DocumentCode :
782229
Title :
Learning Identification Control for Model-Based Optoelectronic Packaging
Author :
Bhat, Shubham K. ; Kurzweg, Timothy P. ; Guez, Allon
Author_Institution :
Dept. of Electr. & Comput. Eng., Drexel Univ., Philadelphia, PA
Volume :
12
Issue :
5
fYear :
2006
Firstpage :
945
Lastpage :
951
Abstract :
In this paper, we present a learning control algorithm for the packaging automation of optoelectronic systems. This automation provides high performance, low-cost alignment and packaging through the use of a model-based control theory and system-level modeling. The approach is to build an a priori model, specific to the assembled package\´s optical power propagation characteristics. From this model, an inverse model is created and used in the "feedforward" loop. In addition to this feedforward model, the controller is designed with feedback components, along with the inclusion of a built-in optical power sensor. We introduce a learning technique, which is activated at a lower sampling frequency for specific and appropriate tasks, to improve the model used in the model-based control. Initial results are presented from an experimental test bed that is used to verify the control and learning algorithms
Keywords :
feedforward; identification; learning (artificial intelligence); optical control; optical sensors; optoelectronic devices; packaging; feedback components; feedforward loop; feedforward model; inverse model; learning control algorithm; learning identification control; low-cost alignment; model-based control theory; model-based optoelectronic packaging; optical power propagation; optical power sensor; optoelectronic systems; packaging automation; system-level modeling; Assembly; Automatic control; Automation; Control systems; Control theory; Inverse problems; Optical feedback; Optical sensors; Packaging; Power system modeling; Alignment; learning model identification; optical automation; optical microsystems; packaging;
fLanguage :
English
Journal_Title :
Selected Topics in Quantum Electronics, IEEE Journal of
Publisher :
ieee
ISSN :
1077-260X
Type :
jour
DOI :
10.1109/JSTQE.2006.881875
Filename :
1707706
Link To Document :
بازگشت