Page 109 - Decision Making Applications in Modern Power Systems
P. 109

Uncertainty analysis and risk assessment Chapter | 3  75


                     Start
                                                      Y
                   MT = 2E+8; λ;
                  μ; N = 1000; j = 1
                                                            Yes
                                                     is  TTF 2
                                                    > (MT–CT)?   X
               V           Yes
                    is j > N ?  W
                                                       No
                       No                                   No
                                                     is  TTF 2   CT = CT+TTF 2 ;
                 CT = 0; OFF = 0; DT = 0;   X        < TTR 1 ?  Generate TTR 2 and TTF 1
               TTF 1= TTF 2 =TTR 1 = TTR 2= 0
                                                        Yes
                                                                    Z
                                 Failures j = OFF;   CT = CT+TTF 2 ; OFF = OFF+1;
                   Generate  TTF 1               DT = TTR 1 – TTF 2 + DT;
                                 DownTime j =  DT;
                                  U j = DT/OFF;   TTR 1= TTR 1 – TTF 2
                      Z            A j = 1 –U j;   Generate TTR 2
                               MTTF j = (MT – DT)/OFF;  CTT = min (TTR 1 , TTR 2)
                      Z       MTTR j = (DT)/OFF; j = j+1;   DT = DT+CTT;
                                                  TTR 1= TTR 1 – CTT;
                                                  TTR 2= TTR 2 – CTT;
                            Yes      V
                   is CT > MT ?  X
                                                            No
                       No                           is  TTR 2 = 0 ?  Generate TTF 1
                            Yes
                     is  TTF 1   X                     Yes
                    > (MT–CT)?
                                                                   Z
                                                   Generate TTF 2
                       No
                            No
                     is  TTF 1   CT = CT+TTF 1 ;
                                                      Z
                    < TTR 2 ?  Generate TTR 1 and TTF 2
                        Yes
                                     Y
               CT = CT+TTF 1 ; OFF = OFF+1;                 W
                 DT = TTR 2 – TTF 1 + DT;
                  TTR 2= TTR 2 –TTF 1
                   Generate TTR 1
                CTT = min (TTR 1 , TTR 2)                 U = mean (U j);
                                                           A = 1 – U;
                   DT = DT+CTT;
                  TTR 1= TTR 1 – CTT;                  MTTF s = mean (MTTF j );
                  TTR 2= TTR 2 – CTT;                  MTTR s = mean (MTTR j );
                                                          λ s=1/MTTF s ;
                                                         μ s= 1/MTTR s ;
                            No
                   is  TTR 1 = 0 ?  Generate TTF 2
                                                            Stop
                       Yes
                                   Y
                   Generate TTF 1
                      Y
             FIGURE 3.10 Flowchart for generating the failure rates and repair rates of the various modules
             using MCS. MCS, Monte Carlo simulation.
                                TTF hw TTR hw  TTF hw
                                   TTF sw       TTR sw
                                        Module
                                        failure
                              TTF hw : Time to failure for hardware
                              TTR hw : Time to repair for hardware
                               TTF sw : Time to failure for software
                               TTR sw : Time to repair for software
             FIGURE 3.11 Monte Carlo model for the CPU module of the PMU. CPU, Central processing
             unit; PMU, phasor measurement unit.
   104   105   106   107   108   109   110   111   112   113   114