Page 142 - 《水产学报》2025年第8期
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张铮,等                                                                  水产学报, 2025, 49(8): 089512


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                     溶解氧/(mg/L)  DO  10 8  TOPTD: 84.56%       溶解氧/(mg/L)  DO  10 8





                                                                                     SOPTD: −24.84%
                                           FOPTD: 83.05%
                         6                 FOPTDLD: 83.62%         6                 SOPTDLD: 7.22%
                                           测量数据 measure data                         测量数据 measure data
                         4                                         4
                          0   2 000 4 000 6 000 8 000 10 00012 000  0  2 000 4 000 6 000 8 000 10 00012 000
                                        时间/s                                     时间/s
                                        time                                      time
                                         (a)                     1.0               (b)
                      autocorrelation coefficient  0            −0.5


                    自相关系数  0.5                               互相关系数 cross-correlation coefficient  0.5 0




                       −0.5
                         −20 −15 −10 −5
                                          0
                                                                                   0
                                        样本   5   10  15  20     −1.0 −20 −15 −10 −5  样本  5  10  15  20
                                       samples                                   samples
                                         (c)                                       (d)
                                              7
                                              6
                                              5

                                          输出  output 4 3
                                              2
                                              1
                                              0
                                             −1
                                               0      2      4      6      8
                                                                     4
                                                             时间/(×10  s)
                                                             time
                                                              (e)
                                       图 7    5  种传递函数与曝气实验获得的数据的拟合结果
                                                     2
                                 2
              (a) 3  种模型和数据的拟合  R ,(b) 2  种模型和数据的拟合  R ,(c) 输出残差的自相关,(d) 输入与输出的互相关,(e) 模型的阶跃响应。
                       Fig. 7 Fitting results of the five transfer functions with the data obtained in aeration experiment
                     2
                                           2
              (a) fitting R  of 3 models and data, (b) fitting R  of 2 models and data, (c) autocorrelation of residuals for output, (d) cross-correlation for input and out-
              put, (e) step response of the model.

                                               表 1    5  个候选模型的具体参数值
                                    Tab. 1    Specific parameter values of the five candidate models
                        模型结构                                           参数值
                      model structure                               parameter value
                        FOPTD                   b 0 = 0.001,a 0 = 1,a 1 = 1.12e−04,T = 0
                        SOPTD                   b 0 = −2.134e−07,a 0 = 1,a 1 = 0.002,a 2 = 1.314e−14,T = 0
                        TOPTD                   b 0 = 3.316e−09,a 0 = 1,a 1 = 0.003,a 2 = 5.179e−06,a 3 = 4.978e−10,T = 180
                        FOPTDLD                 b 0 = −0.151,b 1 = 0.001,a 0 = 1,a 0 = 1,a 1 = 1.022e−04,T = 0
                        SOPTDLD                 b 0 = −2.134e−06,b 1 = −7.052e−09,a 0 = 1,a 1 = 0.004,a 2 = 1.021e−06,T = 0


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