1.Key Laboratory of Cloud-Precipitation Physics and Severe Storms (LACS), Institute of Atmospheric Physics, Chinese Academy of Science, Beijing 100029, China 2.Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China 3.University of Chinese Academy of Sciences, Beijing 100029, China 4.International Center for Climate and Environment Sciences, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029, China Manuscript received: 2021-05-27 Manuscript revised: 2021-08-27 Manuscript accepted: 2021-09-27 Abstract:Persistent heavy rainfall events (PHREs) over the Yangtze–Huaihe River Valley (YHRV) during 1981–2020 are classified into three types (type-A, type-B and type-C) according to pattern correlation. The characteristics of the synoptic systems for the PHREs and their possible development mechanisms are investigated. The anomalous cyclonic disturbance over the southern part of the YHRV during type-A events is primarily maintained and intensified by the propagation of Rossby wave energy originating from the northeast Atlantic in the mid–upper troposphere and the northward propagation of Rossby wave packets from the western Pacific in the mid–lower troposphere. The zonal propagation of Rossby wave packets and the northward propagation of Rossby wave packets during type-B events are more coherent than those for type-A events, which induces eastward propagation of stronger anomaly centers of geopotential height from the northeast Atlantic Ocean to the YHRV and a meridional anomaly in geopotential height over the Asian continent. Type-C events have “two ridges and one trough” in the high latitudes of the Eurasian continent, but the anomalous intensity of the western Pacific subtropical high (WPSH) and the trough of the YHRV region are weaker than those for type-A and type-B events. The composite synoptic circulation of four PHREs in 2020 is basically consistent with that of the corresponding PHRE type. The location of the South Asian high (SAH) in three of the PHREs in 2020 moves eastward as in the composite of the three types, but the position of the WPSH of the four PHREs is clearly westward and northward. Two water vapor conveyor belts and two cold air conveyor belts are tracked during the four PHREs in 2020, but the water vapor path from the western Pacific is not seen, which may be caused by the westward extension of the WPSH. Keywords: persistent heavy rainfall events, Yangtze-Huaihe River Valley, Rossby wave energy dispersion, water vapor paths, cold air paths 摘要:采用客观分类方法将1981-2020年间江淮流域持续性暴雨事件分为A、B和C三类,并对各类事件的典型环流特征及形成机制进行对比研究。A类事件中,源于北大西洋东部对流层中高层的东传Rossby波列与西太平洋对流层中低层的北传Rossby波列在江淮地区南部交汇,气旋性扰动在该地区得以维持和加强,有利于持续性暴雨的发生。B类事件的纬向和经向波列都比A类事件更为显著,且亚洲地区的高度场异常呈经向带状分布。C型事件在欧亚高纬度地区为“两槽一脊”的典型环流形势,但中低纬西太平洋副热带高压和江淮低槽的强度均比A、B两类弱。2020年江淮流域的四例持续性暴雨事件(1例A型、2例B型和1例C型)具有各自所属类型的环流基本特征,但西太平洋副热带高压更为偏西偏北。与各类型合成水汽通道对比发现,2020年未出现来自西太平洋的水汽通道,这可能是由于西太平洋副热带高压偏西造成的。 关键词:持续性暴雨, 江淮流域, 波作用通量频散, 水汽传输, 冷空气路径
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2.1. Criteria for objective classification of PHREs in the YHRV
In this study, PHREs in the YHRV between 1981 and 2020 were classified by utilizing the daily precipitation data from 2,420 national stations in China. The objective selection was based on the following criteria: more than 10 grids (0.25° × 0.25°) in the area with daily precipitation of more than 50 mm lasting more than 5 days with rainband coincidence in two adjacent days greater than 20% (interruption of at most 1 day is allowed) (Wang et al., 2014). Since Wang et al. (2014) used 756 national stations to identify PHREs, use of both 756 stations and 2,420 stations data were compared in this study. We found that the criteria worked well for both datasets, that chosen events from both datasets during 1981–2011 were roughly the same, and that most of the identified non-typhoon PHREs in the YHRV were consistent with the events in other studies (Chen and Zhai, 2013). Objective pattern correlation statistics for rainbands regions (Santer et al., 1993) were used to classify the PHREs in the YHRV (Fig. 1). After eliminating the cases with correlation coefficient < |0.3|, a total of 39 PHREs were classified into three types (Table 1): rainbands in the southern part of the YHRV (type-A), rainbands in the northern part of the YHRV (type-B), and rainbands along the Yangtze River Valley (type-C). A typical rainbands for each of the three types is shown in Fig. 1. The rainbands of all three types were found to be oriented zonally, however, most of the remaining 12 rainbands were oriented meridionally, and in some cases, the centers were positioned near the western boundary of the YHRV. Four PHREs occurred in 2020 (Fig. 1), which is the only mei-yuseason during 1981–2020 that included all three PHRE types. Hu et al. (2013) used rotated empirical orthogonal function analysis to obtain three precipitation patterns to the east of 110°E, i.e., the “South” pattern, the Yangtze–Huaihe pattern, and the Yangtze pattern, which are similar to the three types of events in our study. They also revealed that the precipitation of the Yangtze pattern shows no significant relationship with that of the South pattern or the Yangtze–Huaihe pattern, acting as a more independent precipitation pattern. Figure1. The accumulated precipitation (shadings, mm) and corresponding standardized anomalies (black contour) of the PHREs. Typical events of (a) type-A (12–27 June 1998), (b) type-B (29 June–12 July 1991), (c) type-C (24 June–1 July 1999), and the four events that occurred in 2020: (d) 2–6 June (type-A); (e) 12–23 June (type-B); (f) 15–20 July (type-B); (g) 2–10 July (type-C). The pink rectangle indicates the YHRV.
NO
Start date
End date
Duration (days)
Type A Events
1
28 Jun 1989
4 Jul 1989
7
2
2 Jul 1992
8 Jul 1992
7
3
12 Jun 1994
21 Jun 1994
10
4
7 Jul 1997
12 Jul 1997
6
5
12 Jun 1998
27 Jun 1998
16
6
8 Jun 2000
12 Jun 2000
5
7
14 Jun 2002
18 Jun 2002
5
8
18 Jun 2005
22 Jun 2005
5
9
4 Jun 2006
8 Jun 2006
5
10
17 Jun2010
25 Jun2010
9
11
18 Jun 2014
24 Jun 2014
7
12
11 Jun 2016
18 Jun 2016
8
13
3 Jul 2019
10 Jul 2019
8
14
2 Jun 2020
6 Jun 2020
5
Type B Events
1
18 Jul 1982
22 Jul 1982
5
2
23 Jun1983
27 Jun 1983
5
3
18 Jul 1983
23 Jul 1983
6
4
2 Jul 1987
6 Jul 1987
5
5
12 Jun 1991
16 Jun 1991
5
6
29 Jun 1991
12 Jul 1991
14
7
28 Jun 1996
6 Jul 1996
9
8
14 Jul 1996
18 Jul 1996
5
9
19 Jun2000
28 Jun2000
10
10
19 Jun2002
23 Jun2002
5
11
30 Jun 2003
4 Jul 2003
5
12
6 Jul 2005
10 Jul 2005
5
13
29 Jul 2006
3 Jul 2006
5
14
5 Jul 2007
9 Jul 2007
5
15
1 Jul 2016
6 Jul 2016
6
16
12 Jun 2020
23 Jun 2020
12
17
15 Jul 2020
20 Jul 2020
6
Type C Events
1
27 Jun 1981
1 Jul 1981
5
2
4 Jul 1983
10 Jul 1983
7
3
18 Jun 1988
22 Jun 1988
5
4
30 May 1995
3 Jun 1995
5
5
20 Jul 1998
26 Jul 1998
7
6
24 Jun 1999
1 Jul 1999
8
7
7 Jun 2015
11 Jun 2015
5
8
2 Jul 2020
10 Jul 2020
9
Table1. The classification of PHREs without the effect of typhoon over the YHRV during 1981–2020.
Composite analysis is an effective method to explore the synoptic-scale characteristics of a particular meteorological phenomenon. In this study, we applied composite analysis on the newly released daily reanalysis data from National Centers for Environmental Prediction and Department of Energy (NCEP/DOE) with a horizontal resolution of 2.5° × 2.5° (Kanamitsu et al., 2002) to analyze the composite circulation pattern of the PHREs and the individual events.
2 2.2. The HYSPLIT model and trajectory analysis method -->
2.2. The HYSPLIT model and trajectory analysis method
The HYSPLIT model (Draxler and Hess, 1998; Stein et al., 2015) was applied to reveal the trajectories of the moisture and cold air responsible for the PHREs over the YHRV. The HYSPLIT was run with the NCEP/NCAR reanalysis data available from NOAA’s Air Resources Laboratory. The dataset contains several basic fields, including the u and v components of the horizontal wind, vertical velocity, temperature, and relative humidity, that are archived every 6 h with a spatial resolution of 2.5° × 2.5° across the world. A backward-trajectory analysis was conducted for each PHRE to trace the cold air back to its source and track the water vapor transport. The HYSPLIT model was used to calculate 240 h back trajectories for air parcels at three critical levels (500 m, 1500 m and 3000 m) over the YHRV region (27.5°–35°N, 112.5°–122.5°E) at 6 h intervals. The cluster technique was used to minimize the intra-cluster differences among trajectories while maximizing the inter-cluster differences, to extract patterns that help to understand the major features. The clustering of trajectories is based on the total spatial variance method (Draxler, 1999), and the optimal number of clusters is determined by calculating the sum of all clusters’ total spatial variance for all the possible number of clusters until the total variance of the individual trajectories about their cluster mean starts to increase substantially (Stein et al., 2015). The total moisture supply contribution is calculated as where m is the number of trajectories in each cluster, n is the total number of trajectories in all clusters, and qit is the specific humidity of the air parcel at each time step along each trajectory (240 for the 240 h backward tracking in this study).
2 2.3. A phase-independent wave-activity flux -->
2.3. A phase-independent wave-activity flux
Quasi-stationary Rossby wave propagation associated with the PHREs was analyzed by applying the wave-activity ?ux de?ned by Takaya and Nakamura (2001). This ?ux is independent of the wave phase and is parallel to the local group velocity of a stationary Rossby wave train in the Wentzel–Kramers–Brillouin approximation, indicating the energy propagation direction. The wave-activity ?ux W, de?ned in the log-pressure coordinate, can be expressed as where $ \psi ' $ denotes the perturbation geostrophic stream function, ${\boldsymbol{u'}} = \left( {u',v'} \right)$is the perturbation geostrophic wind velocity, ${\boldsymbol{U}} = \left( {u,v} \right)$ is a horizontal basic flow velocity, $ p $ is the pressure in hPa, $ {R_{\text{a}}} $ is the gas constant of dry air, $ {H_0} $ is the constant scale height, $ {N^2} $ is the Brunt–V?is?l? frequency, and $ T' $ is the perturbation temperature. The flux is useful for illustrating a “snapshot” of a packet of stationary Rossby waves propagating through the zonally asymmetric westerlies. By applying the flux, the dynamics of the summer blocking high over East Asia (Nakamura and Fukamachi, 2004; Shi et al., 2016) and the summer Pacific–Japan teleconnection pattern (Kosaka and Nakamura, 2006) have been investigated through composite analyses. Bueh et al. (2008) and Zong et al. (2014) also used this flux to discuss the possible mechanisms of the snowy and rainy weather processes in South China in January 2008. In the evaluation of composite energy propagation, anomalies associated with the PHREs are regarded as stationary Rossby waves embedded in the climatological mean in three dimensions for the same periods over the 30 years (from 1981 to 2010). However, for the evolution of energy propagation in an individual event, the 31-day running-mean field is regarded as the basic state in which stationary Rossby waves are embedded, and the 5-day low-pass anomalies are regarded as the wave-associated fluctuations.
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3.1. Variation of PHREs during 1981–2020
A total of 39 PHREs, which occurred from June to August in 1981–2020, were classified into the three types (Table 1): 14 type-A, 17 type-B, and 8 type-C. The number of type-C events was less than that of type-A or type-B. The type-B events (late June to mid-July) occurred later than type-A events (from early June to mid-June). Generally, the rainband during warm season in east China gradually moved from South China to North China because of the advance or retreat of the summer monsoon. Since Type-B rainbands are located to the north of Type-A, most of the Type-B events occurred later than Type-A. There were 9 events and 16 events in the 1980s and 1990s, respectively, whereas in the 21st century, there were 13 events and 8 events in the 2000s and 2010s, respectively. We can see that the number of PHREs peaked in the 1990s, including three severe flooding years of 1991 (two type-B events), 1998 (one type-A event and one type-B event), and 1999 (one type-B event and one type-C event) (Ding, 1993; Ding and Sun, 2001; Tao et al., 2001). It seems that type-B events occurred more frequently in flooding years. Moreover, in the first year of the 2020s, 5 PHREs occurred during the long-last record-breaking mei-yu season, which is the highest yearly number of events in recent 40 years (Fig. 2). In the past 40 years, the annual number of PHREs in most years is less than 3 events, and in fact, more than 3 events have occurred in only 5 years. The total duration of all PHREs in 2020 is more than 30 days, but that of the other years is less than 25 days. Therefore, we first investigate the composite circulation characteristics and possible formation mechanism of the three types PHRE without the events in 2020, and then reveal the specific circulation characteristics of the four PHREs in 2020. Figure2. The number of PHREs (bar, left coordinate, units: number) and the total duration (line, right coordinate, units: days) from 1981 to 2020.
2 3.2. Composite circulation pattern for type-A PHREs -->
3.2. Composite circulation pattern for type-A PHREs
The 14 type-A PHREs persisted for 5–16 days (Table 1). Two PHREs that occurred in 1994 and 1998 persisted for 10 and 16 days, respectively, and induced severe flooding (Sun and Zhao, 2000; Tao et al., 2001; Bei et al., 2002). In general, the maximum accumulated precipitation amount of each event varies from 200 to 500 mm and the corresponding normalized mean daily precipitation anomalies are 3.0–5.0 (not shown). Figure 3 shows the composite standardized anomalies of the mean 200 hPa and 700 hPa geopotential height for the three types of PHRE excluding the events in 2020. It is found that positive and negative anomaly centers of geopotential height at 200 hPa originate from the eastern North Atlantic, the Mediterranean, the Caspian Sea, the Iranian Plateau, the Mongolian Plateau to the YHRV, and the western Pacific Ocean (Fig. 3a), which are aligned along the westerly jet with composite wind speeds greater than 25 m s?1 in the upper troposphere. The synoptic systems successively along the westerly jet are: the ridge over the eastern North Atlantic, the trough over the Mediterranean, the ridge from the Ural Mountains to the Caspian Sea, the trough from the Iranian Plateau to Lake Balkhash, the ridge from the Tibetan Plateau to Lake Baikal, and the trough from the YHRV to the Japan Sea, which all correspond to the centers of standardized anomalies. The positive and negative anomalies along the westerly jet correspond to the development of these ridges and troughs, respectively (Fig. 3a). The composite South Asian high (SAH) extends from North Africa to the South China Sea, and the 12 560 gpm contour for the eastern edge of the SAH is 10° to the east of the climatological contour. There is a significant cyclonic circulation anomaly to the south of the Aleutian Islands in the middle and lower troposphere (Fig. 3b), which depicts an enhanced mid-ocean trough. To the south of the mid-ocean trough, the western Pacific subtropical high (WPSH) extends farther westward than the climatic conditions (Fig. 3b). Figure3. Composite maps (excluding the events in 2020) of geopotential height (black contours, gpm) and corresponding standardized anomalies (shadings) at (a, c, e) 200 hPa (the black and the blue dashed lines are the 12 520?12 560 gpm isolines of PHREs and corresponding climatological means respectively; the light blue solid lines indicate the upper level jet), and at (b, d, f) 700 hPa (the red and the blue dashed in lines are the 5880?5920 gpm isolines of PHREs and corresponding climatological means at 500 hPa respectively; the blue wind barb represents the low-level jet 850 hPa, full barb: 4 m s?1) for type-A (a, b), type-B (c, d), and type-C (e, f) PHREs. Blue solid boxes indicate the YHRV. Dots and pink arrows areas show the height and wind anomalies, respectively, that are significant at the 95% confidence level based on a t-test.
The cyclonic anomalous wind field centered over the YHRV corresponds to the cyclonic disturbance along the westerly jet (Fig. 3a) at 200 hPa and the negative geopotential height anomaly in the southern areas of the YHRV in the mid–lower troposphere (Fig. 3b), which exhibits an equivalent-barotropic synoptic structure. Moreover, in the lower troposphere (Fig. 3b), the southwesterly low-level jet is located south of the critical system, coupled with cyclonic wind perturbation around it. The geopotential height anomalies also indicate intensification of the subtropical high in the Southern Hemisphere (Fig. 3b). In particular, the Somali cross-equatorial jet tends to intensify with the development of the Mascarene high in the subtropical regions in the Southern Hemisphere. Chang (1999) revealed that downstream development along the waveguide is a general characteristic of synoptic-scale waves in the mid-latitudes. Tao and Wei (2006) demonstrated that the advance or retreat of the subtropical high is caused by the propagation of the stationary Rossby waves along the subtropical westerly jet in the upper troposphere, forming a long-wave ridge or trough along the coast of China; meanwhile, the subtropical high advances northwestward or retreats southeastward. To represent the three-dimensional propagation of the composite Rossby wave trains in each type of PHRE, we utilized the phase-independent wave-activity flux formulated by Takaya and Nakamura (2001). The equivalent-barotropic structure in the troposphere for stream function anomalies over Eurasia and a particular wave packet can be traced with the wave-activity flux involved in the maintenance of the type-A PHREs (Fig. 4a, b). The successive divergence and convergence centers of the wave-activity flux along the wave packet reveals the downstream energy dispersion mechanism (Enomoto et al., 2003; Nakamura and Fukamachi, 2004). The eastern North Atlantic (the British Isles) shows a strong horizontal divergence center of wave-activity flux in the upper troposphere (Fig. 4a). Most of the wave-activity flux vectors associated with the wave train downstream of this region are oriented southeastward, with an eastward turn near the convergence region around the Mediterranean, where strong convergence is associated with the negative stream function anomaly center. The accumulated wave-activity energy is favorable for intensification of the trough there (Fig. 3a), which persists for the next few days. Meanwhile, the wave train propagates along the westerly jet across the Eurasia until it splits into two branches. The northern branch propagates northeastward through Lake Baikal and finally converges over the YHRV, merging with the southern branch of the flux which moves southeastward (Fig. 4a). The convergence center of the flux corresponds to the trough and the negative anomaly center extending throughout the entire troposphere (Fig. 3a, b). Some previous studies have shown that upper-tropospheric waves have two waveguides over Asia, one from the northwest over Siberia and the other from the southwest along the subtropical jet across southern Asia (Chang and Yu, 1999; Hoskins and Hodges, 2002). Our analysis is partly consistent with those works, for the northern waveguide breaks over the Western Siberia in this study. In addition, the wave-activity fluxes associated with the wave train in the middle troposphere are consistent with those in the upper troposphere; however, due to the barrier of the Iranian Plateau and the Tibetan Plateau, the associated Rossby wave flux is blocked over these areas in the mid–lower troposphere and cannot disperse to the YHRV consecutively (not shown). Figure4. Composite horizontal component of wave-activity fluxes (arrows, m2 s?2) and corresponding stream function anomalies (shadings, m2 s?1) at 300 hPa (a, c, e) and at 700 hPa (b, d, f) for type-A (a, b), type-B (c, d), and type-C (e, f) PHREs.
Besides the zonal waveguides in the high–middle latitudes, the northward wave-activity energy propagation from the western Pacific in the mid-lower troposphere also converges over the southern part of the YHRV (Fig. 4b). The composite vertical profiles of wave-activity fluxes over the YHRV (not shown) reveal that the convergence region over the YHRV extends throughout the entire troposphere, with two strong convergence centers at 300 hPa and 700 hPa respectively. Therefore, the evolution and maintenance of the disturbance over the southern area of the YHRV is related to both zonal and meridional wave packets in type-A PHREs. The above analysis indicates that the main characteristics of the composite circulation of type-A PHREs are as follows. There are successive anomalous centers of geopotential height along the westerly jet corresponding to the anomalous troughs and ridges over the Eurasian continent in the upper–middle troposphere, which are favorable for the invasion of cold air from the mid–high latitudes to the YHRV. In particular, the anomalous cyclonic disturbance inducing an intensified frontal perturbation over the YHRV in the lower troposphere is the critical synoptic system of type-A PHREs. In addition, the WPSH extends westward, the SAH extends farther eastward, and the Mascarene High is stronger than the climatic conditions. The intensity and location of these subtropical highs influence the convective activities over adjacent regions and moisture transportation to the YHRV. The wave-activity flux divergence is a strong energy source over western North America, the eastern Atlantic, Europe, and parts of Asia, and the energy flux clearly acts to redistribute baroclinic wave energy from the regions where it is generated to downstream regions (Chang et al., 2002). Enomoto et al. (2003) revealed that the Bonin high near Japan in summer is formed as a result of the propagation of stationary Rossby waves along the Asian jet in the upper troposphere (the Silk Road pattern). Hsu and Lin (2007) showed that the tripole rainfall pattern in East Asia is closely related to the Silk Road pattern and the Pacific–Japan pattern. The results from our study suggest that the type-A PHREs are associated with wave-energy propagation in two directions: the zonal waveguide along the subtropical westerly jet in the mid–upper troposphere, and the northward propagation from the western Pacific in the mid–lower troposphere. However, the detailed impact of the zonal and meridional wave packets on the PHREs and their interaction will be discussed in future work.
2 3.3. Composite circulation pattern for type-B PHREs -->
3.3. Composite circulation pattern for type-B PHREs
The 17 type-B PHREs persist for 5–14 days (Table 1). The two longest type-B PHREs occurred in 1991 and 2020, persisting for 14 and 12 days, respectively, and induced severe flooding (Ding, 1993; Ding et al., 2021). The maximum accumulated precipitation amount from these events varies from 200 to 700 mm and the corresponding normalized mean daily precipitation anomalies are 3.0–5.0 (not shown). The event in 1991 had the longest duration and the largest total precipitation of more than 700 mm. At high latitudes, the positive and negative anomaly centers of the geopotential height at 200 hPa originate from the northeast Atlantic Ocean, and propagate to eastern Europe, then the Ural Mountains, the Mongolian Plateau, finally arriving in the YHRV and the northwestern Pacific Ocean (Fig. 3c). Moreover, the geopotential height at high, middle, and low latitudes shows positive, negative, and positive zonally anomalous features at 200 hPa over the Asian continent to the east of 60°E (Fig. 3c). The upper-level jet and relatively straight mid-latitude flow is conducive to the cold air flowing southward to the northern part of the YHRV. Compared with the characteristics of type-A events, the WPSH extends more westward and northward, and the SAH extends farther northward. The subtropical SAH and WPSH propagate in opposite directions, and the low-level jet causes the southwesterly warm, humid air flowing northward to converge with the cold air in the northern part of the YHRV. The wave-activity flux along the northern branch of the zonal-jet waveguide in type-B events is stronger than that of type-A events, but the southern branch of the zonal-jet waveguide is very weak and could not be recognized. However, the meridional waveguide in the mid–lower levels is stronger than that of type-A events (Fig. 4). The Rossby wave-activity flux in the mid–upper troposphere propagates in the mid–high latitudes of Eurasia, and part of the energy is intercepted on the eastern side of the Urals, resulting in energy accumulation, which helps to strengthen and maintain the abnormal development of the Ural blocking high (Fig. 3c). In addition, part of the energy continues to disperse to the mid-latitudes, and finally is intercepted over the region of the Sea of Japan and the northern part of the YHRV, which results in strengthening of the negative anomaly center of the mei-yu trough (Fig. 4d). At the same time, the energy of the Rossby wave in the mid–lower troposphere disperses northward from the subtropical regions, which intensifies the negative anomalous center over the Sea of Japan and the northern part of the YHRV. In addition to the above-mentioned differences related to the Rossby wave train, the subtropical jet of type-B events is approximately 5°N farther north than that of type-A events. Correspondingly, the SAH in the upper level and the WPSH in the mid–lower levels on the south side of the jet are located farther north than those of type-A events.
2 3.4. The composite circulation pattern for type-C PHREs -->
3.4. The composite circulation pattern for type-C PHREs
The 8 type-C PHREs persisted for 5–9 days (Table 1), and there were no events lasting more than 10 days. Two PHREs that occurred in 2020 and 1999 had 9 and 8 persistent days, respectively, and induced severe flooding (Ding and Sun, 2001; Chen et al., 2020). The maximum accumulated precipitation amount of each event varies from 200 to 500 mm and the corresponding normalized mean daily precipitation anomalies are 3.0–5.5 mm (not shown). The event in 1999 had the longest duration and the largest total precipitation of more than 500 mm (Fig. 1). Figures 3e and f shows the standardized anomalies of the mean 200 hPa and 700 hPa geopotential height of all type-C events excluding the events in 2020. Figures 4e and f shows the corresponding composite horizontal component of wave-activity fluxes and stream function anomalies. The composite circulation of type-C events is the typical “two ridges and one trough” over the high latitudes of the Eurasian continent (Fig. 3e). The two ridges are located in northern Europe, and from northeast China to the coastal area of Siberia. This circulation pattern in the mid–high latitudes is basically consistent from the low-levels to the high-level troposphere (Fig. 3e, f), and is the typical circulation pattern of the mei-yu season (Tao et al., 1980; Ding, 1993). The relatively straight upper-level jet in the mid-latitudes is similar to that of type-B events, which is conducive to the continuous penetration of cold air to the Yangtze River region. The location of the SAH is abnormally eastward, whereas that of the WPSH is abnormally westward, and the north–south location is between type-A and type-B events. However, the anomalous intensity of the WPSH and the trough of the rainfall area are weaker than those of type-A and type-B events. In other words, the significant anomaly signal of type-C circulation appears in the high-latitude regions. The wave-activity flux transport along the northern branch of the zonal-jet waveguide of type-C is much stronger than that of type-A and type-B events, and the southern branch of the zonal-jet waveguide is very weak and could not be discerned. However, the meridional waveguide in the middle–lower layers is weaker than that of type-A and type-B events (Fig. 4). The stronger wave-activity flux transport results in the meridional development of “two ridges and one trough” in the high latitudes of the Eurasian continent.