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Proportional integral derivative plus control for nonlinear discrete-time state-dependent parameter. . .

























            Figure 7. Onsite implementation of the SDP-PID+/LQ control for the bitumen tank, with the command
            input shown alongside its ±5% tolerance. Abbreviations: LQ, linear quadratic; PID+, proportional integral
            derivative plus; SDP, state-dependent parameter; TF, transfer function





















            Figure 8. The control process of the reeling/packing machine for Bitumen membrane sheets employs the
            SDP-PID+ methodology, integrated in FPGAs, at INSUMAT company, Sadat City, Egypt. Abbreviations:
            FPGA, Field programmable gate array; PID+, Proportional integral derivative plus; SDP, State-dependent
            parameter.





















            Figure 9. Schematic of the reeling/packing process for bitumen membrane sheets at INSUMAT company,
            Sadat City, Egypt. Abbreviation: AC, alternating current.

                Using the model in Equation (43) and Table    Equation (39). The time-variant transition ma-
            1, the NMSS framework for nonlinear SDP-PID+      trix F k , time-invariant input vector g, and obser-
            control is constructed, similar to the structure in  vation vector h remain consistent with the state
                                                                                                     T
                                                              vector x k =  z k e k ∆e k u k−1 u k−2    .

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