Characteristics of the Temporal Variation in Temperature and Precipitation in China ’ s Lower Yellow River Region

We analyzed the spatial and temporal distributions of temperature and precipitation in China’s Yellow River Region between 1960 and 2001 by compiling meteorological data using anomalies, climate trend rate, linear regression, trend analysis, spline functions, and other methods. The results show that the average temperatures in the Region have an upward trend at a rate of 0.19C every 10 years.There are no significant changes in the Region’s summers, but the winters have become visibly warmer, with the temperatures significantly increasing from the 1980s. The average annual precipitation rate has shown a downwards trend at a rate of −11.7mm every 10 years. Even though the precipitation rate shows variations, the amount of precipitation is inconsistent with the most significant decrease in precipitation rates being seen during summer followed by autumn, while the rates actually slightly increased during spring and winter. Over the 42 years, the Region as a whole showed a trend of climate warming and drying with 77% of the total sites studied showing these combined trends. Before the 1980s, mainly a drying and cooling trend was observed. In the mid-to-late 80s the temperatures rose, resulting in the change to a warming and drying trend.


Introduction
According to the IPCC's fourth assessment report, temperatures across the globe have shown significant changes, with the most important being global warming [1].Over the past century, the average global surface temperature has risen by 0.74 ∘ C, with the magnitude of warming accelerating significantly since the 1990s [2][3][4][5].China has seen the most significant occurrence of global warming with a temperature increase of 0.4-0.5 ∘ C over the past century.Since 1951, China has witnessed significant trends of temperature increase, especially in the winter, together with a decrease in precipitation rates.
The Yellow River Basin is located in the Northern Central area of China and mostly has a continental climate.The river itself has witnessed interannual variations in runoff and continuous periods of low water flow and the natural conditions of the Yellow River Basin tend to vary [6,7].These basic characteristics determine the sensitivity and vulnerability of the Basin's water resource system to climate change.
The Lower Yellow River Region is located within the East Asian Monsoons' area of influence and received the majority of its precipitation in the summer with large interannual variations in precipitation.The unique characteristics of concentrated annual precipitation and nonuniform spatial distribution exert pressure over water sources for local economic growth, which has been especially true since the 1970s [8,9].A combination of natural and man-made elements causes frequent drying of the Lower Yellow River.This drying happened in 21 of the years between 1972 and 1998 and practically every year since the 90s [9].These river dryings caused huge damage to both the local economy and ecosystem.This study chose temperature and precipitation data from 1960 to 2001 from 31 ground-based meteorological stations to conduct an in-depth investigation.To ensure the integrity of the meteorological data, we selected 11 stations within the Region as well as 20 outside the Region.

Region of Study
The Lower Yellow River is the section of the Yellow River south of the Taohua Valley located in the city of Zhengzhou in Henan province.The river is 785.6 km long and flows through the Henan and Shandong provinces with a drainage area of 22,000 km 2 .Owing to the large sediment content in the Yellow River, long-term deposition in the lower river has formed the world-famous "hanging river." This area is located east of the Bohai Sea, west of the inner continent, and has distinct land-sea thermal patterns, with a warm and mildly wet monsoon climate.The winter climate is cold and dry with prevailing northwest winds owing to the influence of the high-pressure system from the inner continent (Mongolia and Siberia).The summer climate is hot and humid with large amounts of precipitation resulting from the influence of warm air masses from the Pacific Ocean.The spring climate is dry with frequent sandstorms, while the autumns have clear skies and long days.These different climates show the significant changes that monsoon climates undergo throughout the year.The annual precipitation rate in the Basin is around 700 mm, which is very unevenly distributed and concentrated during the summer months.On the other hand, the interannual variation in precipitation rates is quite large; the Huabei Plains in the Lower Yellow River area are one of the areas with the largest interannual variation in precipitation rates in China.Precipitation rates can vary as much as 4-6 times between many different locations in the Region, but the variability in most locations is around 30%.This area experiences both frequent droughts and floods resulting from the large variation in precipitation rates and high numbers of heavy thunderstorms.
The Lower Yellow River Region also faces large temperature variations throughout the year.It has hot summers and cold winters with clear differences between the four seasons and a large annual temperature range.The average annual temperature is 6-15 ∘ C with the temperature being around 0 ∘ C in the coldest months and above 20 ∘ C in the hottest months.
The weather has significant noncyclical changes.When cold outbreaks happen during the winter, the temperature can drop from 10 to 20 ∘ C within 14 h.The annual period of sunshine is very long with a high average annual sunshine rate and large total amount of radiation from the sun.This abundant light resource provides excellent conditions for the growth of crops and use of solar energy.

Method
The meteorological data used for climate change analysis in this study were obtained from 31 ground-based meteorological stations (Figure 1), of which 11 were within the study area.To ensure the completeness of the meteorological data, 20 meteorological stations from outside the area of study were also used.2).
From the average annual temperature data, we can see that the average annual temperature was lowest in the 1970s at 12.967 ∘ C.There is no clear difference in annual temperature from the 1960s to the 1970s, but the temperature did increase from 0.031 ∘ C to 12.998 ∘ C from the 1970s to the 1980s.The average annual temperature showed a clear increase from 0.545 ∘ C to 13.543 ∘ C from the 1980s to the 1990s.

Interannual Temperature Change Trends.
From 1960 to 2001 the temperatures recorded at all the stations in the Lower Yellow River Region except Xuchang that displayed increasing average annual temperatures (Table 1), but there were some regional differences in these interannual trends (Figure 3).The temperature in Xuchang decreased at a rate of −0.09 ∘ C every 10 years, which is insignificant, while the other study area stations' temperatures increased by 0.03-0.46∘ C every 10 years, with the most significant increases at Tanggu, Longkou, and Xingtai at a rate of 0.34-0.46∘ C every 10 years.The temperature at the stations of Chaoyang, Baofeng, Yushe, Weifang, Yanzhou, and Sanmenxia increased at a rate of less than 0.1, which is negligible.Looking at the entire Region, there is the partial characteristic of the average annual temperature distributions that are greater in the north-eastern part of the Region than the south-western and the temperature showed decreasing trends from north to south from 1960 to 2001.Looking at the entire time period, several clear trends emerge.From 1960 to 1970, the average temperature decreased at a rate of −0.8 ∘ C with Tanggu, Laoting, Huanghua, and Huimin having the sharpest decreases at rates of 1.06∼1.40∘ C. Temperatures The average temperature increase rate was 0.98 ∘ C every 10 years (Figure 4), which shows that the temperature increase in the Lower Yellow River Region after the 1990s is speeding up.
Looking at the trend rates of temperature increase across all seasons, the increase in temperature is most significant in the winter followed by spring, with insignificant increases during autumn.The temperature increase rate during winter was 0.38 ∘ C every 10 years.For spring and autumn, the rate was 0.20 ∘ C and 0.16 ∘ C every 10 years, respectively.The average temperature change trends during the summer over the whole Region are mostly negligible (Figure 5), an observation that confirms the theory that, under global warming, temperatures increase the most during winter and spring.There are significant seasonal differences in temperature changes at each station, with significant warming during the winter at Xingtai, Laoting, Dongying, Longkou, and Suzhou.Their temperature increase rates during the winter are all larger than 0.5 ∘ C every 10 years.Of these, the temperature increase rate at Xingtai was 0.77 ∘ C every 10 years with the temperature increase being most significant during the winter (Figure 6).

Spatial Distribution.
From 1960 to 2001, the average trend rates for temperature change overall show the special characteristics of being greater in the east than the west and at the coast over inland.The center of the Eastern area is the Yellow River delta, with the average annual temperature rate gradually decreasing outwards.The Yellow River delta has been warming at a rate above 0.34 ∘ C every 10 years.The central area has a relatively low average temperature trend rate with its center at areas such as Taiqian and Fanxian located in north-eastern Henan province and Western Shandong province, and the rate of warming gradually decreases outward.The trend rates in the western area are larger than those in the central area with the emergence of areas of high increase in Northern Henan.The warming rate is greater than 0.32 ∘ C every 10 years.The average annual spring temperature trend rates display little change in spatial distribution when compared with the annual average temperature change trend rate.However, the central area's trend rate is negative and shows cooling at a rate of 0.01∼0.07∘ C every 10 years, with the changes in high trend rates the same as annual trend rates.
The warming trend in the summer decreased significantly when compared with the spring and some reduction in regional warming.However, the average trend rate center for summer does not change significantly with the relatively significant warming observed at the Yellow River delta, Northern and Eastern Henan.The average temperature trend rates at the center in autumn did increase, with Taishan Mountain as another warming center.The warming across the entire Region is most apparent in the winter, when the increase rate reached 0.12∼0.58∘ C every 10 years.However, the changes to the high value center location are insignificant (Figure 7).     the Zhengzhou and Kaifeng areas in central Henan province, all other areas showed decreasing trends.The two centers in the area bordering North-Eastern Henan and Shandong provinces as well as Taishan Mountain around Chaoyang station, Shen, Yanggou, and Taiqian counties have the lowest precipitation trend rates at greater than 37 mm per 10 years.The annual precipitation trend rate for Taishan Mountain is between 4.8 mm and 5.8 mm every 10 years, and the rate gradually decreases outwards.Looking at the seasonal precipitation trend rates, we can see that summer's trend rate is practically identical to the annual trend rate.The spring trend rate has a high value center at the Taishan Mountain area, with the rate between 8 mm and 10 mm every 10 years, and, again, the rate gradually decreases outwards.The central southern area of the Region had a smaller trend rate decreasing between 15 mm and 22 mm every 10 years.The autumn trend rate in the area was negative and decreased between 2.6 mm and 19 mm every 10 years.The rate of decrease is greater in the east than the west and gradually decreases westwards with a low value center appearing in North-Eastern Henan and Western Shandong province.The winter precipitation trend rate in this area showed increasing trends.The spatial distribution shows that the increasing rate lessens from south to north with the Yellow River as a boundary, and a high value center appears at Taishan Mountain (Figure 11).

Precipitation Variance.
The precipitation rate variance is the change in precipitation rate over a period of time (year, season, or month) and is the relative degree of dispersion in precipitations [10,11].It can show whether the precipitation in a region is consistent or not.Areas with low variance have consistent precipitation; this is calculated with the following formula: In the equation,  = 1, 2, 3, . . .,  represents the time sequence for calculating precipitation variance,   represents the precipitation rate in  years in the Region, and  represents the average precipitation rate in the Region.The precipitation variation in the Lower Yellow River Region from 1960 to 2001 was 0.27, which means that the annual precipitation rate is inconsistent.The precipitation variation at the Anyang, Xingtai, Tanggu, and Huanghua stations was quite high from 0.32 to 0.36.The precipitation variance was lowest at Xuzhou at 0.19, which means that the rate is quite consistent.Figure 11 shows the precipitation variance distribution of each station in the Lower Yellow River Region.From this figure, we can see that the precipitation variance was greater in areas of higher latitudes than lower latitudes.The average interannual precipitation rate distribution has the opposite relationship (Figure 12).
Looking at each of the seasons, we can see that the seasonal variation in precipitation is relatively large, which shows that the Region has inconsistent seasonal precipitation.The summer precipitation variance was 0.37, the spring and fall variances were 0.58 and 0.52, and the winter variance was 1.09.The summer variance is the smallest and the winter the largest, which is due to the extremely uneven precipitation over time in the Lower Yellow River Region, which is mainly concentrated in the summer months.

Integrated Temperature and Precipitation
Trends.According to the increasing/decreasing trends for temperature and precipitation, we can categorize the Region's hydrothermal conditions as warm and wet, warm and dry, cold and wet, and cold and dry.We can find the integrated temperature and precipitation trends for each station in the Lower Yellow

Conclusion
(1) The average annual temperature in the Lower Yellow River Region showed increasing trends from 1961 to 2001.In the 1960s-1980s, there were significant increases at the rate of 0.98 degrees every 10 years.This is the same conclusion as Tan Fangying and Jones PD's.North China before the mid-1980s experienced a low temperature period then faced continued warming beginning in 1988 [12,13].The average temperature trend rate in northeast was greater than that found in southwest, following the overall characteristic of distribution found in this study, namely, warming in the northeast greater than the southwest.In the Lower Yellow River Region from 1960 to 2001, the temperature difference between north and south showed a decreasing trend.
From 1960 to 2001, winter temperatures in the Lower Yellow River Region showed a significant trend of increase, revealing a clear warming trend, followed by spring and autumn [5].Summer temperatures did not change significantly, confirming the context of global warming, with winter and spring warming the most obvious in this conclusion.
(2) In the Lower Yellow River Region, from 1960 to 2001, the average annual rainfall showed a declining trend at a rate of −11.7 mm/10 years.Between 1960 and 1965, annual precipitation continued to increase, and after the 1970s, the annual precipitation remained unchanged.Beginning in the late 1980s, annual precipitation showed a decreasing trend, and the cumulative decline entered an anomalous fluctuating state.
The Lower Yellow River Region precipitation variability was 27%, yearly precipitation fluctuated more intensely, and precipitation instability and variability both showed gradual increases from south to north.Summer rainfall is more concentrated making the precipitation decreasing trend the most obvious then, followed by autumn, while,in spring and winter, precipitation has a weak increase.In winter, the precipitation increasing trend is much larger than the spring.Its trend rate was 8.6 mm every 10 years; this increase is less than the decrease observed in summer.In the context of global climate change, precipitation patterns throughout the North China plains coincide with global trends [12,14].
(3) Between 1960 and 2001, the Lower Yellow River Region was dominated by warm and dry sites, which accounted for 77% of the total.Between 1960 and 1980, the Lower Yellow River Region was dominated mainly by dry cold.Around the 1980s, average temperatures continued to rise, changing the Region's cold dry weather conditions to warmer and drier ones.Ma [15][16][17][18] and Yang et al. [19] Advances in Meteorology research also showed that, between 1951 and 2004, China's northern Region was dominated by a trend of drought.Between 1980 and 2000, the Lower Yellow River Region experienced a prolonged drought once every hundred years, between 1980 and 2000, rainfall in the Region continued to decrease independent of the historical drought trend, while the 1980s also saw the beginning of sustained temperature rises.These trends combined to produce the expansion of regional aridity.

Figure 1 :
Figure 1: The Lower Yellow River Region and distribution of meteorological stations.

Figure 2 :
Figure 2: Average annual temperature trends in the Lower Yellow River Region from 1960 to 2001.

Figure 3 :
Figure 3: Trend rates of temperature change at meteorological stations in the Lower Yellow River Region from 1960 to 2001 (unit of measurement ∘ C/10 years).

Figure 5 :
Figure 5: Interannual temperature change trend rates in the Lower Yellow River Region. 33

Figure 6 :
Figure 6: Average temperature change trend rates at each station in the Lower Yellow River Region (unit of measurement ∘ C/10 years).

Figure 8 :Figure 9 :
Figure 8: Cumulative average annual precipitation rate anomalies in the Lower Yellow River Region from 1960 to 2001.

Figure 10 :
Figure 10: Average annual precipitation trend rates at stations in the Lower Yellow River Region from 1960 to 2001 (unit of measurement mm/year).

Figure 13 :
Figure 13: Integrated temperature and precipitation trends at stations in the Lower Yellow River Region.

Table 1 :
Annual temperature trend, temperature trend in spring, temperature trend in summer, temperature trend in autumn, temperature trend in winter, and their significances.rose after the 1970s at a rate of 0.37 ∘ C every 10 years across the entire Region.From 1970 to 1980, temperatures, at all stations, rose with the exception of Yushe.Relatively large increases of 0.6-1.3∘ C over the 10 years were observed at Fuyang, Suzhou, and Xingtai.Average annual temperature for the entire Region increased at a rate of 0.3 ∘ C over the 10 years.From this data, we can see that while temperature increases in the 1980s in the Lower Yellow River Region slowed down, temperature increases after the 1990s are generally larger than those observed between 1970 and 1990.
Note: ∘ C/10.* * means  ≤ 0.01 level of significance and * means  ≤ 0.05 level of significance.visibly 111 ∘ 0  0  E 112 ∘ 30  0  E 114 ∘ 0  0  E 115 ∘ 30  0  E 117 ∘ 0  0  E 118 ∘ 30  0  E 120 ∘ 0  0  E Precipitation 4.2.1.Interannual Changes in Precipitation Rate.The total average precipitation rate from 1960 to 2001 in the Lower Yellow River Region was 651.66 mm.However, this rainfall was not distributed evenly across this time period.On theN Figure 4: Average temperature change trend rates at each station in the Lower Yellow River Region across different time periods (unit of measurement ∘ C/10 years).declinefrom1991 to 1995.The autumn precipitation rate in the entire Region remained relatively unchanged from 1960 to 1981 before continuously increasing between 1981 and 1985.Afterwards these fluctuations, the trend showed further decline.The winter precipitation rate in the Region trended downwards from 1960 to 1978.It remained unchanged from1979 to 1988 before increasing in the 1990s, where the rate turned upwards (Figure9).rate increase are Fuyang and Xihua at 37.45 mm and 40.1 mm every 10 years, respectively.The precipitation rate in the Lower Yellow River Region mainly decreased between 1960 and 1980 at a rate of −38.9 mm every 10 years.Although the stations at Zhengzhou, Kaifeng, Baofeng, Xihua, and Shangqiu posted increasing precipitation rates, all the other

Table 2 :
Annual precipitation trend, precipitation trend in spring, precipitation trend in summer, precipitation trend in autumn, precipitation trend in winter, and their significances.Note: mm/10.* * means  ≤ 0.01 level of significance and * means  ≤ 0.05 level of significance.