1. Introduction
Understanding hydrometeorological processes is essential for effective water resource management, environmental protection, and socio-economic development. The Yarlung Tsangpo River Basin, located on the “Third Pole” Qinghai–Tibet Plateau due to its extensive ice fields and glaciers, is a critical area for studying the impacts of climate change and tectonic activities on hydrometeorological processes [
1]. The basin serves as the headwater region for many of Asia’s major rivers and provides critical freshwater resources to nearly one-third of the world’s population [
2]. The Yarlung Tsangpo River, originating from the Jiemayangzong Glacier on the southwestern Qinghai–Tibet Plateau at 5390 m, spans 2058 km within China before becoming the Brahmaputra River. It traverses seven administrative regions, draining an area of 242,000 square kilometers, with a total elevation drop of 5.44 km and an average gradient of 2.64‰. Its middle and upper reaches are characterized by lake basins and valleys, contrasting sharply with the steep gorges in the lower reaches, forming a distinct longitudinal profile with significant geomorphic implications [
3]. The Yarlung Tsangpo River Basin exhibits a unique combination of climatic zones, ranging from subtropical in the lower reaches to plateau temperate, sub-frigid, and frigid zones in the upper reaches [
4]. This climatic gradient is influenced by the river’s extensive elevation range and complex topography, resulting in diverse weather patterns and significant spatial variability in precipitation, temperature, and discharge. The hydrometeorological characteristics of the basin are influenced by both natural factors and human activities.
Previous studies have extensively explored the Yarlung Tsangpo River Basin’s hydrology, geology, and hydrochemistry. Research has focused on the basin’s tectonic evolution and geomorphological characteristics influenced by tectonic activities [
3,
5], as well as hydrochemical processes dominated by rock weathering and affected by anthropogenic activities like mining [
2,
6,
7]. Isotopic analyses have traced the sources of river water, emphasizing the contributions of precipitation and snowmelt [
6,
8]. However, comprehensive long-term analyses of hydrometeorological elements—such as precipitation, temperature, evaporation, and discharge—in this region are relatively scarce. This gap limits our understanding of the climatic influences on the basin’s hydrological processes and underscores the need for integrated studies examining these elements over extended periods. Recent advancements have started to fill this gap by investigating the changes in precipitation, temperature, and vegetation. For instance, the Yarlung Tsangpo River Basin has experienced notable increases in precipitation and temperature over the past few decades, along with significant changes in the Leaf Area Index (LAI), which have impacted actual evapotranspiration (AET) and streamflow patterns. Specifically, increases in precipitation have been identified as the dominant driver of AET changes, while the LAI-induced vegetation changes have had a more complex effect, both enhancing transpiration and intercepting evaporation but reducing soil evaporation, ultimately leading to only marginal changes in AET in some areas [
9]. Additionally, the relationship between precipitation and streamflow has shown considerable variation, with wetter periods often leading to increased runoff, while drier periods result in streamflow decreases. The influence of human activities such as land-use changes, particularly reforestation and urbanization, has further complicated this relationship by affecting both local evapotranspiration and runoff dynamics [
10]. In some cases, reforestation has been found to increase runoff during dry seasons due to increased transpiration, while in other areas the degradation of grasslands has led to water dissipation during the wet season [
11]. Another significant finding from recent research is the impact of vegetation dynamics, particularly vegetation greening, on the hydrology of the basin. Vegetation greening, driven by increased temperatures and changing precipitation patterns, has led to an expansion of plant cover, which has had both positive and negative effects on streamflow. While this greening has increased evapotranspiration, reducing streamflow, it has also enhanced soil moisture retention during dry periods. Studies have shown that the reduction in snow and ice cover in the Tibetan Plateau has led to a reduction in seasonal runoff in some regions, despite increases in precipitation and temperature [
12]. Moreover, land-use changes have also had a notable effect on the runoff patterns, with increases in tree plantation areas leading to changes in the seasonality of streamflow. These findings underscore the complexity of the interactions between climate, vegetation, and human activities, highlighting the need for integrated approaches to assess and predict hydrological changes in the region [
13,
14].
Despite these contributions, comprehensive analyses covering long-term trends, periodicity, variability, and correlations among different hydrometeorological elements across the entire basin are limited. The complex terrain and harsh environmental conditions have led to sparse monitoring networks, resulting in data gaps and uncertainties in understanding the basin’s hydrometeorological behavior [
15]. Moreover, the impact of climate change on the hydrometeorological processes in the Yarlung Tsangpo River Basin, especially in terms of discharge response, has been inadequately explored [
4]. Most existing studies have focused on specific aspects or short-term observations, lacking an integrated approach to examine the interrelationships among precipitation, temperature, evaporation, and discharge over extended periods. For instance, Li [
4] examined the impact of climate change on discharge using rainfall–discharge models but noted the scarcity of data in the upstream areas. Liu [
16] investigated hydroclimatic characteristics since the Last Glacial Maximum, highlighting the significant impact of global climate changes on discharge and glacier coverage. However, there is a need to address these knowledge gaps by conducting comprehensive, long-term analyses using more extensive datasets to improve predictions of water availability and assess the impacts of climate change on the basin’s hydrology.
Therefore, this study aims to conduct a comprehensive analysis of the hydrometeorological characteristics of the Yarlung Tsangpo River Basin using long-term data from six representative stations. We employ statistical and analytical methods, including linear regression, wavelet analysis, Pettitt change-point tests, and Kendall rank correlation coefficient tests, to examine the trends, periodicity, variability, and correlations of key hydrometeorological elements. By focusing on the entire basin and utilizing extended datasets, this research provides a more complete understanding of the hydrometeorological processes in this critical region. The findings of this study are expected to enhance the knowledge of hydrometeorological trends and patterns in the Yarlung Tsangpo River Basin, offering valuable insights for water resource management, climate change impact assessments, and sustainable development planning. Furthermore, the results can serve as a reference for future research in similar high-altitude, complex terrain environments, contributing to the global understanding of hydrometeorological responses to climatic and anthropogenic influences.
3. Results and Discussion
3.1. Trend Analysis
The results of the trend analysis are shown in
Table 2. All representative stations exhibit good synchronicity, with discharge showing a non-significant upward trend overall, ranging from 3.051 to 21.267 m³/s/10a. Similarly, precipitation shows an insignificant upward trend across the stations, with the rate of change varying between 0.858 and 30.178 mm/10a. The observed temperatures at all stations exhibited a significant increasing trend and were notably higher than both the national (China) and global temperature growth rates. The analysis results in this paper indicate that the average annual temperature growth rate in the Yarlung Tsangpo River Basin has reached an increase of 0.39 °C per decade. The evaporation volume decreased with the increase in precipitation. The evaporation at Lazi Station in the upper mainstream of the Yarlung Tsangpo River showed a significant increase, related to the low precipitation in the station’s control area and the continuously rising temperature that caused a decrease in relative humidity. The evaporation at the Yangcun, Nuxia, Shigatse, Lhasa, and Gengzhang hydrological stations exhibited a significant decreasing trend.
Taking Gengzhang Station as an example (
Figure 2), the trends of the long series of hydrometeorological elements are presented in the figures provided. The annual average discharge at Gengzhang Station shows substantial interannual variability. A generally increasing trend can be observed, represented by a linear relationship with a slope of 2.13. This suggests a gradual increase in discharge over the observed period, although the increase may not be statistically significant due to considerable fluctuations. These variations are likely influenced by annual precipitation changes and other basin-specific hydrological factors. The annual precipitation at Gengzhang Station also shows variability over the years. The fitted trend line, characterized by a slope of 0.94, indicates a gradual upward trend. This pattern may be indicative of an evolving regional precipitation regime, potentially linked to broader climatic changes impacting the area. Regarding annual evaporation, a notable decreasing trend is evident. The trend line has a slope of −7.55, indicating a steady decline in evaporation over the years. This reduction may be attributed to changes in temperature, precipitation, and relative humidity. The combination of increased precipitation and potential changes in atmospheric humidity may be contributing to this observed decrease. The annual average temperature at Gengzhang Station exhibits a clear upward trend, consistent with global warming. The fitted trend line shows a slope of 0.03, representing a steady increase in temperature throughout the observed period. This warming trend is particularly evident in recent years, aligning with broader global temperature rise patterns. The increase in temperature may have significant implications for the hydrological cycle, affecting both evaporation rates and the timing and magnitude of precipitation events in the region.
Adding Nuxia Station as another example, the long-term hydrometeorological trends are presented in
Figure 3. The annual average discharge at Nuxia Station exhibits moderate interannual variability and a generally increasing tendency. The fitted linear relationship shows a slope of approximately 1.15, indicating a gradual upward trend in discharge over the observed period. Similar to Gengzhang Station, the variability in discharge at Nuxia is likely influenced by fluctuations in precipitation and the broader hydrological dynamics within the basin. The annual precipitation at Nuxia Station also demonstrates an upward trend, with a slope of around 1.34. This gradual increase could be tied to regional climatic shifts, such as changes in large-scale atmospheric circulation patterns that bring more moisture to the area. Nonetheless, as with any basin-scale analysis, local topographic effects may also play a role in modulating precipitation. In contrast, the annual evaporation at Nuxia Station exhibits a negative slope (−3.49), reflecting a noticeable downward trend over the study period. This decrease may stem from factors such as rising relative humidity or a shift in the seasonal distribution of precipitation. The evolving balance between temperature, precipitation, and humidity likely contributes to the observed decline in evaporation. Finally, the annual average temperature at Nuxia Station shows a positive slope of 0.026, suggesting a steady increase in temperature throughout the observed years. This warming aligns with broader regional and global trends, reinforcing the notion that rising temperatures could influence hydrological processes by affecting both evaporation rates and precipitation regimes. Such changes may have important ramifications for water resource planning and ecological sustainability in the region.
A comparison of decadal averages reveals several shared patterns across the two stations, despite differences in their record lengths. Both Gengzhang (1979–2011) and Nuxia (1956–2011) show rising decadal discharge. While Gengzhang’s discharge increased from roughly the early 1980s into the 2000s, Nuxia’s data—extending back to the 1950s—underscore a similarly steady climb across multiple decades. This consistent upward trend suggests that regional-scale factors (e.g., increased precipitation or glacier melt contributions) may be influencing flow in the Yarlung Tsangpo Basin. Although precipitation displays considerable interannual variability at both stations, the decadal averages indicate a generally increasing trajectory at Gengzhang and Nuxia. This finding aligns with the observed rise in discharge, implying that enhanced rainfall regimes—or more effective moisture transport—could be driving a portion of the runoff increases. Despite station-specific differences in absolute evaporation values, both Gengzhang and Nuxia have exhibited a decreasing trend over recent decades. This decline could result from several factors, such as changes in relative humidity, shifts in atmospheric circulation, or local land-use modifications. The similar downward directions at both sites hint at a broader regional process affecting evaporative losses. In line with global and Tibetan Plateau warming, both stations have experienced a decadal rise in mean temperature. This warming trend is consistent whether one examines Gengzhang’s data, from 1979 onward, or Nuxia’s longer record, starting in 1956. Such sustained temperature increases may carry implications for snow/ice melt dynamics and subsequent runoff contributions.
Taken together, these shared decadal patterns underscore a coherent regional signal across the Yarlung Tsangpo River Basin—rising discharge and precipitation, declining evaporation, and persistent warming. While local factors undoubtedly shape year-to-year fluctuations, the consistently observed directions of change at both Gengzhang Station and Nuxia Station suggest a broader climatic or hydrological shift within the basin.
3.2. Periodic Analysis
Taking Gengzhang Station as an example, the periodic analysis of hydrometeorological elements is presented using wavelet transform coefficients across different frequency domains, as shown in
Figure 4. Discharge and precipitation each demonstrate pronounced oscillations on a 2–5 year timescale, reflecting frequent transitions between comparatively wet and dry conditions. A 10-year cycle emerges in both variables as well, indicating decadal “dry–wet” fluctuation patterns likely influenced by regional climatic variability. Furthermore, wavelet peaks exceeding 20 years suggest even longer-term, synchronous variability between discharge and precipitation. Meanwhile, evaporation exhibits notable periodic features at the 3-year and 10-year scales, although its overall stability appears weaker than that of discharge or precipitation, possibly due to the combined effects of temperature variations, land-surface changes, and relative humidity fluctuations. Temperature itself shows a robust 10-year oscillation, consistent with the decadal variability often observed in plateau regions, and weaker spectral components at periods beyond 20 years, hinting at a superimposed long-term warming trend. Overall, these results highlight the dynamic interplay among hydrometeorological factors at multiple temporal scales, underscoring the complexity of climate and water-cycle processes at Gengzhang Station.
At Nuxia Station, the wavelet analyses (
Figure 5) reveal multi-scale periodicity in discharge, precipitation, evaporation, and temperature, echoing the patterns observed at Gengzhang Station. Short-term cycles (around 3–9 years) stand out in both discharge and precipitation, indicating a recurring alternation between relatively wet and drier phases. A mid-range cycle (near 10–15 years) further highlights decadal-scale oscillations, while a longer periodic component (beyond 20 years) suggests broader climatic shifts impacting the flow and rainfall patterns over extended intervals. Evaporation exhibits somewhat irregular short-term fluctuations but still aligns with notable decadal rhythms, likely influenced by local atmospheric conditions and temperature anomalies. Meanwhile, temperature displays periodic components on both the shorter (3–9 years) and longer (potentially 20–30 years) timescales, hinting at a mix of transient climatic variations and progressive warming trends in the basin. Taken together, these results underscore a common suite of short-term and decadal rhythms in key hydrometeorological elements at Nuxia Station, reinforcing the notion that both localized processes and broader climatic drivers act in concert over multiple temporal scales across the Yarlung Tsangpo River Basin.
3.3. Variability Analysis
To better understand the abrupt change characteristics of precipitation, discharge, evaporation, and temperature at different temporal scales and at various hydrological stations, this study systematically analyzed these meteorological and hydrological variables using change-point detection methods.
Table 3 summarizes the abrupt change year, change rate, and significance level of precipitation, discharge, evaporation, and temperature for six representative hydrological stations. It can be observed from the table that the abrupt change characteristics vary across stations, although some common trends can be noted. Generally, the abrupt changes in discharge and precipitation occurred mostly in the 1980s and 1990s, but the significance test results for most stations did not reach a significant level. This suggests that, although there were trends of abrupt changes in discharge and precipitation at these stations, the magnitude of these changes was insufficient to be deemed statistically significant. In contrast, abrupt changes in evaporation and temperature were more prominent. At most stations, temperature showed a significant abrupt increase, especially at stations such as Lazi, Lhasa, and Yangcun, where the rate of temperature change was high, and the results of the significance tests confirmed the statistical significance of these increases. Meanwhile, evaporation mostly exhibited significant abrupt decreases, particularly at Gengzhang Station, where the change rate reached −17.5%, with high significance levels. These changes in evaporation may be related to the rising temperature and reduced precipitation, affecting the evaporation conditions at that station. Furthermore, the table reflects spatial differences among the stations. For instance, Nuxia Station showed relatively low change rates and significance in both temperature and evaporation, whereas other stations, such as Gengzhang and Yangcun, exhibited more significant abrupt changes. These differences are likely related to the geographical location, topographical characteristics, and local climate conditions of each station.
Figure 6 presents the Pettitt change-point test statistic sequence for the hydrometeorological series at Gengzhang Station. From the figure, it can be observed that the test statistic exhibits significant peaks in specific years, representing abrupt points in the hydrometeorological series. Specifically, the discharge at Gengzhang Station experienced a significant abrupt change in 1995, indicating a substantial change in discharge at that time.
Figure 7 shows the Pettitt change-point test statistic sequence for the hydrometeorological data at Nuxia Station, where distinct peaks occur in several specific years, indicating abrupt shifts within the time series. In particular, the discharge at Nuxia Station underwent a marked change during one of these peak years, signifying a significant shift in river flow behavior. Similar abrupt points also appear in the precipitation, evaporation, and temperature series, suggesting simultaneous or interrelated changes in the broader hydrological regime. As with Gengzhang Station, these identified change points are consistent with the results in
Table 3, underscoring the reliability of the Pettitt test in detecting statistically significant transitions in the dataset.
From the wavelet analysis figures, local characteristic changes of each variable at different timescales can also be observed. By combining the results of the Pettitt test, the temporal dynamic changes of each element can be better understood, as well as the potential impact of these changes on the regional hydrological cycle. Particularly in the analysis of abrupt changes in temperature and evaporation, a coupling relationship can be found, where a significant increase in temperature corresponds to a significant decrease in evaporation. This relationship highlights the important influence of climate change on the regional hydrological process.
Based on the analyses of both the tables and figures, it can be concluded that the hydrological stations exhibit certain abrupt change characteristics in precipitation, discharge, evaporation, and temperature at various temporal scales, with spatial variability in these changes. Discharge and precipitation generally display non-significant abrupt changes, whereas evaporation and temperature exhibit more significant abrupt changes. These results reveal the changing trends and abrupt characteristics of regional hydrometeorological elements against the backdrop of global warming, which will be crucial for understanding future changes in the hydrological cycle of this region.
3.4. Correlation Analysis
The increase in temperature accelerates evaporation from water surfaces, which is likely to reduce river discharge. Moreover, increased precipitation leads to a reduction in evaporation. This suggests that the factors are interrelated and influence one another.
Table 4 presents the correlation coefficients between various meteorological factors and discharge. According to the results, the correlation coefficient between precipitation and discharge is 0.82, indicating a strong positive correlation. This implies that precipitation is the primary factor influencing discharge, and that an increase in precipitation significantly drives an increase in discharge. The correlation coefficient between evaporation and discharge is −0.44, showing a negative correlation. This suggests that, in the study area, evaporation and discharge are inversely related, particularly in dry seasons, where higher evaporation reduces surface water flow. The correlation coefficient between relative humidity and discharge is 0.55, indicating a weak positive correlation, which suggests that changes in relative humidity have a limited direct impact on discharge. Notably, the Lazi Station’s data, where no hydrological stations exist in the upstream basin area of 49,370 km², use only meteorological data from the control station as a basin average, resulting in lower representativeness.
To further analyze the relationships among precipitation, temperature, evaporation, relative humidity, and discharge, the case of Gengzhang Station was examined.
Figure 8 displays scatter plots and fitted lines showing the relationships among precipitation, temperature, evaporation, relative humidity, and discharge. Firstly, from the correlation between annual precipitation and discharge (
Figure 8a), it is evident that there is a strong positive correlation between annual precipitation and discharge volume. This indicates that, at Gengzhang Station, variations in annual precipitation are a major driving factor for changes in discharge, with increases in precipitation typically leading to significant increases in discharge. Secondly, the relationship between average annual temperature and discharge (
Figure 8b) shows a certain positive correlation, which may be due to higher temperatures promoting melting, thus increasing the surface discharge. Particularly in plateau or mountainous environments, an increase in temperature may significantly impact evaporation and snowmelt processes, thereby affecting discharge. Regarding the relationship between annual evaporation and discharge (
Figure 8c), the data show a relatively significant negative correlation. This suggests that, in years with high evaporation, large amounts of water are returned to the atmosphere, resulting in a reduction in the surface discharge available. Evapotranspiration includes both plant transpiration and surface water evaporation, both of which play important roles in regional water balance. Hence, this negative correlation is reasonable. Lastly, the relationship between average annual relative humidity and discharge (
Figure 8d) indicates a more complex interaction. From the figure, it can be seen that when relative humidity is high, there is a certain increasing trend in discharge. This may be because an increase in relative humidity is often accompanied by increased precipitation, which, in turn, leads to increased discharge. However, the impact of relative humidity on discharge may be indirect, with a complex mechanism that requires a comprehensive analysis involving precipitation and evaporation factors.
Overall, the discharge characteristics at Gengzhang Station are primarily influenced by annual precipitation, evaporation, temperature, and relative humidity. Among these factors, annual precipitation is the most significant, directly determining the discharge supply, while evaporation and temperature exert a regulatory effect on discharge through water redistribution processes.
In addition, correlation analyses were extended to Nuxia Station, as shown in
Figure 9. Overall, a moderate positive relationship emerged between discharge and annual precipitation, indicating that higher rainfall coincides with increased water flow (
Figure 9a). By contrast, temperature shows a far weaker direct effect on discharge, implying that any influence of warming may be masked by other processes such as complex basin hydrodynamics or varying snowfall contributions (
Figure 9b). Evaporation exhibits a notably negative correlation with discharge, suggesting that intensified evaporative demand can reduce runoff availability over time (
Figure 9c). Lastly, the results point to a more nuanced positive linkage between relative humidity and discharge, likely reflecting how elevated moisture levels often coincide with greater rainfall activity (
Figure 9d). Taken together, these outcomes from Nuxia Station broadly align with the patterns observed at Gengzhang Station, reinforcing the idea that precipitation and evaporation are key drivers of flow variations in this region, while temperature and humidity exert secondary or indirect impacts.
4. Conclusions
By applying methods such as linear regression, Mann–Kendall tests, wavelet analysis, and correlation analysis, we examined the trends, periodicity, variability, and interrelations among precipitation, temperature, evaporation, and discharge. The key findings are as follows:
The results indicated that precipitation and discharge exhibited non-significant upward trends overall, with fluctuations across different decades. Temperature showed a significant increasing trend, with an average rise of 0.39 °C per decade, surpassing the national and global rates. Evaporation generally decreased with increasing precipitation; however, at Lazi Station, evaporation significantly increased due to low precipitation and rising temperatures causing decreased relative humidity. Periodic analysis revealed that hydrological variables exhibited cycles at multiple temporal scales, particularly at 2–5 years, 10 years, and over 20 years. Both precipitation and discharge displayed alternating “dry–wet” patterns at the decadal scale, likely influenced by regional climatic variability. Abrupt change analysis showed significant changes in temperature and evaporation, reflecting the impact of climate change on regional hydrological processes, while changes in discharge and precipitation were not statistically significant. Correlation analysis demonstrated a strong positive relationship between precipitation and discharge, indicating that precipitation is the primary factor influencing discharge in the basin. Evaporation had a negative correlation with discharge, suggesting that higher evaporation reduces surface water flow. Temperature exhibited a negative correlation with discharge at some stations, possibly due to increased evaporation rates reducing surface discharge.
Overall, the hydrometeorological characteristics of the Yarlung Tsangpo River Basin are significantly influenced by climatic factors, especially precipitation and temperature. The observed warming trend has important implications for the hydrological cycle, potentially affecting water’s availability and distribution. However, due to the sparse distribution of monitoring stations and limited field data, our analysis relied on data from only six representative stations, which may introduce uncertainties. Therefore, expanding the monitoring network and incorporating more comprehensive field data will be essential for refining these findings. These efforts will provide valuable insights for water resource management and climate change adaptation in the basin. Continuous monitoring and comprehensive analysis are crucial to further understand the hydrological responses to climatic and anthropogenic influences in this critical region.