Good, the Bad, and the Ugly |
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| 2:40-2:50 pm |
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| 2:50-3:20 p m | George
Cybenko Dartmouth College |
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| 3:20-3:30 pm |
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| 3:30-4:00 pm | Joao
P. Hespanha University of California, Santa Barbara |
Complexity Issues in Probabilistic Mapping Slides: pdf |
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| 4:00-4:10 pm |
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| 4:10-4:20 pm | Coffee Break | Reception Room EE/CS 3-176 | ||
| 4:20-5:00 pm |
PANEL
DISCUSSION: S.
Massoud Amin (Moderator) Slides:
pdf
Speakers:
Tariq Samad Vladimir Cherkassky Arthur Kordon George Cybenko Rudolf Kulhavy |
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| 6:30 pm | Workshop Dinner | Gardens
of Salonica 19 5th St NE, Minneapolis |
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| FRIDAY,
DECEMBER 6 All talks are in Lecture Hall EE/CS 3-180 unless otherwise noted. |
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| 9:00-9:20 am | Coffee | Reception Room EE/CS 3-176 | ||
| 9:20-9:35 am | Susan
A. Murphy University of Michigan |
Dynamic Treatment Regimes for Chronic, Relapsing Disorders | ||
| 9:35-10:35 am | Daniel
E. Rivera Arizona State University |
Model-on-Demand Estimation for Improved Identification and Control of Process Systems Slides: pdf |
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| 10:35-10:55 am | Coffee Break | Reception Room EE/CS 3-176 | ||
| 10:55-11:30 | Tariq
Samad Honeywell Automation and Control Solutions |
High-Confidence Control: Ensuring Reliability in High-Performance Real-Time Systems |
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| 11:30-12 noon | ||||
| Name | Department | Affiliation |
|---|---|---|
| Scot Adams | IMA | University of Minnesota |
| Montaz Ali | Computational And Applied Mathematics | Witwatersrand University |
| Mohammad A. Alsaffar | Electrical & Computer Engineering | University of Minnesota |
| Massoud Amin | EPRI | |
| Douglas N. Arnold | IMA | University of Minnesota |
| Donald Aronson | IMA | University of Minnesota |
| Indrias G. Berhane | Statistics | University of Kentucky |
| Olga Brezhneva | Institute for Mathematics and its Applications | University of Minnesota |
| Marina Brockway | Guidant | |
| Singdhansu Chatterjee | Statistics | University of MInnesota |
| Vladimir Cherkassky | Electrical and Computer Engineering | University of Minnesota |
| Joe Chow | Electrical & Computer Systems Engineering | RPI |
| Collette Coullard | Industrial Eng. & Mgmt. Sciences | Northwestern University |
| George Cybenko | Thayer Engineering | Dartmouth College |
| Dibyendu Das | Electrical & Computer Engineering | University of Minnesota |
| Vladimir Eletsky | ||
| Lisa Evans | IMA | University of Minnesota |
| Krishna Gade | Computer Science | University of Minnesota |
| Charles Geyer | Statistics | University of Minnesota |
| Balaji Gopalakrishnan | Institute for Mathematics and its Application | University of Minnesota |
| Sr. Steve Harp | Honeywell Labs | |
| Joao Pedro Hespanha | Electrical and Computer Engineering | University of California-Santa Barbara |
| Lili Ju | Minneapolis VA Medical Center | |
| Herve Kerivin | IMA | University of Minnesota |
| D. Arthur Kordon | Dow Chemical Company | |
| Rudolf Kulhavy | Honeywell | |
| Steffen Lilholt Lauritzen | Mathematical Sciences | Aalborg University |
| Jay Lee | Chemical Engineering | Georgia Institute of Technology |
| Sunil Menon | ES&S | Honeywell Labs |
| Susan Murphy | Statistics | University of Michigan |
| Dave Musicant | Mathematics and Computer Science | Carleton College |
| Richard Nau | Mathematics & Computer Science | Carleton College |
| Peh Ng | IMA | University of Minnesota |
| M. Yvonne Ou | University of Minnesota | Institute for Mathematics and its Applications |
| Samuel Patterson | Mathematics and Computer Science | Carleton College |
| Gregory Piatetsky-Shapiro | KDnuggets | |
| Maria Prandini | Electronics for Automation | University of Brescia - Italy |
| Maurice Queyranne | Faculty of Commerce & Business Administration | University of British Columbia |
| Daniel Rivera | Chemical and Materials Engineering | Arizona State University |
| Tariq Samad | Honeywell, Inc. | |
| Fadil Santosa | IMA | University of Minnesota |
| M. Nuri Sendil | Industrial Eng. & Mgmt. Sciences | Northwestern University |
| Sashirekha Shanmugavelu | Computer Engineering | University of Minnesota |
| Steve Smale | Mathematics | University of California-Berkeley |
| Tamon Stephen | IMA | University of Minnesota |
| Xijian Sun | Electrical Engineering | University of Minnesota |
| Yun Ju Sung | Statistics | University of Minnesota |
| Jing Wang | Institute for Mathematics and its Application | University of Minnesota |
| Bruce Wollenberg | Electrical and Computer Engineering | University of Minnesota |
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