• 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