Changes in the influence of the western Pacific subtropical high on Asian summer monsoon rainfall in the late 1990s

The Year-to-year variability of the western Pacific subtropical high (WPSH) is primarily controlled by atmosphere–ocean interaction (AOI) between the WPSH and the Indo-Pacific warm pool dipole SST anomalies (AOI mode) and the anomalous SST forcing from the equatorial central Pacific (the CP forcing mode). In this study, we show that the impacts of the WPSH variability on Asian summer monsoon rainfall have changed after the late 1990s. Before the late 1990s (the PRE epoch), the WPSH primarily affects East Asian summer monsoon (EASM) and had little influence on Indian summer monsoon (ISM), whereas after the late 1990s (the POST epoch), the WPSH has strengthened its linkage to the ISM while weakened its relationship with the EASM. This epochal change is associated with a change in the leading circulation mode in the Asia-WP region. During the PRE (POST) epoch the WPSH variation is mainly controlled by the AOI (CP forcing) that mainly affects EASM (ISM). The epochal change of the leading mode may be attributed to the change of the ENSO properties in late 1990s: the CP types of El Nino become a leading ENSO mode in the POST epoch. This work provides a new perspective for understanding decadal changes of the ENSO-monsoon relationship through subtropical dynamics.


Introduction
The important role of the western Pacific subtropical high (WPSH) in affecting Asian summer climate has been noticed for many years. As a crucial component of East Asian summer monsoon (EASM) (Tao 1963;Lau and Li 1984;Ding 1994), the intensity, shape and location of the WPSH dominate the large-scale quasi-stationary frontal zones in East Asia (Tao and Chen 1987;Chang et al. 2000;Wang et al. 2001;Lu et al. 2016). Meanwhile, the WPSH shows a significant influence on Indian summer climate by affecting the intensity of Indian summer monsoon (ISM) with the easterlies at its southern edge (Wang and Fan 1999;Lau et al. 2000).
Efforts have been devoted to explaining the formation and variability of the WPSH. The role of the Tibetan Plateau (Ye and Gao 1979;Ye and Wu 1998;Lee et al. 2015), monsoon diabatic heating (Hoskins 1996;Rodwell and Hoskins 2001), and land-sea heating contrast (Wu and Liu 2003;Miyasaka and Nakamura 2005) has been investigated. Meanwhile, because the ocean acts as an immense energy source in summer, the critical role of the sea surface temperature anomalies (SSTA) has received considerable attention for many 1 3 years (e.g., Huang and Wu 1989;Lu and Dong 2001;Zhou and Wang 2006).
Recently, based upon previous work and their own numerical experiments, Wang et al. (2013) (hereafter W13) have identified two different major SSTA mechanisms governing the two-leading empirical orthogonal function (EOF) modes of the interannual variability of low-level circulation in the Asian-western Pacific domain. Both modes represent the WPSH variability, and the mechanisms regulating these modes are illustrated in Fig. 1. The atmosphere-ocean interaction between the WPSH and SST dipole pattern [northern Indian Ocean (NIO) warming and western north Pacific (WNP) cooling] is suggested to be responsible for the EOF1 mode. This is because the strong and westward extension of WPSH can influence the SSTA over WNP/NIO by strengthening/weakening mean state winds and induce WNP cooling/NIO warming. The WNP cooling/NIO warming can in turn strengthen the WPSH through changing in situ precipitation/tropospheric temperature and hence generating atmospheric descending Rossby/warm Kelvin waves (e.g., Wang et al. 2000;Yang et al. 2007;Li et al. 2008;Xie et al. 2009;Du et al. 2009;Xiang et al. 2011). The equatorial central Pacific cooling governs the WPSH EOF2 mode by shifting the rising limb of Walker cell westward, thus causing Fig. 1 The pronounced characteristic of the EOF modes in the Asian-western Pacific low-level circulation and the responsible SSTA mechanism for the WPSH variability. The EOF1 mode which features an intense high over western Pacific (solid circle with "WPSH" inside) and a low over Japan (solid circle with "L" inside) is governing by the atmosphere-ocean interaction between the WPSH and the underlying SST dipole (warming over the northern IO and cooling over the WNP) (a). The sum of the anomalous winds and the mean winds (denoted by the double open arrows) results in enhanced (reduced) total wind speed that cools (warms) the WNP (northern IO). However, the cooling in the WNP suppresses convection, which, in turn, generates descent atmospheric Rossby waves, thus strength-ening the WPSH. The warming in the northern IO also favors an enhanced WPSH by generating an anticyclonic vorticity associated with an atmospheric Kelvin wave response to the east of northern IO warming (same as the Figure S7 in W13). The EOF2 mode with a high over western Pacific (solid curve with "WPSH" inside) and a low over Indian ocean (solid curve with "L" inside) is forced by the equatorial central Pacific cooling (b). The central Pacific cooling shifts the rising limb of Walker cell westward, therefore reducing convection around 160E and increasing convection over the maritime continent. The suppressed convection (enhanced convection) strengthens the WPSH by emanating descending Rossby waves (offequatorial anticyclonic shear vorticity) convection anomalies over the western Pacific/Maritime Continent which further emanate descending Rossby waves/ off-equatorial anticyclonic shear vorticity (e.g., Wang et al. 2003;Chung et al. 2011;. Moreover, multi-decadal variation of Asian summer climate in recent decades has been noticed (e.g., Wang 2001;Jiang and Wang 2005;Wang et al. 2008;Fan et al. 2008;Huang et al. 2013Huang and Li 2015;Xu et al. 2015;Zhu et al. 2011). Particularly, many studies have found the significant decadal shift of the interannual variability of Asian summer climate in the 1990s. Kwon et al. (2005) revealed that the leading mode of summer precipitation over the East Asia and western North Pacific region has changed in the middle 1990s, which is attributed to the central role of the equatorial central Pacific SSTA after the middle 1990s (Yim et al. 2008). Feng et al. (2014) studied the modulation of the Pacific decadal oscillation (PDO) in different phases on the behavior of the EASM in El Nino decaying years. Jin et al. (2016) found that a decadal shift in ENSO teleconnection over the western Pacific impacts the Eastern China precipitation dipole after the middle 1990s. In terms of the WPSH, although  noticed the different role of the SSTA in affecting the WPSH variability in the early 1990s, the specific mechanism is unclear, and the possible decadal shift of the WPSH-associated influence hasn't been studied. Therefore, we examine the decadal shift of the WPSH's influence on Asian summer climate and investigate the possible mechanism in this study.
Our analysis of observations confirms that such decadal changes take place. After the late 1990s, the WPSH has increased influences on the ISM and weakened effects on the EASM. This decadal change is associated with the changed leading EOF mode of the WPSH. The equatorial central Pacific SSTA has become a major forcing to the WPSH after the late 1990s, causing the change of the leading mode. These findings have important implications for Asian summer monsoon prediction. The rest of the paper is organized as follows. Section 2 introduces the data and method. Section 3 shows the decadal change in the WPSH influence on the Asian summer climate in the late 1990s. The decadal change of the primary EOF mode of the low-level Asian-Pacific circulation after the late 1990s is revealed in Sect. 4. Section 5 investigates the contribution of the upper-level circulations. The possible mechanism is discussed in Section 6. Section 6 summarizes the results.

Data and method
The monthly mean datasets used in this study are geopotential height, zonal and meridional winds derived from the National Centers for Environmental Prediction (NCEP)/Department of Energy (DOE) AMIP-II Reanalysis (Kanamitsu et al. 2002), the precipitation from Global Precipitation Climatology Project V2.3 (Adler et al. 2003) and the sea surface temperature from the National Oceanic and Atmospheric Administration (NOAA) Extended Reconstructed SST Version 3b (ERSST V3b) (Smith et al. 2008). In terms of the monsoon rainfall index, the Indian summer monsoon rainfall index (ISMRI) and the Yangtze River rainfall index (YRRI) are chosen to represent the Indian summer monsoon rainfall and the east Asian summer monsoon rainfall, respectively. Here ISMRI/YRRI is calculated as the regionally averaged precipitation over (10°-30°N, 72°-85°E)/(28°-34°N, 106°-122°E).
The summer mean (June-July-August) record during 1979-2016 is analyzed in this study. In order to focus on the interannual variability associated with the WPSH, all involved datasets during 1979-2016 have been de-trended before the analysis. The statistical significance is assessed using the Student's t test. It should be noted that the influence of the autocorrelation on the freedom degree has not been considered, because of the short record in this study.

Changes in the WPSH's influence on the Asian summer climate
To quantify the year-to-year variability of the WPSH, following W13, a WPSH index (WPSHI) is defined by the regionally averaged H850 over the climatological maximum interannual variability center (15°-25°N, 115°-150°E). The normalized summer WPSHI during 1979-2016 is shown in Fig. 2. The close relationship between WPSHI and the principal components (PCs) of the EOF modes for the 850-hPa geopotential height (H850) over the Asian-Australian monsoon domain has been discussed in W13. However, we find a decadal shift in the relationship between WPSHI and PCs in this study. Figure 3 displays the 13-years running correlation of WPSHI with PC1 and PC2 of H850, respectively. Compared with the weakening trend in the correlation of the WPSHI with PC1, it is noteworthy that the correlation between the WPSHI and PC2 increases steadily and exceeds the correlation between the WPSHI and PC1 after the late 1990s. Considering the different spatial patterns between EOF-1 mode and EOF-2 mode (W13), the high correlation of the WPSHI with PC2 after the late 1990s implies that the spatial pattern reflected by the WPSHI and the associated influences may have changed after the late 1990s. Therefore, we compare the WPSH's influence during 1979-1999 with that during 2000-2016 (POST epoch) and discuss the possible mechanism in the following part. Figure 4 shows the circulation pattern reflected by WPSHI and the associated climate anomalies during the PRE and POST epochs, respectively. During the PRE epoch, a positive WPSHI reflects a high pressure circulation in the western Pacific and a low pressure circulation over Japan, reminiscent of Pacific-Japan (PJ) pattern (Nitta 1987) or East Asia-Pacific (EAP) pattern (Huang and Sun 1992), which is associated with suppressed convection in the tropical western North Pacific and enhanced convection extending from the Yangtze River valley to Japan. Meanwhile, there is no significant rainfall signal in the India Peninsula (Fig. 4a). However, after the late 1990s ( Fig. 4b), associated with a  positive WPSHI, there is a large subtropical high extending from the western Pacific to northern Asia and a low pressure circulation over the Indian Ocean, concurring with the enhanced convection in the southeast flank of subtropical high along the rain band stretching from the Maritime Continent to India and the reduced convection over the Philippine Sea and the equatorial western Pacific. Influence of the WPSH on East Asia obviously weakens with the absence of the Japan low during the POST epoch.
To quantitatively investigate the decadal change of the WPSH's influence on Asian summer climate, we calculate the correlation coefficient (CC) of WPSHI with the ISMRI and the YRRI during PRE and POST epochs, respectively (Table 1). With a CC of − 0.02 between WPSHI and ISMRI, the ISM is not linked to the WPSH during the PRE epoch. However, the CC between WPSH and ISMRI increases to 0.58 during POST epoch (significant at 95% confidence level), indicating the increasing association of the WPSH with the ISM after the late 1990s. Meanwhile, the WPSH is closely related with YRRI with a CC of 0.67 during 1979-1999 (significant at 99.9% confidence level); but after the late 1990s, the CC between WPSHI and YRRI decreases to 0.40, which is apparently lower than the PRE epoch CC, and the statistical significance drops below the 90% confidence level. It suggests that the influence of the WPSHI on the EASM has weakened after the late 1990s. Briefly, compared to the significant influence of the WPSHI on the EASM during the PRE epoch, the WPSHI is more closely related with the ISM during the POST epoch.
Overall, associated with different circulation patterns, the influences of the WPSH on Asian summer climate have a decadal change after the late 1990s. The WPSH's influence on the EASM has weakened and the relationship between the WPSH and the ISM becomes significant after the late 1990s.

Change of the leading modes of Asian-western Pacific circulation
To understand why the influence of WPSH on Asian monsoon rainfall changed after the late 1990s, we investigate whether the leading modes of Asian-western Pacific 850 hPa geopotential (H850) circulation have changed.
To begin with, we examine the two leading EOF modes of the H850 during the entire period of 1979-2016 (Fig. 5). The EOF-1 with a percent variance of 31.2% is characterized by an intense high pressure system extending from the western Pacific to the Indian Ocean and a low pressure system located over Japan, which concurs with suppressed rainfall over the South China Sea to the western North Pacific and enhanced rainfall over the region from the middle and lower reach of the Yangtze River valley to Japan (Fig. 5a). In the correlation map of the SSTA and 850-hPa winds (Fig. 5c), anomalous northeasterlies associated with cold SSTA over the western Pacific around 160°E and anomalous easterlies accompanied by warming over the northern Indian Ocean are observed. The positive feedback between the WPSH and underlying dipolar SST anomaly in Indo-western Pacific warm pool has been demonstrated to play a central role in sustaining the above circulation pattern by W13 (also see Fig. 1a).
The spatial pattern of the EOF-2 mode features a dipole pattern with a high pressure system over the Pacific and a low pressure system over the Indian Ocean, which are associated with enhanced rainfall on the southwest flank of the high pressure circulation and suppressed rainfall extending from the Philippine Sea southeastward to the equatorial western Pacific (Fig. 5b). The main feature of the associated SST anomaly is the significant negative SST anomaly over the equatorial central Pacific (Fig. 5d). The numerical experiment in W13 has demonstrated that the equatorial central Pacific cooling is responsible for the formation of the spatial pattern of EOF-2 (See Fig. 1b).
Note that the results in Fig. 5 show that the EOF 1 and EOF 2 are, respectively, more tightly linked to precipitation over the EA subtropical front and Indian summer monsoon ( Table 2).
As we showing in Fig. 3, there is a decadal change in the relationship between WPSHI and PCs after the late 1990s. Meanwhile, comparing Figs. 4 and 5, the precipitation pattern associated with the WPSHI during the PRE epoch in Fig. 4a resembles the corresponding spatial patterns of EOF-1 mode in Fig. 5a, but the POST WPSHI reflects a precipitation pattern similar to that of the EOF-2 mode in Fig. 5b. This motivates us to further examine the leading circulation modes during the PRE and POST period. Figure 6 shows that during the PRE epoch, the atmospheric-ocean interaction in Indo-Pacific warm pool sustains an intense high pressure system extending from the Pacific to the Indian Ocean and the PJ pattern along Asian coast, which resembles the spatial pattern of EOF-1 mode in the entire period of 1979-2016. However, after the late 1990s, with the equatorial central Pacific cooling becoming the major player, the center of the high pressure system moves eastward and northward and a relatively low pressure system appears in the northern Indian Ocean. A dipole geopotential height pattern resembles the spatial pattern of EOF-2 mode during 1979-2016. Actually, the pattern correlation of the POST EOF-1 mode with the EOF-2 mode in the entire period is 0.96, but only is 0.28 with the EOF-1 mode in the entire period. Similarly, the spatial pattern of the PRE EOF-1 mode resembles the spatial pattern of the EOF-1 mode in the entire period , as evidenced by the pattern correlation coefficient of 0.95 (0.50) with the EOF-1 (EOF-2) mode in the entire period. The above evidence suggests that with the equatorial central Pacific cooling acting as the major forcing, the EOF-2 mode of H850 in the entire period has become the EOF-1 mode after the late 1990s. It also explains the higher CC between PC2 in the entire period and WPSHI after the late 1990s, and the decreased CC in the entire period between PC1 and WPSHI, although the latter still shows high statistical significance after the late 1990s, possibly due to the large explained percent variance (Fig. 3).
In sum, the WPSHI reflects different leading circulation modes during the two epochs, and the change of the lowlevel leading circulation mode from PRE to POST epoch has caused the decadal change in the WPSH influence on Asian summer monsoon rainfall anomalies.

Changes of the upper-level circulations associated with the WPSHI
Considering the Asian summer monsoon variability is also closely related to the upper level circulation anomalies, we examine the changes of the upper-level circulations in this section. The WPSH in the lower troposphere and the East Asian jet stream (EAJS) in the upper troposphere are the two dominant components of the EASM circulation system. Lin et al. (2010) found a decadal shift in the relationship between EAJS and WPSH after the late 1970s. Here, we calculate the CCs between WPSHI and EAJS index (EAJSI) during the two epochs. Following Lin et al. (2010), the EAJSI is defined as the PC time series of the leading EOF mode of zonal winds at 200 hPa over (20°N-60°N, 120°E-150°E) (Fig. 7). We find a decadal shift in the relationship between   Figure 8a, b exhibit the regression of horizontal winds at 850 hPa based upon the EAJS during the PRE and POST epochs, respectively. Before the late 1990s, associated with the anomalous EAJS, there is a significant anticyclonic anomaly over the WNP and a cyclonic anomaly over the Japan Sea, resembling the PJ pattern. Remarkable convergence locates over the region from the middle and lower reach of the Yangtze River Valley to South Japan. Therefore, the EAJS is significantly and negatively correlated with the precipitation over the WNP and positively correlated with the precipitation over the middle and lower reach of the Yangtze River Valley and South Japan (Fig. 8c). During the POST epoch, the relationship between WPSHI and EAJSI weakens, no significant anticyclone circulation anomaly is observed over WNP (Fig. 8b), and the connection between the EAJS and the precipitation over the WNP-EA also weakens, no remarkable precipitation anomalies are observed over the middle and lower reach of the Yangtze River Valley and WNP (Fig. 8d).
Previous studies have documented that the barotropic response, which acts as the results of the coupling of external mode and internal mode excited by the tropical WNP precipitation anomaly, is necessary for the meridional teleconnection over the WNP-EA (PJ/EAP pattern), because the barotropic response emanates from the tropics into the extratropics, enabling the tropical-extratropical teleconnection (Kato and Matsuda 1992;Wang and Xie 1996). The WPSH and the EAJS have been viewed as two components of the meridional teleconnection over the WNP-EA (Huang et al. 2003;Lu 2004;Lu and Lin 2009). Therefore, the weakened relationship of the EAJS with the WPSH and the precipitation over WNP may contribute to the obscure low-level PJ pattern during POST epoch which can further leads to the weakened influence of the WPSH on the EASM.
In terms of the decadal shift of the WPSH influence on the ISM, it is interesting to notice that after removing the ENSO signals in WPSHI (WPSHI-OUT-ENSO), the CC between WPSHI-OUT-ENSO and the ISMRI is 0.27 (− 0.03) during 2000-2016 (1979-1999). This result implies that POST strengthened influence of the WPSH on the ISM derives quite possibly from strengthened impact of ENSO on the ISM. Actually, the CC between the Nino 3.4 index [SSTA averaged over 5°S-5°N, 170°W-120°W] and the ISMRI is − 0.16 during PRE epoch, but increases to − 0.74 during POST epoch (significant at 99.9% confidence level). Figure 9 shows the regression map of velocity potential and divergent wind at 200 and 850 hPa based upon the Nino 3.4 index during the PRE and POST epochs, respectively. Compared to the PRE epoch, the anomalous Indo-Pacific Walker circulation shifts westward EAJSI and JJA precipitation (mm day −1 ) during 1979-1999 (c) and 2000-2016 (d). The light, medium and dark shading indicates significance at the 90, 95 and 99% confidence level remarkably in the POST epoch, with the low-level convergence (high-level divergence) center shifting from equatorial eastern Pacific to equatorial central Pacific and the low-level divergence (high-level convergence) center over the Maritime Continent in the PRE epoch extending northwestward to the Arabian Sea in the POST epoch (Fig. 9). This westward shifted Indo-Pacific Walker circulation may contribute to a strengthened relationship between ENSO and the ISM. Associated with the equatorial central Pacific cooling acting as the major forcing for the WPSH variability and the enhanced influence of ENSO on the ISM, the Indo-Pacific Walker circulation associated with WPSHI strengthens in the POST epoch, with the enhanced lower tropospheric divergence (upper tropospheric convergence) over equatorial central Pacific and enhanced lower tropospheric convergence (upper tropospheric divergence) over the Arabian Sea and Maritime Continent (Fig. 10). Therefore, we suggest that the strengthened influence of the WPSH on the ISM during the POST epoch may be attributed to the westward shifted Indo-Pacific Walker circulation.

Discussion
In this section, we discuss the root cause of the decadal change of the low-level Asian-Western Pacific circulation, which are dominated by two modes during the 1979-2016: The Atmosphere-Ocean interaction (AOI) mode (EOF 1) and the central Pacific warming/cooling forced (CPF) mode (EOF2) (Fig. 5). The AOI mode does not have fundamentally change across the entire period. But the CPF mode has been enhanced and becomes the leading mode in POST epoch. Therefore, the decadal change of the low-level Asian-Western Pacific must arise from the increased CP SST forcing during the POST epoch.
The above assertion is consistent with observed decadal change of the ENSO properties. Canonical El Niño has a warming center in the eastern Pacific (EP), but in recent decades, El Niño warming center tends to occur more frequently in the central Pacific (CP). Since the late 1990s the standing CP El Nino becomes a dominant mode in the Pacific (Xiang et al. 2012).
With this decadal shift in the type of El Nino events, the anomalous Indo-Pacific Walker circulation shifts westward remarkably in the POST epoch (Kumar et al. 2006), which favors the WPSH influence the ISM. Meanwhile, there is an anomalous Walker circulation over the Maritime Continent and equatorial central Pacific, which can weaken the vertical shear over the WNP (figure not shown). The weakened vertical shear is unfavorable for the coupling of external mode and internal mode excited by the tropical WNP precipitation anomaly and results in non-significant barotropic response (Kasahara and Silva Dias 1986;Lu 2004;Lin et al. 2010), thus the PJ pattern weakens during the POST epoch. With the absence of the PJ pattern, the WPSH's influence on the EASM is obscure after the late 1990s. The causes of the decadal change of the ENSO properties have been a debating issue. Global warming has been blamed for the westward shift of maximum warming as well as more frequent occurrence of CP El Nino (Yeh et al. 2009). However, since the late 1990s, the epochal mean trade winds have strengthened and the equatorial thermocline slope has increased, contrary to the global warming-induced weakening trades and flattening thermocline. Xiang et al. (2012) proposed that the recent predominance of CP El Nino arises from a dramatic decadal change characterized by a grand La Nin˜a-like background pattern and strong divergence in the CP atmospheric boundary layer. After the late 1990s, the anomalous mean CP wind divergence tends to weaken the anomalous convection and shift it westward from the underlying SST warming due to the suppressed low-level convergence feedback.

Summary
We find that after the late 1990s the spatial pattern of the primary EOF mode of H850 over the Asian-Australian monsoon domain has changed, leading to a decadal change of the WPSH's influence on Asian summer monsoon.
Prior to the 1999 , the first leading empirical orthogonal function mode (EOF-1) of the low-level Asian summer circulation, which is mainly affected by positive atmosphere-ocean feedback over Indo-Pacific warm pool oceans, features an intense high pressure system extending from the western Pacific to the Indian ocean and a PJ pattern over East Asian coast. With this spatial structure, the WPSH shows significant influence on the East Asian summer monsoon, but none on the Indian summer monsoon. After the 1999After the (2000After the -2016, the equatorial central Pacific cooling/warming becomes the major forcing, which shifts the Indo-Pacific Walker circulation westward and makes (a) (c) (b) (d) Fig. 10 Same as in Fig. 9, but with respect to the WPSHI the EOF-1 mode of the low-level Asian summer circulation change to a dipole pattern with a high pressure system over the western Pacific and a low pressure system over the Indian Ocean. This changed EOF-1 mode favors the WPSH closely connected with the Indian summer monsoon. Meanwhile, with the obscure relationship between the EAJS and the WPSH and the absence of the PJ pattern, the WPSH's influence on the EASM becomes weaker after the late 1990s. The decadal change of the primary low-level Asian-Western Pacific circulation is believed to arise from the increased CP SST forcing during the POST epoch. This assertion is also consistent with the observed decadal change of the ENSO properties: Since the late 1990s the standing CP El Nino becomes a dominant mode in the Pacific (Xiang et al. 2012), which is in association with strengthened epochal mean trade winds and increased CP wind divergence. The latter tends to shift anomalous convection and associated Walker cell westward.
The present study presents evidence that the WPSH not only affects EASM, but also the ISM. The ways by which WPSH intensifies and affects ISM and EASM involve two major mechanisms. One is the atmosphere-ocean interaction (AOI) between the WPSH and underlying anomalous SST dipole over the Indian-western Pacific warm pool ocean, and the other is the central Pacific SST anomalies. The AOI plays a main role during the El Nino/La Nina decaying summer in changing EA subtropical frontal rainfall, while the CP forcing acts during developing El Nino/La Nina summers to affect Indian summer rainfall. The results suggest that the two mechanisms are regulated by planetary scale background circulation and could have interdecadal changes.
In recent decades, PDO has changed from a positive phase to a negative phase after the late 1990s. Influences of the recent negative phase of PDO on the decadal change of Asian summer climate have been studied. For example, Zhu et al. (2015) have examined contributions of the negative phase of PDO after the late 1990s to the summer rainfall anomalies over East Asia by using numerical model experiments. Does the changed PDO phase contribute to the decadal shift of the WPSH's influence on the Asian summer climate? With the help of Yali Zhu and Jiehua Ma for offering their experiments' outputs, we investigate the spatial pattern of the EOF1 mode in modeling 40 years outputs for negative-PDO experiment and control experiment, respectively, and compare their differences. It is clear that the anomalies on the difference map of model experiments are opposite with those on the difference map of the two epochs in NCEP2 (figure not shown). Therefore, the PDO may not be the main direct reason for the decadal shift of the WPSH's influence on Asian summer climate (more designed details of model experiment can be seen in Zhu et al. 2015). It is possible that the PDO may contribute to the changed SSTA forcing for the WPSH variability and shows its indirect influence on the decadal shift of the WPSH's influence on Asian summer climate. However, it remains to be confirmed by further analysis in the future.
In general, the mechanisms that are possibly responsible for the decadal shift of the WPSH influence, remain to be confirmed. Further analysis based on more quantitative diagnose, as well as the state-of-the-art climate models, is needed in future work.