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Analysis and Design Methods of Distributed Sensor
Systems for Manufacturing Quality Improvement
Due to innovations in sensor technology and rising complexity of
manufacturing processes, increasingly more sensors are distributed
throughout manufacturing and production systems to maintain the
production performance, to ensure the life-cycle quality of products,
and to improve the quality of management and service. This system-wide
deployment of sensing devices is referred to as a distributed sensor
system. Distributed sensor systems have resulted in a data-rich
manufacturing environment and provide us unprecedented opportunities
for quality and productivity improvement. In order to realize the full
potential of a distributed sensor system, several fundamental research
issues need to be addressed, including quantification of a sensor
system, information estimation using multi-sensor measurements, and
information system optimization. Under the context of a multi-station
assembly process, this talk will discuss some recent work on a
diagnosability analysis for sensor system evaluation (information
quantification), in-process variation estimators (information
estimation), and sensor distribution in a multi-station process
(information system optimization).
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