Abstract
This paper addresses a general method for parameter identification in distributed parameter systems (DPSs) based on a reference model and measurement information. Moreover, the developed identification method is used to deal with secure communication problems. Firstly, in combination with the historical information measured by sensors, an iterative approach based on an approximator is put forward. Meanwhile, an execution scheme for the iterative approach is provided by an optimization policy. Subsequently, by bringing new mechanisms into quantum particle swarm optimization (QPSO) algorithm to enhance its search capability, we propose quantum-leading-following-based optimization (QLFBO) algorithm, which serves the optimization policy. Further, the global convergence for QLFBO algorithm is proved combined with the parameter identification problem of DPSs, and the computational complexity on this algorithm is discussed in detail. Finally, simulation experiments on the diffusion-reaction model are carried out by the iterative approach based on QLFBO algorithm under different measurement ways. Simultaneously, secure communication depending on this model is performed in the double-scroll Chua's circuit and a lotus image via the investigated iterative strategy and encryption-decryption scheme. Simulation results verify the validity and practicability of the developed method.
| Original language | English |
|---|---|
| Article number | 9062304 |
| Pages (from-to) | 3113-3126 |
| Number of pages | 14 |
| Journal | IEEE Transactions on Circuits and Systems |
| Volume | 67 |
| Issue number | 9 |
| DOIs | |
| State | Published - Sep 2020 |
Keywords
- distributed parameter systems (DPSs)
- iterative approach
- Parameter identification
- quantum-leading-following-based optimization (QLFBO) algorithm
- secure communication
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