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Two idealized numerical simulations of TCs with ERCs were conducted with the fully compressible, nonhydrostatic Weather and Research Forecasting (WRF) model version 4.3.1 (Skamarock et al. [16]). The model domain was triply nested, with horizontal spacings of 18, 6, and 2 km and mesh sizes of 501×361, 361×361, and 325×325. The model had 54 levels in the vertical direction with a mass vertical coordinate. The vortex-following technique was only applied in the innermost domain, which was initially located at the center of the middle and outermost domains. The model physical parameterizations included the Thompson scheme for cloud microphysics (Thompson et al. [17, 18]), the Monin-Obukhov (Janjic) scheme (Monin and Obukhov [19]; Janjic [20]) for surface flux calculations, and the Mellor-Yamada-Janjic (Eta) TKE scheme (Janjic [21]) for planetary boundary layer mixing. The modified Tiedtke cumulus parameterization scheme (Tiedtke [22]; Zhang et al. [23]) was adopted in the outermost mesh only. The longwave and shortwave radiations were not considered in all simulations.
The unperturbed temperature and humidity profiles of the model atmosphere were those given by Dunion [24]. The model was initialized with an axisymmetric cyclone vortex similar to that used by Wang and Li [25]. The initial radial profile of tangential wind was given below:
$$ V\left( r \right) = \left\{ {\begin{array}{*{20}{c}} {V_m}\frac{r}{{{r_m}}}{\rm{exp}}\left\{ {\frac{1}{b}\left[ {1 - {{\left( {\frac{r}{{{r_m}}}} \right)}^b}} \right]} \right\} - \frac{{\left| {r - {r_m}} \right|}}{{{R_0} - {r_m}}}{\rm{exp}}\left\{ {\frac{1}{b}\left[ {1 - {{\left( {\frac{{{R_0}}}{{{r_m}}}} \right)}^b}} \right]} \right\}, & r < {R_0}\\ 0, & {r\ge{R_0}} \end{array}} \right. $$ (1) Two numerical experiments (exp1 and exp2) were performed with different initial parameters in the radial profile of tangential wind (Fig. 1). The maximum tangential wind speed of the initial vortex in exp1 was 25 m s–1 at the radius of 120 km, and that in exp2 was 20 m s–1 at the radius of 80 km. The initial tangential wind decreased radially to zero at the radius of 1400 km in both experiments and decreased linearly with height to zero at a height of about 20 km in both experiments. The parameter "b" was 0.3, and an f-plane at 18°N and a uniform SST of 28℃ were assumed in both experiments. The different maximum wind speeds at different radii of the initial vortices in the two experiments were attempted to obtain the simulated TCs with different structural and intensity evolutions during their ERCs while with similar steady-state intensities with the same model configurations and the use of the same physical parameterizations in the simulations.
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It is our interest to examine the main processes that led to the different intensity changes during the ERC in the two experiments discussed in section 3. As mentioned above, the moat width seems not to be the primary factor that can explain the difference in intensity change between exp1 and exp2. A distinct difference in the two experiments is the activity of spiral rainbands, as inferred from the azimuthal mean vertical motions at 3 km shown in Fig. 3. Therefore, our analysis will focus on the differences in the activity of spiral rainbands and their possible contributions to the different evolution in the simulated TC intensity during the ERC as shown in Fig. 4. For this purpose, we first examine the evolution of the plan view of radar reflectivity at 3-km height, which can reflect the activity of spiral rainbands, in the two experiments given in Fig. 5. Both storms exhibited typical concentric eyewall structures with quasi-axisymmetric convective rings, but with different structure evolutions, which greatly contributed to the different intensity evolutions of the simulated ERCs between exp1 and exp2.
Figure 5. Plan view of radar reflectivity (dBZ) at 3 km height in (a–e) exp1 and (f–j) exp2 from –6 h to 18 h at every 6 h interval, concentric circles in each panel indicate the radii of 50, 100, and 150 km from the TC center at the given time in corresponding experiments.
From Fig. 5, we can see that prior to the SEF, although spiral rainbands in exp1 were more active, with more inner and outer rainbands covering larger areas, than those in exp2 (Figs. 5a and 5f). During the period of the SEF, the intensity of the TC weakened gradually in both experiments. As the SEF approached, stronger convection appeared in the outer eyewall along with more spiral rainbands outside the outer eyewall in exp1 (Fig. 5b) than in exp2 (Fig. 5g). The rainbands outside the outer eyewall in exp1 became more active by 6 h after the SEF and evolved into a predominant wavenumber-2 structure by 12–18 h after the SEF (Fig. 5c). As a result, a typical wavenumber-2 structure of the outer eyewall developed as the inner eyewall started weakening with the inner eyewall becoming polygonal and eventually dissipated (Figs. 5 and 5e). In sharp contrast, the rainbands outside the outer eyewall in exp2 were much less active than those in exp1. The outer eyewall contracted much faster and led to the completion of the ERC in only about 10 hours. This seems to strongly suggest that the activity of spiral rainbands outside the outer eyewall played a critical role in slowing down the inward contraction of the outer eyewall and thus elongated the duration of the concentric eyewall structure up to 18 hours in exp1. The consequence of this slow evolution also led to the less drastic intensity change in exp1 than in exp2.
To understand how the spiral rainbands outside the outer eyewall slowed down the outer eyewall contraction and contributed to the less drastic intensity change in exp1, we further compared in Fig. 6 the radius-height distributions of the azimuthal mean tangential wind and the diabatic heating rate at the corresponding times as in Fig. 5 in exp1 and exp2. Consistent with what we see from Fig. 5, convective rainbands outside the outer eyewall in exp1 are more active and extended to larger radii (beyond 150 km) than those in exp2 prior to the SEF (Figs. 6a and 6f). Note that rainbands outside the outer eyewall in exp1 were more stratiform in larger radii as inferred by the relatively large diabatic heating rate above 5 km height at the time of the SEF as well as during the eyewall replacement (Figs. 6b–6e). Furthermore, the active rainbands in exp1 slowed down the post-ERC re-intensification of the simulated TC, which also led to a relatively weaker TC after the ERC than that in exp2 (Fig. 4).
Figure 6. Evolution of the azimuthal-mean diabatic heating rate (shaded; K h–1), vertical motion (green contours at 0.2, 0.5, 1.0, 1.5, 2.0, 3.0, and 4.0 m s–1) and tangential wind (black contours with a contour interval of 10 m s–1, except below 4 km where the contour interval is 2 m s–1) from –6 h to 18 h at every 6 h interval in (a–e) exp1 and (f–j) exp2.
The TC in exp2 showed more convective diabatic heating in both the inner and outer eyewalls, with much less active rainbands outside the outer eyewall during the ERC (Figs. 6g–6j). Convection in the new eyewall after the ERC was very strong, with a nearly axisymmetric convective ring structure and large diabatic heating rate. The new eyewall tilted radially outward with height, with diabatic cooling underneath, which was related to the melting of snow and graupel and evaporation of raindrops. The diabatic cooling with relatively strong subsidence under the titled eyewall convection suppressed convection outside the eyewall and facilitated a rapid re-intensification and a higher intensity of the TC in exp2 (Fig. 4b). After the completion of the ERC, the TC showed a typical annular structure as defined by Knaff et al. [30] and numerically studied by Wang [31].
The above analysis demonstrates that the existence of activity of spiral rainbands outside the outer eyewall is key to the intensity evolution during the ERC. The active rainbands outside the outer eyewall in exp1 played two important roles. On one hand, the transverse (secondary) circulation in response to diabatic heating in spiral rainbands outside the outer eyewall imposed a barrier effect on the inward penetration of boundary layer inflow toward the outer eyewall (Fig. 7), which was unfavorable for the contraction of the outer eyewall, contributing to the elongated duration of the concentric eyewall structure. On the other hand, the low-level inflow associated with diabatic heating in rainbands outside the outer eyewall played a role in spinning up tangential winds outside the outer eyewall, favoring the outward expansion of the TC winds and increasing inertial stability outside the outer eyewall (Fig. 7). The relatively higher outer inertial stability would reduce the inflow response to the eyewall heating. This slowed down the re-intensification of the TC during the ERC in exp1. Note that the broad wind of the initial TC vortex in exp1 implied relatively higher inertial stability outside the initial RMW and thus partly contributed to the slower re-intensification of the TC, as discussed in previous studies with single eyewall TCs (Xu and Wang [32]; Li and Wang [33]).
Figure 7. The inertial stability (shaded; 10–3 s–1) of the azimuthal mean TC vortex and the radial wind speed (contours, with interval of 4 m s–1) in exp1 (a–e) and exp2 (f–j) from –6 h to 18 h at every 6-h interval. The inertial stability is defined $I = \sqrt {\left({f + \frac{{2\bar V}}{r}} \right)\left({f + \frac{1}{r}\frac{{\partial r\bar V}}{{\partial r}}} \right)}$, where $\bar V$ is the azimuthal mean tangential wind speed.
Since the activity of rainbands outside the outer eyewall is key to both the duration of the ERC and the associated TC intensity change, a question arises as to why more active rainbands occurred in exp1 but less active in exp2. Since the only difference between the two experiments in the experimental design was the use of different radial tangential wind profiles of the initial TC vortices (Fig. 1), we thus can consider that the drastic difference in the activity of rainbands outside the outer eyewall between exp1 and exp2 should result primarily from the different radial wind profiles of the initial TC vortices. Indeed, previous studies have already extensively studied the dependence of the outward expansion of the tangential wind (size increase) and the TC intensification rate on the wind structure of the initial TC vortex (Xu and Wang [29, 32, 34]; Li and Wang [33]). For example, Xu and Wang [29] found that the simulated inner and outer core sizes increase was roughly proportional to the inner-core size of the initial TC vortex. They attributed such a relationship to the dependence of the simulated outer spiral rainbands on the radial tangential wind distribution of the initial TC. Namely, large winds outside the RMW in an initially large TC vortex favor strong sea surface enthalpy flux, which often facilitates convective activity and, thus, the activity of spiral rainbands, as also demonstrated in Xu and Wang [34]. This is because diabatic heating in outer spiral rainbands may result in broad low-level inflow and the spinning up of tangential wind outside the RMW, thus the increase in TC size. Xu and Wang [32] further found that an initially larger TC vortex would intensify more slowly than an initially smaller TC vortex due to relatively higher inertial stability and the more active outer spiral rainbands in the former than in the latter. In our simulations, the initial TC vortex in exp1 had a larger size with stronger winds outside the RMW than that in exp2 (Fig. 1). Therefore, more active rainbands outside the outer eyewall in exp1 resulted mainly from the initially broader wind distribution outside the RMW than in exp2.
In addition to the effect on surface enthalpy flux discussed in previous studies, the radial distribution of tangential wind can also modify the so-called filamentation time (Rozoff et al. [35]), which can affect convective activity outside the RMW in a TC. Rozoff et al. [35] proposed that the sharp decrease in tangential wind outside the RMW corresponds to a strong stretching deformation area, which is termed the rapid filamentation zone (RFZ), within which convection is often suppressed. Since the initially different radial profiles of tangential wind in exp1 and exp2 given in (Fig. 1) also imply different filamentation times outside the RMW, it is our interest to analyze the filamentation time and its possible effect on the convective activity outside the outer eyewall during the ERC. Following Rozoff et al. [35], the filamentation time of the azimuthal mean TC vortex can be defined as
$$ {{\tau _f} = {{\left( { - \frac{{\bar V}}{r}\frac{{\partial \bar V}}{{\partial r}}} \right)}^{ - 1/2}}} $$ (2) where $\bar V$ is the azimuthal mean tangential wind averaged in the 3-h period between 6–9 h after the SEF in each experiment.
Figure 8 shows the radius-height distribution of the filamentation time of the simulated TCs in the two experiments based on model output at 6-min intervals. It can be found that the moat area between the inner and outer eyewalls, as implied by strong upward motion, contours in Fig. 8, is characterized by the RFZ with filamentation time less than 30 min in both experiments. This is consistent with the findings of Rozoff et al. [35] and Wang [31]. Namely, rapid filamentation plays a role in suppressing convective activity in the moat area. However, the distribution of the filamentation time immediately outside the outer eyewall shows distinct differences between exp1 and exp2. Although the filamentation time is relatively short in the boundary layer under the outer eyewall in exp2, the area with the filamentation time outside the eyewall shorter than 45 min extends to a radius of 100 km and to a height up to 4 km (Fig. 8b). In contrast, the filamentation time outside the outer eyewall in exp1 is much longer. This indicates that convection outside the outer eyewall and thus the activity of spiral rainbands were not subject to strong filamentation in exp1. This may explain why active spiral rainbands can survive outside the outer eyewall in exp1 (Figs. 5c and 5d). In contrast, strong filamentation outside the outer eyewall may play some roles in suppressing the activity of convective rainbands in exp2. Therefore, we can conclude that although larger enthalpy flux outside the outer eyewall due to larger near-surface winds facilitated active spiral rainbands in exp1, the overall weaker filamentation also favored convection and the activity of spiral rainbands. However, since the two processes co-exist, it is hard to quantify their relative importance to the simulated difference in rainband activity outside the outer eyewall between exp1 and exp2.
Figure 8. Radius-height cross sections of the filamentation time (shaded; min) averaged in the 3-h period between 6–9 h after the SEF, and the black contours indicate the corresponding 3-h mean vertical motion with the contours of 0.2, 0.5, 1.0, 1.5, 2.0, 3.0, and 4.0 m s–1 in (a) exp1 and (b) exp2.
To further understand the dynamical processes leading to the different intensity evolutions during the ERC between exp1 and exp2, we performed an azimuthal mean tangential wind budget. The budget equation can be written below (Wang et al. [27]):
$$ {\frac{{\partial \bar v}}{{\partial t}} = - \bar u\overline {{\zeta _{{\rm{abs}}}}} - \bar w\frac{{\partial \bar v}}{{\partial z}} - \overline {u^{\prime}\zeta _{{\rm{abs}}}^{\prime}} - \overline {w^{\prime}\frac{{\partial v^{\prime}}}{{\partial z}}} + \overline {{F_v}} } $$ (3) where t and z are time and height; $\bar v$, $\bar u$, $\bar w$, $\overline {{\zeta _{{\rm{abs}}}}} $ and $\overline {{F_v}} $ are azimuthal mean tangential wind, radial wind, vertical velocity, and absolute vertical vorticity, and vertical diffusion (including surface friction); $v^{\prime}$, $u^{\prime}$, $w^{\prime}$ and $\zeta_{\mathrm{abs}}^{\prime}$ are deviations of tangential wind, radial wind, vertical velocity, and absolute vertical vorticity from their corresponding azimuthal means. The terms on the right-hand side of Eq. 3 represent the mean radial flux of absolute vertical vorticity or simply the mean radial advection (HADVm), mean vertical advection (VADVm), eddy radial flux of vertical vorticity or simply eddy radial advection (EHADV), eddy vertical advection (EVADV), and azimuthal mean diffusion (including surface friction, FRI). Note that the horizontal diffusion term is generally small during the ERC and is not included in our budget. To understand the intensity change during the ERC, we chose the 3-h period between 6–9 h after the SEF (note that results between 0–9 h are similar). Our attention will be given to the weakening of the inner eyewall and intensification of the outer eyewall. The budget terms were calculated with the model output at 6-min intervals. Our results indicate that the budgeted net azimuthal mean tangential wind tendency was consistent with the model-simulated azimuthal mean tangential wind tendency (not shown). Therefore, the azimuthal mean tangential wind budget can be used to further understand the dynamical processes responsible for the different intensity changes simulated in exp1 and exp2.
Figures 9 and 10 show the budget results for exp1 and exp2, respectively. During the budget period, the TC intensity in exp1, which is still dominated by the intensity of the inner eyewall, did not show significant changes (Fig. 4a). The net tangential wind tendency in the inner eyewall shows little change in the near-surface layer and some positive values above (Fig. 9a). Some negative values in tangential wind tendencies appear in the eye region and the moat area. Weak but wide areas between 60–90 km are covered by positive tangential wind tendency below about 3-km height, indicating slow intensification of the outer eyewall. The mean radial advection contributes positively to the azimuthal mean tangential wind tendency in the boundary layer and negatively immediately above due to the outflow layer associated with the upward advection of supergradient winds from the boundary layer in both the inner and outer eyewall updrafts (Fig. 9b, Li et al. [36]; Fei et al. [37]). The negative tangential wind tendency immediately above the boundary layer in the outwardly tilted eyewalls is largely offset by the positive tendency induced by vertical advection, which also partly offsets the positive tangential wind tendency due to mean radial advection in the boundary layer (Fig. 9c). As a result, the net contribution by the mean radial and vertical advections to the azimuthal mean tangential wind tendency is positive in the boundary layer but negative immediately above the boundary layer (Fig. 9d). The positive tendency in the boundary layer contributed by the net mean radial and vertical advections is largely offset by the vertical diffusion and surface friction (Fig. 9e), while the negative tendency immediately above the boundary layer is partly offset by vertical diffusion. This suggests that the axisymmetric dynamical processes could not lead to the weak intensification of the outer eyewall, and the eddy processes must play some important roles in exp1. We can see from Figs. 9f–9h that although the eddy radial advection contributes negatively to the tangential wind tendency in the inner eyewall in the boundary layer, it contributes positively in the outer eyewall. The eddy radial advection causes negative azimuthal mean tangential wind tendency above the boundary layer (Fig. 9f), which is largely balanced by the eddy vertical advection (Fig. 9g). The eddy vertical advection contributes negatively to the intensification of the outer eyewall in the boundary layer, but positively above the boundary layer. Overall, the eddy processes contribute negatively in the middle boundary layer and positively in the lower boundary layer and above the boundary layer (Fig. 9h). The positive eddy contribution to the spinning up of the azimuthal mean tangential wind in the lower boundary layer in the outer eyewall region is consistent with that to the SEF previously documented by Wang et al. [27, 28]. Here, we found that the eddy processes partially offset the mean advective processes in intensifying the outer eyewall in the upper part of the boundary layer while contributing to the intensification of the outer eyewall immediately above the boundary layer.
Figure 9. The composite azimuthal-mean tangential wind budget (m s–1 h–1) over the 3-h period between 6–9 h after the SEF in exp1. (a) the net tangential wind tendency, (b) mean radial advection (HADVm), (c) mean vertical advection (VADVm), (d) the sum of (b) and (c) (HADVm+VADVm), (e) mean vertical diffusion and friction term (FRI), (f) eddy radial advection (EHADV), (g) eddy vertical advection (EVADV), and (h) the sum of (f) and (g) (EHADV+EVAD). The black contours indicate the 3-h averaged vertical motion with contours of 0.2, 0.5, 1.0, 1.5, 2.0, 3.0, and 4.0 m s–1.
Figure 10. As Fig. 9, but for the azimuthal mean tangential wind budget in exp2.
The azimuthal mean tangential wind budget in the same period for exp2 (Fig. 10) shows considerable differences from that in exp1. The net azimuthal mean tangential wind tendency shows considerable negative values in the inner eyewall but positive values in the outer eyewall, although the overall TC intensity only weakened slightly (Fig. 4b). This implies that the eyewall replacement occurred faster in exp2 than in exp1. The rapid weakening of the inner eyewall can be simply attributed to the intensification of the outer eyewall, which acted as a barrier for the inward transport of both angular momentum and moisture into the inner eyewall. It is important to understand the dynamical processes that led to the rapid intensification of the outer eyewall and, thus, the rapid re-intensification of the storm in exp2 (Fig. 4b). Since the eddy processes in exp2 produced similar azimuthal mean tangential wind tendency as those in exp1 (Figs. 10f–10h), the larger positive tendency in the outer eyewall should be largely contributed by the mean advection processes (Fig. 10d). We can see from Figs. 10b–10d that the radial mean advection term shows much larger positive values in the outer eyewall region in the boundary layer in exp2 than in epx1 (Figs. 9b and 10b), and the mean vertical advection shows larger positive values in the outer eyewall above the boundary layer in exp2 than in exp 1 (Figs. 9c and 10c). Note that the negative tendency near the inner edge of the outer eyewall above the boundary layer is compensated largely by the positive tendencies due to upward vertical mixing (Fig. 10e) and eddy vertical advection (Fig. 10g).
The larger contribution by the mean radial advection in the boundary layer in exp2 is due to higher inertial stability (and larger absolute vertical vorticity) and stronger inflow associated with the stronger secondary circulation induced by the larger diabatic heating rate in the outer eyewall (Figs. 6 and 7). The higher inertial stability in the inner core was originated from the initially smaller inner-core size of the TC vortex, and the stronger inflow in the boundary layer was due to the lack of active spiral rainbands in exp2. These are consistent with the results discussed in Xu and Wang [32]. The higher winds of the initial TC vortex in exp1 acted in an opposite way by promoting more active spiral rainbands in the outer eyewall. Overall, the eddy processes associated with the convective activity in spiral rainbands outside and the outer eyewall played a role in slowing down the intensification of the outer eyewall. Therefore, results from the azimuthal mean budget analysis further confirm that it is the difference in the radial wind profile of the initial TC vortex that determined the different intensity changes of the simulated ERC in the two experiments.