Center for Intelligent Maintenance Systems (IMS)
University of Wisconsin at Milwaukee (lead institution)
and University of Michigan at Ann Arbor
A National Science Foundation Industry/University
Cooperative Research Center since 2000
Intelligent maintenance systems enable products and systems
to achieve near-zero-downtime and six-sigma performance in the 21st century
Center Vision and Mission
The vision of the Center is to enable products and systems to sustain
near-zero-downtime performance through the advancement of web-enabled
predictive infotronics and tether-free technologies, including Smart Computational
Prognostics Agents, Device-to-Business (D2B™) Platform, as well
as self-maintenance design methodologies. Its mission is to serve as a
center of excellence for the creation and dissemination of a systematic
body of knowledge in intelligent e-maintenance systems and ultimately
to impact next-generation product, manufacturing, and service systems
with six-sigma quality. The Center plans to bring value to its members
by validating high-impact emerging technologies as well as by harnessing
business alliances through collaborative testbeds.
Research Program
The Center's core competencies fall into the following highly interdisciplinary
categories:
- Smart Computational Prognostics Agent (Watchdog Agent)
Embedded computational prognostics algorithms and toolbox for predicting
the degradation or performance loss of devices and systems. Drawing
from biological perceptual systems and machine psychology theory, a
neural network-based "digital doctor" has been developed for machine
degradation assessment and failure prognostics.
- Web-enabled Device-to-Business (D2B) Platform for Transformation,
Prediction, Optimization & Synchronization
System methodologies that enable (a) transformation of machine / product
data into more useful formats, (b) optimization of maintenance and production
/ service scheduling, and (c) synchronization with other business systems,
suppliers and customers. More specifically, projects under this thrust
area involve the following: Multi-Media Maintenance Technologies (e.g.,
wearable computing systems, interactive voice response, smart portable
service tools, etc.); Web-Based Maintenance Technologies for Remote
Monitoring, Prognostics, and Diagnostics for distributed and collaborative
maintenance; Reliability-Centered Maintenance; Degradation Modeling
for Service Value Chain Optimization; Asset Management; Customer Relation
Management; Knowledge Acquisition & Data Mining; and Cognitive Science
& Decision Making.
- Applied Wireless Systems and Development of Embedded Peer-to-Peer
Networking Technology
Focus on enabling technologies for remote monitoring, wireless communication
tools, evaluation of wireless systems on production and service environments.
Industrial Testbeds
The Center is collaborating with its member companies to validate and
deploy the developed core technologies through testbeds.
Industrial Members and Sponsors
The Center's research projects are conducted through sponsored partnerships
with industry and government. A list of current members and sponsor companies
is shown.
Harley-Davidson |
ITRI |
Servo Robots |
Johnson Controls |
Hitachi Seiki |
DP Technology |
Rockwell Automation |
Eaton |
Genex Tech. |
Toshiba |
GM |
Industrial Objects |
U.S. Postal Services |
Rexnord |
Lantronix |
Citation Custom Pr. |
Questra |
GlobalCyberSoft |
Ford Motor |
API |
PMC |
A.O. Smith |
ATOP |
Cognex |
Xerox |
Dr. Machine.com |
National Instruments |
Intel |
Eagle Technologies |
Siebel Systems |
Wisconsin Electric |
Velicon Ltd. |
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United Technologies |
Endeavors |
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Kone Elevators |
Dualis |
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Center Headquarters
Center for Intelligent Maintenance Systems
University of Wisconsin at Milwaukee
Homepage: www.imscenter.net
Tel (414) 229-3106 * Fax (414) 229-3107
Center Co-Director: Professor Jay Lee
jaylee@uwm.edu
Center Co-Director: Dr. Jun Ni
(734) 936-2918 * junni@umich.edu
NSF 01-168xx
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