The investigation of aging devices impact on the MMC performance is implemented using
                  PSIM simulation program. The simulation parameters of three-phase MMC is shown in
                  table 1. Additionally, fig 2presents the experimental setup of a single-phase seven-level MMC, which will be used
                  to verify the correctness of control algorithm. 
                  
               
                presents the simulation result of a seven-level three-phase MMC under the healthy
                  condition where the SM capacitance and MOSFET switch on-state resistance are set as
                  predetermined parameters in 
. The output currents are sinusoidal and precise in terms of magnitude and phase.
                  The output current THD is relatively low at 0.39%. The phase output voltage contains
                  correctly seven levels, which varying from $-V_{dc}/2$ to $V_{dc}/2$. In terms of
                  the SM capacitor voltages, it can be noticed that the upper and lower arm capacitor
                  voltages in both three phase legs are kept balanced at the nominal voltage $V_{dc}/N$
                  with similar peak values. The SM capacitor voltages peak-to-peak value is about 8.7V.
                  The circulating current of MMC in both three phases is the same, with an root-mean-square
                  (RMS) value of 3.73A. 
 presents the experimental results of seven-level single-phase MMC. It can be noticed
                  that the output current is sinusoidal, while the SM capacitor voltages are retained
                  balanced at nominal value $V_{dc}/N$.
                  
                  
               
               
                     3.1 Aging capacitor
                  	
                     The impact of aging capacitor voltage on MMC is investigated by reducing the corresponding
                     capacitance of SM capacitance by 10% to 50%. The SM capacitor voltage, output currents,
                     and circulating currents performance will be compared with the healthy condition to
                     evaluate the influence of the aging capacitor. The rate of charging and discharging
                     capacitor voltage will increase because the reduction in capacitance induced by aging.
                     It indicates that the variation of the related capacitor voltage will be more significant
                     than remaining SMs. Consequently, this can result in an increase in SM capacitor voltage
                     ripple and unequal power distribution among the SMs in the arm. 
                     
                  
                  
                     
                     
                     
                        
                        
                              
                              
Fig. 4. (a) Simulation result of seven-level three-phase MMC following the reduction
                                 of capacitance in phase a (a) The capacitance of  reduces by 10%, (b) The capacitance
                                 of  reduces by 20%, (c) The capacitance of  reduces by 30%, (d) The capacitance of
                                 reduces by 40%
                              
                            
                        
                     
                     
                     
                     fig 4shows the simulated results of the seven-level three-phase MMC in the case of an aging
                     capacitor that the phase a capacitance of $SM_{u1a}$decreases by from 10% to 40%.
                     As shown in 
fig 4(a) - 
(d), the output currents are sinusoidal and precise in terms of magnitude and phase.
                     The phase output voltage contains correctly seven levels, which varying from $-V_{dc}/2$
                     to $V_{dc}/2$. In terms of capacitor voltage balancing, 
fig 4shows the SM capacitor voltage waveforms in only phase a to clarify the change of
                     capacitor voltage. It can be seen that in 
fig 4(a) - 
(d), the SM capacitor voltage $v_{Cu1a}$ has a higher ripple than the remaining SM capacitor
                     voltage. The SM capacitor voltage $v_{Cu1a}$ripple increases following the reduction
                     of corresponding  capacitance. The balance of SM capacitor voltage between upper and
                     lower arms decreases following the reduction of capacitance, as shown in 
fig 4. Due to the increase of SM capacitor voltage ripple, the corresponding circulating
                     current increases as well. The peak-to-peak value of phase a circulating current increases
                     following the reduction of capacitance.
                     
                  
                  
                     
                     
                     
                        
                        
                              
                              
Fig. 5. (a) Simulation result of seven-level three-phase MMC (a) The capacitance of
                                 reduces by 50%, (b) The capacitance of  reduces by 50%, (b) The capacitance of  reduces
                                 by 50%, (d) The capacitance of  reduces by 50%
                              
                            
                        
                     
                     
                     
                     fig 5(a) and 
(b) show the simulated results of the seven-level three-phase MMC in the case of an aging
                     capacitor that the phase a capacitance of $SM_{u1a}$ and capacitance of $SM_{l1a}$
                     decrease by 50%. It can be seen that the output currents are sinusoidal and precise
                     in terms of magnitude and phase. The phase output voltage contains correctly seven
                     levels, which varying from $-V_{dc}/2$ to $V_{dc}/2$. In terms of capacitor voltage
                     balancing, 
fig 5(a) and 
(b) show only the SM capacitor voltage waveforms in only phase a to clarify the change
                     of capacitor voltage. It can be seen that in 
fig 5(a), the SM capacitor voltage $v_{Cu1a}$ has a higher ripple than the remaining SM capacitor
                     voltage. The corresponding peak-to-peak value increases to 18.19V, which is equivalent
                     to a 108.6% of increment from the healthy condition. Meanwhile, as in 
fig 5(b), the SM capacitor voltage $v_{Cl1a}$ the peak-to-peak value increases to 18.42V,
                     equivalent to a 111.2% of increment. Additionally, it can be noticed from both 
fig 5(a) and 
(b) the SM capacitor voltages in the upper and lower arms of phase a are not kept balanced
                     well. In the remaining phase legs, the SM capacitor voltage in the upper and lower
                     arms are almost unchanged and kept balanced at the nominal value $V_{dc}/N$. Due to
                     the increase of SM capacitor voltage ripple, the corresponding circulating current
                     increases as well. In 
fig 5(a) and 
(b), the circulating current of phase a has higher ripples, leading to the increased
                     RMS value at 4.04A, whereas the circulating current RMS value of phase b and c is
                     3.74A. 
fig 5(c) and 
(d) present the simulated results of the seven-level three-phase MMC in the case of an
                     aging capacitor that the phase b capacitance of $SM_{u1b}$ and phase c capacitance
                     of $SM_{u1c}$ decrease by 50%. Similar to 
fig 5(a) and 
(b), the reduction of capacitance of $SM_{u1b}$and $SM_{u1c}$ result in the same impact
                     on the output performance. The output currents and voltages are precise in terms of
                     magnitude and phase. The SM capacitor voltages $v_{Cu1b}$ and $v_{Cu1c}$ have higher
                     ripple than remaining SM capacitor voltages. Additionally, the corresponding phase
                     b and c circulating currents increases as shown in 
fig 5(c) and 
(d), respectively.
                     
                  
                  
                     
                     
                     
                        
                        
                              
                              
Fig. 6.  The change of SM capacitor voltage peak-to-peak value following the reduction
                                 of capacitance in phase a. (a) The capacitance of  reduces, (b) The capacitance of
                                 reduces, (c) The capacitance of different SMs reduces.
                              
                            
                        
                     
                     
                     
                     fig. 6(a) and 
(b) present the change of SM capacitor voltage peak-to-peak values following the reduction
                     of capacitance in phase a of MMC. Apparently, when the aging condition occurs in one
                     SM of phase a, the corresponding SM capacitor voltage peak-to-peak value increases
                     following the reduction of capacitance. As shown in 
fig. 6(a), capacitance of $SM_{u1a}$ decreases, the corresponding SM capacitor voltage peak-to-peak
                     value increases by 108.6% when the capacitance reduction is 50%. The remaining SM
                     capacitor peak-to-peak values in phase a increase from 1 – 12%. Meanwhile, the SM
                     capacitor voltage peak-to-peak values in phase b and phase c are almost unchanged,
                     and the increase is negligible at about 1%. When the aging capacitor occurs in $SM_{l1a}$,
                     the corresponding SM capacitor voltage peak-to-peak value increases as presented in
                     
fig. 6(b). In 
fig. 6(c), the change of capacitor voltage peak-to-peak value is presented when different SMs
                     capacitance in phase a decreases by 50%. It can be seen that the corresponding SM
                     capacitor voltage peak-to-peak value increases by about 110%. The remaining SM capacitor
                     peak-to-peak values in phase a slightly increase from 1 to 12%. 
                     
                  
                  
                     
                     
                     
                        
                        
                              
                              
Fig. 7. The change of output current THD following the reduction of capacitance in
                                 phase a. (a) The capacitance of  reduces, (b) The capacitance of  reduces, (c) The
                                 capacitance of different SMs reduces.
                              
                            
                        
                     
                     
                     
                     fig 5(a) and 
(b) show the change of output current THDs following the reduction of capacitance in
                     phase a of MMC. Apparently, the output current THD increases following the reduction
                     of corresponding capacitance. As presented in 
fig 7(a), capacitance of $SM_{u1a}$ decreases, the phase a output current increases by 118%
                     when the capacitance reduction is 50%. The phase b and c output current THDs increase
                     by 41% and 36%, respectively. In 
fig 7(b), capacitance of $SM_{l1a}$ decreases, the phase a output current increases by 95%
                     when the capacitance reduction is 50%. The phase b and c output current THDs increase
                     by 33% and 28%, respectively. It can be noticed that the reduction of capacitance
                     in upper arm SMs has a higher impact on the output current THD than that of lower
                     arm SMs. This is presented in 
fig 7(c), where the capacitance of different SMs in phase a decreases by 50%. The output current
                     THDs during the reduction of capacitance in upper arm SMs are higher than that of
                     lower arm SMs, about 8% to 20%.
                     
                  
                  
                     
                     Regarding the circulating current performance, fig 5(a) and (b) show the change in circulating current RMS value following the reduction of capacitance
                     at $SM_{u1a}$ and $SM_{l1a}$, respectively. The reduction of capacitance in upper
                     and lower arm SMs has the same impact on the corresponding phase circulating current.
                     When the capacitance reduces by 50%, the corresponding circulating current increase
                     by 8.3%, while the remaining circulating currents negligibly rise by 0.3%. This change
                     is similar to both three phase legs of MMC. 
                     
                     	
                  
                
               
                     3.2 Aging switch
                  	
                     The impact of an aging MOSFET switch on the seven-level three-phase MMC is investigated
                     by increasing the corresponding on-state resistance $R_{ds}$ by two to ten times.
                     The SM capacitor voltage, output currents, and circulating currents performance will
                     be compared with the healthy condition to evaluate the influence of the aging capacitor.
                     As indicated in fig 1, the half-bridge SM includes upper and lower switches. The impact of aging MOSFET
                     switch is investigated for both upper and lower switches.
                     
                  
                  
                     
                     
                     
                        
                        
                              
                              
Fig. 9. Simulation result of seven-level three-phase MMC (a)  Upper switch on-state
                                 resistance increases by ten times, (b)  Lower switch. on-state resistance increases
                                 by ten times.
                              
                            
                        
                     
                     
                     
                     The simulation waveforms of the seven-level three-phase MMC in the case of an aging
                     switch that the on-state resistance $R_{ds}$ of upper and lower switches in $SM_{u1a}$
                     increases ten times are presented in 
fig 5(a) and 
(b), respectively. It can be realized that the difference between healthy conditions
                     and aging switch condition is not noticeable. The output currents are sinusoidal and
                     accurate in terms of phase and magnitude. The phase output voltage contains correctly
                     seven levels, which varying from $-V_{dc}/2$ to $V_{dc}/2$. However, in 
fig 9(a), the phase a output current THD is 0.46%, which is 18% higher than that of healthy
                     condition. Meanwhile, the phase a output current THD in 
fig 9(b) is 0.79%. The SM capacitor voltages in both upper and lower arms among three phase
                     legs are kept balanced at the nominal voltage $V_{dc}/N$. The change of SM capacitor
                     voltage peak-to-peak value is about 1 to 3%. Regarding the circulating currents, both
                     three phase circulating currents are unchanged. The corresponding RMS value is kept
                     at 3.73A.
                     
                  
                  
                     
                     
                     
                        
                        
                              
                              
Fig. 10. The change of output current THD following the rise of on-state resistance
                                 (a)  Upper switch, (b)  Lower switch, (c) Different SM in phase a.
                              
                            
                        
                     
                     
                     By observing the simulation waveform of MMC in 
fig 10, it can see that the increase of $R_{ds}$ has negligible impact on the SM capacitor
                     voltage and circulating current. However, the aging switch condition mainly exerts
                     an influence on the output current THD. 
fig 10shows the change of output current THD following the change of on-state resistance.
                     In 
fig 10(a), when the upper switch of $SM_{u1a}$ is aged, it leads to the increase of phase a
                     output current following the rise of corresponding on-state resistance. When the on-state
                     resistance increases ten times, the phase a output current THD increases by 18%, whereas
                     the output current THD of phase b and c slightly increase by 3% and 5%, respectively.
                     The increase of output current THD caused by a lower switch in $SM_{u1a}$ is significantly
                     higher than that of the upper switch. As can be seen in 
fig 10(b), when the on-state resistance increases ten times, the phase a output current THD
                     increases by 103% compared with the healthy condition. Meanwhile, phase b and c output
                     current THDs also increase considerably by 31% and 33%, respectively. In order to
                     confirm the influence of increased on-state resistance between upper and lower switches,
                     
fig 10(c) presents the change of output current THD caused by different switches in phase a.
                     It can be noticed that the aging lower switch in SM has a higher impact on the output
                     current THD than that of the aging upper switch. In the upper arm of phase a, the
                     increased output current THD caused by the aging lower switch is about five times
                     higher than that of the upper switch. On the other hand, in the lower arm of phase
                     a, the increased output current THD caused by the aging lower switch is about ten
                     times higher than that of the upper switch.
                     
                  
                  
                     
                     It can be concluded that in seven-level three-phase MMC, the reduction of SM capacitance
                     due caused by aging capacitor has a substantial impact on both SM capacitor voltages,
                     output current, and circulating current performance. The SM capacitor voltage peak-to-peak
                     value, output current THD, and circulating current RMS value increase following the
                     reduction of SM capacitance. Additionally, the aging SM capacitor affects the balancing
                     controllability of upper and lower arm SM capacitor voltages. In terms of the aging
                     switch, the increase of on-state resistance has a negligible impact on the SM capacitor
                     voltage and circulating current. The change of SM capacitor voltage peak-to-peak value
                     and circulating current RMS value is minor when the switch is aged. However, the increase
                     of on-state resistance leads to the rise of corresponding output current THD. The
                     increased output current THD caused by the aging lower switch is significantly higher
                     than that of the upper switch in one SM.