Shah Saud1*
Depeng Wang1*
Shah Fahad2,3*
Hesham F. Alharby4
Atif A. Bamagoos4Ali Mjrashi5
Nadiyah M. Alabdallah6Saleha S. AlZahrani6
Hamada AbdElgawad7
Muhammad Adnan8
R. Z. Sayyed9Shafaqat Ali10Shah Hassan11- 1College of Life Sciences, Linyi University, Linyi, China
- 2Hainan Key Laboratory for Sustainable Utilization of Tropical Bioresource, College of Tropical Crops, Hainan University, Haikou, China
- 3Department of Agronomy, University of Haripur, Haripur, Pakistan
- 4Department of Biological Sciences, Faculty of Science, King Abdulaziz University, Jeddah, Saudi Arabia
- 5Department of Biology, College of Science, Taif University, Taif, Saudi Arabia
- 6Department of Biology, College of Science, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia
- 7Botany and Microbiology Department, Faculty of Science, Beni-Suef University, Beni Suef, Egypt
- 8Department of Agriculture, The University of Swabi, Swabi, Pakistan
- 9Department of Microbiology, PSGVP Mandal’s S. I. Patil Arts, G. B. Patel Science and S. T. K. V. Sangh Commerce College, Shahada, India
- 10Department of Environmental Science and Engineering, Government College University, Faisalabad, Pakistan
- 11Department of Agricultural Extension Education and Communication, The University of Agriculture, Peshawar, Pakistan
The rice production system is one of the most climate change sensitive agro-ecosystems. This paper reviews the effects of current and future climate change on rice production in China. In recent decades, thermal resources have increased during the rice growing season, while solar radiation resources have decreased, and precipitation heterogeneity has increased. The increasing frequency of high-temperature stress, heavy rainfall, drought, and flood disasters may reduce the utilization efficiency of hydrothermal resources. Climate change, thus far, has resulted in a significant northward shift in the potential planting boundaries of single- and double-cropping rice production systems, which negatively affects the growth duration of single-, early-, and late-cropping rice. Studies based on statistical and process-based crop models show that climate change has affected rice production in China. The effects of climate change on the yield of single rice (SR), early rice (ER), and late rice (LR) were significant; however, the results of different methods and different rice growing areas were different to some extent. The trend of a longer growth period and higher yield of rice reflects the ability of China’s rice production system to adapt to climate change by adjusting planting regionalization and improving varieties and cultivation techniques. The results of the impact assessment under different climate scenarios indicated that the rice growth period would shorten and yield would decrease in the future. This means that climate change will seriously affect China’s rice production and food security. Further research requires a deeper understanding of abiotic stress physiology and its integration into ecophysiological models to reduce the uncertainty of impact assessment and expand the systematicness of impact assessment.
Introduction
According to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change (IPCC_AR5), the global average surface temperature increased by approximately 0.85°C from 1880 to 2012, and the global surface temperature has risen continuously in the past 10-year historical period. Changes in the climate system have had a general impact on global food production, and the risk of climate change severely affecting crop yields in the future may also increase (Pachauri and Meyer, 2014).
Rice is the main ration crop in China, and more than 65% of the population in China eat rice as their main food source (Maclean et al., 2002; Chen et al., 2017d). According to statistics, from 2012 to 2016, the average annual sowing area of rice in China was 3.023 × 107 hm2, which accounts for 26.9% of the average sown area of rice globally (11.245 × 107 hm2). The average annual rice yield was 2.059 × 108 t, which is 33.9% of the annual global rice yield (6.072 × 108 t) (Alexandratos and Bruinsma, 2012). Rice yield has doubled in all counties and cities in China in the last 30 years (IPCC, 2013), which may be related to climate changes such as temperature and solar radiation (Bongaarts, 2019). Therefore, it is more important than ever to scientifically assess the impact of climate change on rice production and formulate effective coping strategies to provide theoretical support for overcoming rice yield shortages.
China is the largest producer, consumer and importer of rice in the world, and more than 80% of the Chinese population relies on rice as a staple food. A high yield of rice is the cornerstone of food security in China and even the world (Chen et al., 2017d). According to the China Climate Change Blue Book released in 2018 by the China Weather Administration. China is sensitive to, and severely affected by global climate change, and the annual average surface temperature in China increased by 1.6°C from 1951 to 2017. China’s warming rate is not only higher than the global average over the same period but it has also been subject to more frequent extreme weather phenomena, such as high and low temperature damage; therefore, the impact of global warming on China’s rice production could be more prominent than in other countries (Peng et al., 2004; Lobell et al., 2011; Tao and Zhang, 2013; Zhao et al., 2017a). In addition, China’s rice growing area is vast, from the Yunnan-Guizhou Plateau to the eastern coastal delta, and from Heilongjiang Mohe to Hainan, there are significant differences in the temperature of the rice growing season in different regions, and the impact of climate warming on China’s rice production will also have significant temporal and spatial differences (Tao et al., 2013; Chen et al., 2017c). Furthermore, China has a variety of rice-growing patterns and systems, including southern dual cropping rice, (SD) Yangtze River basin (YRB), medium-cultivation rice,(MR) and northern single cropping rice, (N) covering almost all rice cropping patterns in the world. The responses of rice growing seasons and rice yield to climate warming in different rice-growing patterns will also have their own characteristics (Chen et al., 2017c; Guo et al., 2020; Zhang et al., 2020).
A comprehensive analysis of the global warming effects is of seminal importance for the theory and technological innovation of adaptive crop cultivation under climate change. To date, there have been a large number of studies on the impact of climate warming on crop production, basically clarifying the response characteristics of global food production (Lobell et al., 2011; Zhang, 2014; Liu et al., 2016). However, most of the existing research is based on model analysis and historical data mining, and there are insufficient data to summarize field experimental research and long-term observations. There is still significant uncertainty about the impact of climate change on specific countries (planting regions) and specific seasonal crops (Zhao et al., 2017b; Liu et al., 2018). In recent years, experimental research on the response and adaptation of crop growth to climate warming has received increasing attention, and long-term field observation data have increased year by year. These experiments and observations have not only improved the understanding of climate warming and crop response by academia and the public but also provided a wealth of empirical data for comprehensive analysis. Based on the regional characteristics of Chinese perennial rice, the response characteristics and adaptation trends of rice fertility, yield and quality to temperature rise in a typical Chinese rice planting system are comprehensively analyzed. According to the researcher’s multiple planting experiments and long-term observations. This study aims to provide a theoretical basis and technical suggestions for the effect of climate warming on increasing green rice production.
Climate Warming in China’s Main Grain-Producing Areas
According to historical meteorological monitoring, global warming presents significant regional, seasonal and diurnal variations (IPCC, 2013). The primary trend is that the temperature rise in high latitude areas is significantly higher than that in low latitude areas, and the northern boundary of crop cultivation will expand northward and the area will increase. The warming span in summer and autumn was significantly lower than that in winter and spring. The temperature rise during the daytime was significantly lower than that at night, and the temperature difference narrowed, which may be unfavorable to the formation of crop yield and quality. Due to the differences in background temperature of crop growing seasons in different regions and seasons, as well as the difference in temperature increases in corresponding regions and seasons, there are obvious spatiotemporal characteristics of the impact of climate warming on crop production (Lobell et al., 2011). Therefore, mastering the spatiotemporal characteristics and trends of temperature changes in specific countries (planting regions) will be helpful to fully understand the comprehensive response of crop production to climate warming.
A large number of existing meteorological monitoring data and model prediction analysis results show that the trend of climate warming in China over the past few decades has been significantly higher than that observed from global monitoring data, according to the China Meteorological Station from 1970 to 2017 (Chen et al., 2020). The spatiotemporal differences in temperature rise in the three major grain-producing regions of Northeast China and the Yangtze River Delta (YRD) are significant. Compared to the 1970s, the daily minimum temperature in the 2010 harvest season increased by 1.39 and 0.70°C in Northeast China, by 1.35 and 0.86°C in North China and by 1.28 and 1°C in the YRD region. During the same period, the average temperature in winter, spring, summer and autumn in Northeast China increased by 1.18 and 0.89°C. The average temperature in North China increased by 1.31 and 0.67°C, and that in the YRD it increased by 1.28 and 0.99°C, which is similar to the overall trend of global warming.
At the same time, the warming trend and precipitation days in the growing season of major grain-producing areas in China have obvious regional changes; that is, precipitation in the western part of China has an increasing trend, while precipitation in the eastern part of China has a decreasing trend. In addition, the frequency of high-intensity precipitation has increased, particularly in Southeast China, where the total precipitation showed a slight downward trend; however, the frequency of heavy rain and storms showed a significant upward trend (Jiang Y. et al., 2017). Overall, there was no significant change in total precipitation in the crop growing season, but the number of days of precipitation significantly decreased, the intensity of daily precipitation increased significantly, and the problem of water-heat mismatch in the crop growing season became more prominent.
Under the influence of temperature and precipitation changes, the frequency of seasonal drought and extreme temperature changes also showed an increasing trend. The occurrence of summer high-temperature and drought disasters is increasing in most regions of China. Vicente-Serrano et al. (2010) proposed the standardized precipitation-evapotranspiration index (SPEI), which represents the degree of deviation of dry and wet conditions in an area when compared to a regular year by determining the difference between the SPEI, which can be used to analyze the trend of drought evolution. Taking the SPEI during the crop cultivation period from 1970 to 2017 in China’s main grain-producing areas as an example, the SPEI value increased by 0.36 in the spring cultivation season in Northeast China, decreased by 0.59 in the summer cultivation season in the North region of China, and increased by 0.86 in the autumn cultivation season in the YRD. There were obvious regional differences between Northeast China and the YRD. There are obvious new trends in warm–dry, wet–heat, and dry–heat. At the same time, climate warming has led to the frequency of extreme disasters, and its spatial distribution has also shown significant differences. Compared with Northeast, Northwest and North China, the climate change range in southern China is relatively small, but there is more subtropical high pressure in summer, which has led to an increase in extreme high temperature events in the south. In addition, despite the warming trend in the northwest region, extreme low temperature events have increased significantly since the 1980s (Wang et al., 2012). Overall, there are more extreme climate events in the Northwest region and the middle and lower reaches of the YR, while there are fewer extreme climate events in the Northeast region and the middle and upper reaches of the YRB (Ju et al., 2013b; Xie et al., 2018; Chandio et al., 2020).
The Influence of Climate Change on Rice Production in China
Rice production is a complex natural-social system in which long-term changes in rice yield are mixed with climate change and anthropogenic signals. In general, the measured yield per unit area of single cropping rice and early and late rice increased by 0.69 (0.37–1.07) t hm–2 per decade from 1980ά to 2010 (Table 1). Due to the influence of climatic factors, climate change has had a negative impact on rice yields in China in recent decades. The evaluation based on the rice growth model (Table 1) showed that the change in the mean climate between 1980ά and 2010 reduced the rice yield per unit area by 0.25 (0.01–0.56) t hm–2 10 yr–1. From 1961ά to 2010, the rice yield per unit area decreased by 12.0% (11.5–12.4%) (Liu et al., 2012, 2013). The interannual fluctuation of rice yield can be reduced by planting varieties with strong stress resistance or improving cultivation and management measures (Osborne and Wheeler, 2013). The positive effects of variety improvement and rational fertilization on rice yield even exceeded the negative effects of climate change (Yu et al., 2012; Li et al., 2014; Xiong et al., 2014). In conclusion, although climate change has seriously restricted the growth of rice yield, China’s rice production system has actively dealt with these adverse effects in an appropriate manner, and the rice yield has steadily increased. However, climate change will continue to severely limit the contribution of technological advances to food production in the future (Wang et al., 2009; Zhang, 2014; Xie et al., 2018) and increase the difficulty of agricultural technological innovation.
Table 1. Impact of climate change on rice grain yield in China.
The influence of climate change factors on rice production in China is related to the region and the type of rice cultivation. The results based on statistical and growth models (Table 1) showed that under the influence of long-term climate change, rice production in northern, eastern and central China (single-season rice in the middle and lower reaches of the YR) and in southwestern China (single-season rice in the Sichuan Basin) and DR in southern China declined significantly, while SR yields increased in the middle and lower reaches of the YR, northeastern China and the Yunnan-Guizhou Plateau (YGP). Extreme weather is another important reason for rice production reduction, and its impact on rice yield may be greater than long-term changes in climate factors and interannual fluctuations (Espe et al., 2017; Wang et al., 2018). In the past 30 years, extreme temperature stress in China has led to a yield loss of approximately 6.1% of irrigated rice in China, and the yield losses of single cropping rice in the Sichuan Basin, single cropping rice in the middle and lower reaches of the YR, and of early rice have increased significantly in southern China (Alexandratos and Bruinsma, 2012; Wang et al., 2016). In addition, reasonable allocation of climate resources helps improve rice yield and utilization efficiency of light and temperature resources (Deng et al., 2015), while inappropriate allocation of resources can lead to serious yield losses (Tao et al., 2016). Other studies have shown that aerosol concentration affects the ratio of incident solar radiation and scattered radiation, and severe air pollution can have adverse effects on rice yield (Tie et al., 2016; Zhang et al., 2017). Contrary to the adverse atmospheric environment, the increase in atmospheric CO2 concentration is beneficial for increasing rice yield (Xiong et al., 2012), and the response of late rice yield to the increase in atmospheric CO2 concentration is greater than the yield loss of early rice in response to climate change (Yu et al., 2012; Xiong et al., 2014). The effect of increased CO2 concentration largely increased the yield, or even almost compensated, for the yield decrease caused by climate change.
Background Temperature and Warming Trend for Typical Chinese Rice Cropping Systems
Typical rice cropping systems in China include a single cropping system in the northern region represented by northeast China, a medium cropping system in the middle and lower reaches of the YR, and a double cropping system in south China. The climatic background of the three rice cropping systems is significantly different. Based on annual temperature changes from 1980 to 2015 (Chen et al., 2020), the maximum and minimum daily temperatures were 18.8, 24.4, and 13.6°C, respectively, and the warming ranges were 0.31, 0.29, and 0.36°C⋅10–1a, respectively. The daily mean, maximum and minimum temperatures were 23.0, 28.0, and 19.3°C, respectively, and the amplitudes of temperature were 0.34, 0.39, and 0.32°C⋅10–1a. The corresponding early rice (ER) background temperatures were 23.3, 27.7, and 20.0°C, with slopes of 0.28, 0.29, and 0.29°C⋅10–1a, respectively. The corresponding background temperatures of late rice (LR) were 26.0, 30.7, and 22.6°C, respectively, and the amplitudes of the air temperature rise were 0.25, 0.26, and 0.25°C 10–1a. In terms of the overall trend (Figure 1), the temperature of the rice growing season increased significantly under the three rice cropping systems. The background temperature of middle rice (MR) and ER was similar in South China. The postanthesis background temperature of first-season rice in Northeast China was similar to that of DR and LR and was significantly lower than that of MR and ER. Due to the significant differences in background temperature and warming amplitude among different rice cropping systems, the effects of climate warming on different rice cropping systems also have significant differences.
Figure 1. Daily minimum temperature (A), maximum temperature (B), and average temperature (C) of the rice growing season in the main rice-growing regions of China during 1980–2020 (modified from Deng et al., 2019).
Response Characteristics of the Growing Season of Rice and Elevation of Yield at Temperature
Currently, researchers have conducted a large number of field warming experiments in major rice-growing areas in China. For example, from 2016 to 2020, a warming experiment was conducted in Harbin, Heilongjiang Province, a single-cropping rice region in northern China. A nighttime warming experiment was conducted in Nanjing, Jiangsu Province, on medium-cropping rice in 2008 within flooding and drought conditions. From 2007 to 2011, nighttime warming experiments were carried out in Nanchang, Jiangxi, on dual-cropping rice in southern China which clarified the response and adaptation of different rice growing periods and productivity in different rice cropping systems (Dong et al., 2011; Chen et al., 2017a; Rehmani et al., 2021). The results showed that the growth period from sowing to heading and flowering of rice was significantly shortened when the temperature increased by 1.5°C, and the grain filling period of Heilongjiang and Nanchang double-season rice was even prolonged. In general, although the temperature rise significantly shortened the whole growth period of rice, it should be noted that the temperature increase can shorten the reproductive period of rice before flowering; however, the reproductive period after flowering, in general, does not change nor is extended. Similar changes in crop phenology have also been confirmed in long-term field observations (Tao et al., 2013).
Years of field warming experiments also found significant differences in the response characteristics of rice productivity under different rice cropping systems (Deng et al., 2017). When the temperature increased by 1.5°C, the biological and grain yields of single cropping rice in Harbin increased significantly, the biological and grain yields of Nanjing MR decreased, while ER decreased and LR increased in Nanchang DCR. Based on the current rice planting layout and the response differences of the three rice cropping systems. Further analysis of the results of the regional combined multiyear point sowing experiment showed that rice yield was mainly affected by background temperature after flowering. Increasing the temperature can significantly increase the leaf area of rice, which is beneficial for the accumulation of dry matter and yield formation of rice (Yang et al., 2019). Therefore, in the regions with a high post anthracite background temperature, such as MR in Nanjing and ER in Nanchang DCR, when the temperature increased by 1.5°C, panicle differentiation and flowering fertilization of rice were more susceptible to heat damage and the seed setting rate, and the decrease in grain number per panicle led to yield reduction. However, if the background temperature is low, such as for the LR of single cropping rice in Harbin and DR in Nanchang, a temperature increase of 1.5°C can promote an increase in the effective panicle and grain number per panicle, which is conducive to increasing yield (Chen et al., 2017b).
A similar warming effect was observed based on long-term site-based testing of three rice cropping systems and analysis of provincial statistical data (Figure 2). Long-term site test results showed that with an increase in the average temperature of the rice-growing season by 1.0°C rice yield per unit area under single cropping increased by 15.3% in northeast China, while rice yield per unit area decreased by 10.9% in moderately flooded and arid cropping areas, and earlier rice yield per unit area increased by 6.7 and 12.1% on average in southern China under single and late cropping seasons, respectively. The provincial statistics showed similar results when the average temperature of the rice growing season increased by 1.0°C, the average yield of the SR season in Northeast China increased by 3.8%, and that of the DR in flood and drought conditions increased by 0.6%. In southern China, the rate was 3.7% for ER and 8.9% for LR. In general, the rice yields of the three rice cropping systems in China showed both an increasing and decreasing trend due to climate warming but generally remained stable (Jiang et al., 2021).
Figure 2. Effects of climate warming on rice yield per unit area in different rice cropping systems. (A) Observational data from long-term field trials; (B) analysis based on provincial statistical data. Error bars indicate standard errors (modified from Lv et al., 2018).
Variation in Rice Planting Regions and Contribution to the Portion of Total Rice Yield
With the increase in temperature and socioeconomic development, the area under rice cultivation in China has changed significantly, and the contribution of rice yield to the total rice production in China under different regional rice cropping systems has also changed significantly (NBSC, 2019). The area under rice cultivation, especially for DCR (double cropping rice), decreased significantly in the south, while the area under rice cultivation in the north increased rapidly, from 5% in 1980 to 20% in 2018 (Figure 3). Compared with 1950, the rice planting area in Guangdong Province decreased by more than 60% to 1.8 × 106 hm2 in 2015 in Heilongjiang Province, and the rice planting area increased by more than 30 times, reaching 4.0 × 106 hm2. This is related not only to the difference in economic development between the north and south but also to the significant rise in temperature in the northeast, which results in a cumulative effect of climate warming and economic development.
Figure 3. Changes in rice planting area in China over the past 40 years. (A) Changes in rice planting area in different rice cropping types; (B) differences in the percentage of rice planting area in the total rice area of China in different rice growing regions (modified from Lv et al., 2018).
The yield contribution rate of different rice cropping systems also changed significantly. In southern China, the area planted with double cropping rice decreased significantly, while the area planted with medium rice increased rapidly. The contribution of medium rice to the total rice yield in China will gradually increase (Figure 3). In 1980, the area and yield of DCR in southern China accounted for 65.8 and 61.4% of the total rice production in China, respectively. In 2020, the proportion of double cropping rice decreased to 33.3 and 28.3%, respectively, with significant changes (Chen et al., 2017c). With the advancement of the national economy, the area of paddy fields in South China has decreased, and the regional advantages of different rice-producing areas have changed significantly. Due to rice regionalization and changes in rice planting systems due to climate warming, such as the moderate expansion of rice in the future, which is the most sensitive to temperature change, it will further aggravate the negative impact of rising temperature on China’s rice production and endanger national food security.
Characteristics of Rice Quality Response to Climate Change
With the advancement of human requirements for improved quality of life, the demand for high-quality rice is also increasing. Temperature changes have a significant impact on rice quality, with amylose and protein contents being the most sensitive parameters after temperature increases (Lin et al., 2010; Morita et al., 2016; Zhao et al., 2017a; Dou et al., 2018; Siddik et al., 2019). An increase in temperature significantly reduces the amylose content, increases the average grain size of starch and significantly increases the protein content (Liu J. C. et al., 2017). Such changes in starch and protein content can make rice fragile during processing and milling, and impact the appearance quality, significantly reduce the brown rice milled rate, and increase the chalkiness of rice (Lin et al., 2010; Siddik et al., 2019). The nutritional quality of rice is also sensitive to temperature increases, causing significant changes in nutritional components such as starch, storage protein and fatty acids in rice grains. Temperature increases can also increase the peak viscosity, hot slurry viscosity, final viscosity, disintegration value and gelatinization temperature of rice starch and reduce the flavor quality (Dou et al., 2018).
In previous studies, it was found that rising temperature in the growth period can affect rice grain formation, and that climate warming changes the growth process of rice, leading to the occurrence of extreme temperature in the growth period, and its occurrence stage and duration also change (Dong et al., 2011; Tao and Zhang, 2013; Zhang et al., 2014; Deng et al., 2017; Zhou et al., 2021). Through an artificial climate chamber experiment (Siddik et al., 2019), it was found that the second week after heading was a critical period in which temperature affected the formation of rice quality. The gelatinization temperature and protein content increased significantly, while the amylose content decreased. Rehmani et al. (2014) and Chen et al. (2016) showed in a field experiment with open heating that although postflowering heating led to a deterioration in the appearance quality of early and late rice, it improved the processing quality of LR and improved the nutritional quality of ER and LR to a certain extent, such as the improvement of protein content. In general, the effect of extreme temperature on rice quality is mainly caused by irreversible changes in grain filling and material accumulation in the critical period of grain formation. When the average daily temperature exceeds the critical threshold (>33°C) during rice filling, the yield and quality of rice will be adversely affected (Siddik et al., 2019). Extreme low temperatures at the rice filling stage also reduce rice quality (Song et al., 2011). In general, the effects of climate warming on rice quality are more harmful than beneficial, so emphasis should focus on developing and popularizing rice cultivation measures to cope with climate change.
Effects of Future Climate Change on Rice Production
Positive Impact on Rice Production
In the 1930s, 1950s, and 1970s, the daily average temperature of the rice growing season in China was 0.8–2.7°C, 1.7–3.4°C, and 2.3–4.1°C, respectively, higher than that in the first decade of the twenty-first century (Lv et al., 2018). The potential boundary between double and triple harvests in China will continue to move northward (Ju et al., 2013a; Tian et al., 2014), and the potential share of the triple-growing system in the total area of the planting system will increase by the end of the twenty-first century, reaching a maximum of 75.0% (Yang et al., 2015). The potential planting boundary of single- and double-cropping rice will continue to move northward in the future. Compared with 1961–1990, the expandable planting area of single- and double-cropping rice in China in the 2080s will be approximately 5.0 × 105 hm2 and 6.2 × 106 hm2, respectively (Xiong et al., 2009). The increase in heat resources extends the potential growing season of crops and significantly increases the growing season elasticity of rice (Ohta and Kimura, 2007; Tian et al., 2014), which is conducive to the flexible formulation of climate protection strategies for rice production.
Adverse Impact on Rice Production
According to the IPCC Fifth Assessment Report, adverse effects of climate change and extreme climate events on crop yields are common (Pachauri and Meyer, 2014). If the temperature increases by 1–3°C in the future, the probability of shortening the rice growth period in China is 100% (Tao et al., 2008). When the temperature increases 1.5 and 2.0°C, the growth period of DCR in China will be shortened by 4–8% and 6–10%, respectively, and the growth period of SCR will be shortened by approximately 2% (Chen et al., 2018). A study combining grid crop models, single point crop models, statistical models and observational experiments showed that a temperature increase of 1% could lead to an average 3.2% decrease in global rice yield (Zhao et al., 2017b). By the end of the twenty-first century, sustained temperature increases are expected to reduce global rice yields by 3.4–10.9% (Table 2). The range of rice yield in China due to future climate change is –40.2 to 6.2%, with an average yield reduction of 10.6%, and the spatial difference is obvious (Table 2). If the impact of increased CO2 concentration on yield is considered, it has a certain compensation effect on the production reduction caused by climate change (Table 2). However, such compensation cannot offset the adverse effects of high temperature increases in some scenarios and regions or reduce interannual variability in rice yield (Tao et al., 2008; Xiong et al., 2009). In addition, the increase in precipitation and temperature variability may lead to an increase in frequency and reduction in low-yield years (Yao et al., 2007; Xiong et al., 2009).
Table 2. Impact of future climate change on rice grain yield.
The areas with the most obvious decrease in rice yield and increase in rice instability are the Sichuan Basin (SB), YRB, and Huang-Huai-Hai Plain (HHHP), which may become highly sensitive areas for rice due to future climate change (Xiong et al., 2009). Studies have also shown that the adverse effects of climate change on rice yield can be effectively mitigated if appropriate coping strategies are adopted (Table 2). In the future, there will be a need to conduct research on the measures to cope with climate change in rice production from the aspects of cultivating varieties with strong stress resistance and high utilization of CO2 concentration, optimization of cultivation management and anti-stress cultivation techniques, and adaptation to strengthen sowing date and planting area. In particular, a growing number of impact assessments have focused on changes in extreme weather events and their potential impact on rice production (Zhang et al., 2017, Zhang et al., 2018; Chen et al., 2018; Huang et al., 2018). From the 2000s to the 2050s, the area affected by extreme high-temperature stress in the global reproductive growing season of rice will increase from 8 to 27% (Alexandratos and Bruinsma, 2012; Gourdji et al., 2013). The probability, intensity and area of rice production subjected to high temperature stress in China will also increase, which may offset the positive effect of increased heat resources and reduced damage caused by low temperature (Tao et al., 2013; Wang et al., 2014; Zhang et al., 2016). When temperature rises by 1.5 and 2.0°C, rice yield in China may decrease by 2 and 5% under heat stress, respectively (Chen et al., 2018). The Sichuan Basin and the middle and lower reaches of the YR may become areas of high temperature heat damage, while Northeast China, the Yunnan-Guizhou Plateau YGP and East China are more at risk of severe low temperature damage than other regions (Wang et al., 2014; Zhang et al., 2017). In the future, increased precipitation variability may lead to an increased frequency of seasonal drought and heavy rain (Cai et al., 2018). In the eastern province of Jiangsu and other regions, extreme precipitation events may have a more significant impact on rice yield than extreme temperature events (Huang et al., 2018). In addition, rising temperatures will lead to an overall increase in evapotranspiration from reference crops, and southwestern China will experience an aridification process with a significant decrease in the wetness index (Tian et al., 2014).
Problems and Prospects
In recent years, a large number of studies have been carried out on the comprehensive impact of climate warming on crop production and its countermeasures. The trend of climate warming and the response characteristics of the crop growth period and productivity have been clarified, and some adaptive planting technologies and coping strategies have been developed. However, there are still great uncertainties in understanding the response and adaptation of specific regions and crops to future climate warming in their growing seasons, and there is still a lack of holistic coping techniques in adaptive production and coping strategies. Therefore, systematic theoretical research and innovation of key technologies and models of regional adaptation are urgently needed.
Strengthen Research on Climate Change Impact Mechanisms and Their Application in Impact Assessment
First, in theoretical research on crop response and adaptation to climate warming, the integration of field empirical research and regional model analysis should be further improved upon in the future. Existing studies mostly focus on model analysis and historical data mining, and few empirical studies in the field mainly focus on the single factor of temperature change. However, climate warming is not a single mean temperature change but also includes extreme weather and precipitation changes, as well as the accompanying changes in atmospheric composition, especially in atmospheric CO2 and near-surface O3. Therefore, the impact of climate warming on crop production is a combination of multiple factors, and comprehensive field demonstration and multifactor model mining are needed to clarify the comprehensive impact of climate warming and even climate change on crop production and reduce the uncertainty of future understanding.
Reducing Uncertainty in Climate Change Impact Assessments
Second, there is an urgent need for innovation in research content, methods and means. Existing studies mostly focus on crop growth period and productivity, but research on crop product quality and safety, which is increasingly a concern of society, is still very unclear, and the research content and objective cannot meet the new requirements of improving the quality and efficiency and green development of China’s agriculture. In terms of research objectives, existing studies mostly focus on major food crops and mostly on a few varieties. However, the impact of warming on non-food crops is also significant, and there are significant differences between varieties of the same crop type. Studies on limited crop types and single varieties can hardly meet the innovative needs of adaptive technologies and coping strategies. With regard to research methods and means, especially field empirical research, most of the studies consider a single factor, and some involve two factors. It is urgent to establish multifactor comprehensive field facilities and corresponding comprehensive models to improve research methods that simulate the real climate system.
Improving Methods and Techniques for Climate Change Impact Assessment
Finally, in terms of rice production technologies and models to cope with climate warming, we still focus on strategies with insufficient system integration of key technologies and inadequate adaptability and practicability of coping technologies. To reduce the impact of climate warming on rice supply and food security, rice production should consider multiple aspects, including how to improve the adaptive capacity of rice production systems. At the same time, it should also include how to promote coordination between soil organic carbon sequestration and greenhouse gas (GHG) emissions reduction in paddy fields, especially CH4 emission reduction, to contribute to mitigating climate warming and creating climate-smart agriculture (FAO, 2019).
Focus on the Systematic Assessment of the Impact of Climate Change on Rice Production
Based on existing research, the author of climate smart rice technology system construction put forward the following suggestions: first, to strengthen the construction of the early warning and forecasting ability of climate change, high standard ecological field development, enrich varietal breeding and the rice planting technology supporting varietal creation, enhance paddy ecosystem comprehensive ability to adapt to climate warming, achieve high and stable yield of rice of high quality for security; The current change in climate is not a uniform process of warming, frequent extreme weather disaster events have increased the risk to agricultural production, resulting in the need to set up an extreme weather early warning and forecasting system, such as for heavy rain, seasonal drought, extreme temperature, and other natural disasters, which will reduce the risk of disaster. At the same time the government should take the lead in building modern farmland, paddy production facilities, breeding of high-yield and stress-resistant rice varieties, supporting modern rice farming techniques, and popularizing eco-friendly rice production methods (Long, 2016). Second, we should strengthen the optimization and distribution of rice production systems and paddy field ecosystems, promote the extension of the industrial chain, improve the quality and efficiency of agricultural products, achieve agricultural efficiency, and increase farmers’ income. For example, with the increase in heat resources and the demand for high-quality rice, rice production can be moderately expanded in northeast China, and high-quality rice varieties with long growth cycles can be promoted to produce high-quality rice. Meanwhile, rice industry clusters can be built to build brands and increase economic benefits (Antle John, 1995; Kassam et al., 2015; Chen et al., 2017a). Third, attention should be given to land use planning in rice-growing areas, the improvement of soil organic matter in paddy fields and the increase or reduction of agricultural chemicals to improve the storage capacity of organic carbon in agricultural systems, especially farmland soil, and reduction of GHG emissions from agricultural sources as much as possible. According to the actual circumstances of the rice planting areas, to carry out appropriate supporting cultivation measures, such as green manure cropping winter cover and protective lime amendment measures can be implemented. Additionally, measures such as the promotion of returned straw and intermittent irrigation, and the promotion of soil testing formulas and precise fertilization and the development of carbon reduction emissions of rice planting patterns can be expanded (Jiang R. et al., 2017; Jiang et al., 2018, 2019; Song et al., 2019; Qian et al., 2022). The author thinks intelligent rice technology should include three modules, namely, the rice productivity technology (adaptive cultivation technology), soil organic carbon sequestration technology and paddy GHG emissions reduction technology. Through technology integration, innovation and, mode of implementation food security will be safeguarded, rice farmers livelihoods will be improved and, climate warming will slow resulting in a mutually beneficial outcome by promoting sustainable development of rice industry.
Author Contributions
DW, SF, and SS designed the work. MA gathered the literature related to the manuscript. HFA, AB, AM, NA, SSA, HA, and SS participated and analyzed the data from the experiments. SH, RS, SA, and SF reviewed and polished the manuscript. All authors contributed to the article and approved the submitted version.
Funding
This work was funded by the Deputyship for Research & Innovation, Ministry of Education in Saudi Arabia under Grant No. IFPRP: 395-130-1442.
Conflict of Interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s Note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Acknowledgments
We extend our appreciation to the Deputyship for Research & Innovation, Ministry of Education in Saudi Arabia for funding this research work through the project IFPRP with IFPRP: 395-130-1442 and King Abdulaziz University, DSR, Jeddah, Saudi Arabia.
References
Alexandratos, N., and Bruinsma, J. (2012). World Agriculture Towards 2030 / 2050: The 2012 Revision ESA Working Paper. Rome: FAO.
Antle John, M. (1995). Climate Change and Agriculture in Developing Countries. Am. J. Agric. Econ. 77, 741–746. doi: 10.2307/1243244
Bongaarts, J. (2019). Intergovernmental panel on climate change special report on global warming of1.5 °C, Switzerland: IPCC, 2018. Popul. Dev. Rev. 45, 251–252. doi: 10.1111/padr.12234
Cai, C., Li, G., Yang, H. L., Yang, J. H., Liu, H., and Struik, P. C. (2018). Do all leaf photosynthesis parameters of rice acclimate to elevated CO2, elevated temperature, and their combination, in FACE environments? Glob. Chang. Biol. 24, 1685–1707. doi: 10.1111/gcb.13961
Chandio, A. A., Jiang, Y., Rehman, A., and Rauf, A. (2020). Short and long-run impacts of climate change on agriculture: an empirical evidence from China. Int. J. Clim. Chang. Strateg. Manag. 12, 201–221. doi: 10.1108/IJCCSM-05-2019-0026
Chen, J. L., Wilson, C. R., Tapley, B. D., Scanlon, B., and Guntner, A. (2016). Long-term groundwater storage change in Victoria, Australia from satellite gravity and in situ observations. Glob. Planet. Change 139, 56–65.
Chen, C., van Groenigen, K. J., Yang, H., Hungate, B. A., Yang, B., Tian, Y., et al. (2020). Global warming and shifts in cropping systems together reduce China’s rice production. Glob. Food Sec. 24:100359. doi: 10.1016/j.gfs.2020.100359
Chen, K., Horton, R. M., Bader, D. A., Lesk, C., Jiang, L., Jones, B., et al. (2017d). Impact of climate change on heat-related mortality in Jiangsu Province, China. Environ. Pollut. 224, 317–325. doi: 10.1016/j.envpol.2017.02.011
Chen, W. F., Xu, Z. J., and Tang, L. (2017c). 20 years’ development of super rice in China : The 20th anniversary of the super rice in China. J. Integr. Agric. 16, 981–983. doi: 10.1016/S2095-3119(16)61612-X
Chen, J., Chen, C., Tian, Y. L., Zhang, X., Dong, W., Zhang, B., et al. (2017a). Differences in the impacts of night time warming on crop growth of rice-based cropping systems under field conditions. Eur. J. Agron. 82, 80–92. doi: 10.1016/j.eja.2016.10.006
Chen, J., Tang, L., Shi, P., Yang, B., Sun, T., Cao, W., et al. (2017b). Effects of short-term high temperature on grain quality and starch granules of rice (Oryza sativa L.) at post-anthesis stage. Protoplasma 254, 935–943. doi: 10.1007/s00709-016-1002-y
Chen, Y., Zhang, Z., and Tao, F. L. (2018). Impacts of climate change and climate extremes on major crops productivity in China at a global warming of 1.5 and 2.0. Earth Syst. Dynam. 9, 543–562. doi: 10.5194/esd-9-543-2018
Deng, A. X., Chen, C. Q., Feng, J., Chen, J., and Zhang, W. (2017). Cropping system innovation for coping with climatic warming in China. Crop J. 5, 136–150. doi: 10.1016/j.cj.2016.06.015
Deng, N., Grassini, P., Yang, H., Huang, J., Cassman, K. G., and Peng, S. (2019). Closing yield gaps for rice self-sufficiency in China. Nat. Commun. 10:1725. doi: 10.1038/s41467-019-09447-9
Deng, N. Y., Ling, X. X., Sun, Y., Zhang, C. D., Fahad, S., Peng, S. B., et al. (2015). Influence of temperature and solar radiation on grain yield and qualityin irrigated rice system. Eur. J. Agron. 64, 37–46.
Ding, Y., Wang, W., Zhuang, Q., and Luo, Y. (2019). Adaptation of paddy rice in China to climate change: the effects of shifting sowing date on yield and irrigation water requirement. Agric. Water Manag. 228:105890. doi: 10.1016/j.agwat.2019.105890
Dong, W. J., Chen, J., Zhang, B., Tian, Y., and Zhang, W. (2011). Responses of biomass growth and grain yield of midseason rice to the anticipated warming with FATI facility in east China. Field Crops Res. 123, 259–265. doi: 10.1016/j.eja.2014.12.008
Dou, Z., Tang, S., Chen, W. Z., Zhang, H., Li, G., Liu, Z., et al. (2018). Effects of open-field warming during grain-filling stage on grain quality of two japonica rice cultivars in lower reaches of Yangtze River delta. J. Cereal Sci. 81, 118–126. doi: 10.1016/j.jcs.2018.04.004
Espe, M. B., Hill, J. E., Hijmans, R. J., McKenzie, K., Mutters, R., Espino, L. A., et al. (2017). Point stresses during reproductive stage rather than warming seasonal temperature determine yield in temperate rice. Glob. Chang. Biol. 23, 4386–4395. doi: 10.1111/gcb.13719
Gourdji, S. M., Sibley, A. M., and Lobell, D. B. (2013). Global crop exposure to critical high temperatures in the reproductive period: historical trends and future projections. Environ. Res. Lett. 8, 221–229. doi: 10.1088/1748-9326/8/2/024041
Guo, Y., Wu, W., Liu, Y., Wu, Z., Geng, X., Zhang, Y., et al. (2020). Impacts of Climate and Phenology on the Yields of Early Mature Rice in China. Sustainability 12:10133. doi: 10.3390/su122310133
Huang, J., Zhang, F. M., Zhou, L. M., Hu, Z. H., and Li, Y. (2018). Regional changes of climate extremes and its effect on rice yield in Jiangsu province, southeast China. Environ. Earth Sci. 77, 106.
IPCC (2013). “Climate change 2013: the physical science basis,” in Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, eds T. F. Stocker, D. Qin, G.-K. Plattner, M. Tignor, S. K. Allen, J. Boschung, et al. (Cambridge: Cambridge University Press), 1535.
IPCC (2014). “Climate change 2014: synthesis report,” in Contribution of Working Groups I, II and III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, eds Core Writing Team, R. K. Pachauri, and L. A. Meyer (Geneva: IPCC), 151.
Jiang, P., Xu, F., Zhang, L., Liu, M., Xiong, H., and Guo, X. (2021). Grain yield and N use efficiency of direct-seeded rice under different N management practices aimed to reduce N input. Arch. Agron. Soil Sci. 67, 1578–1590. doi: 10.1080/03650340.2020.1800643
Jiang, R., Yu, X., Xie, J., Zhao, Y., Li, F., Yang, M., et al. (2017). Recent changes in daily climate extremes in a serious water shortage metropolitan region, a case study in JingJin-Ji of China. Theor. Appl. Climatol. 134, 565–584. doi: 10.1007/s00704-017-2293-4
Jiang, Y., Liao, P., van Gestel, N., Sun, Y., Zeng, Y., Huang, S., et al. (2018). Lime application lowers the glob al warming potential of a double rice cropping system. Geoderma 325, 1–8. doi: 10.1016/j.geoderma.2018.03.034
Jiang, Y., Qian, H., Huang, S., Zhang, X., Wang, L., Zhang, L., et al. (2019). Acclimation of methane emissions from rice paddy fields to straw addition. Sci. Adv. 5:eaau9038. doi: 10.1126/sciadv.aau9038
Jiang, Y., van Groenigen, K. J., Huang, S., Hungate, B. A., van Kessel, C., Hu, S., et al. (2017). Higher yields and lower methane emissions with new rice cultivars. Glob. Chang. Biol. 23, 4728–4738. doi: 10.1111/gcb.13737
Jones, R. M., and Jones, R. J. (2003). Effect of stocking rates on animal gain, pasture yield and composition, and soil properties from setaria-nitrogen and setaria-legume pastures in coastal south-east Queensland. Trop. Grassl. 37, 65–83.
Ju, H., van der Velde, M., Lin, E., Xiong, W., and Li, Y. (2013b). The impacts of climate change on agricultural production systems in China. Clim. Chang. 120, 313–324. doi: 10.1007/s10584-013-0803-7
Ju, H., Lin, E., Wheeler, T., Challinor, A., and Jiang, S. (2013a). Climate Change Modelling and Its Roles to Chinese Crops Yield. J. Integr. Agric. 12, 892–902. doi: 10.1016/s2095-3119(13)60307-x
Kassam, A., Friedrich, T., Derpsch, R., and Kienzle, J. (2015). Overview of the worldwide spread of conservation agriculture. Field Actions Sci. Rep. 8. Available online at http://journals.openedition.org/factsreports/3966
Li, R., Lv, F., Yang, L., Liu, F., Liu, R., and Dong, G. (2020). Spatial–Temporal Variation of Cropping Patterns in Relation to Climate Change in Neolithic China. Atmosphere 11:677. doi: 10.3390/atmos11070677
Li, W. J., Tang, H. J., Qin, Z. H., You, F., Wang, X. F., Chen, C. L., et al. (2014). Climate change impact and its contribution share to paddy rice production in Jiangxi. China. J. Integr. Agric. 13, 1565–1574. doi: 10.1016/S2095-3119(14)60811-X
Lin, C. J., Li, C. Y., Lin, S. K., Yang, F. H., Huang, J. J., Liu, Y. H., et al. (2010). Influence of high temperature during grain filling on the accumulation of storage proteins and grain quality in rice (Oryza sativaL.). J. Agric. Food Chem. 58, 10545–10552. doi: 10.1021/jf101575j
Liu, B., Asseng, S., Christoph, M., Ewert, F., Elliott, J., Lobell, D. B., et al. (2016). Similar estimates of temperature impacts on global wheatyield by three independent methods. Nat. Clim. Chang. 6, 1130–1136. doi: 10.1038/nclimate3115
Liu, B., Martre, P., Ewert, F., Porter, J. R., Challinor, A. J., and Müller, C. (2018). Global wheat production with 1.5 and 2.0 °C above pre-industrial warming. Glob. Chang. Biol. 25, 1428–1444. doi: 10.1111/gcb.14542
Liu, J. C., Zhao, Q., Zhou, L., Cao, Z., Shi, C., and Cheng, F. (2017). Influence of environmental temperature during grain filling period on granule size distribution of rice starch and its relation to gelatinization properties. J. Cereal Sci. 76, 42–55. doi: 10.1016/j.jcs.2017.05.004
Liu, L. L., Wang, E. L., Zhu, Y., and Tang, L. (2012). Contrasting effects of warming and autonomous breeding on single-rice productivity in China. Agric. Ecosyst. Environ. 149, 20–29. doi: 10.1016/j.agee.2011.12.008
Liu, L. L., Wang, E. L., Zhu, Y., Tang, L., and Cao, W. X. (2013). Effects of warming and autonomous breeding on the phenological development and grain yield of double-rice systems in China. Agric. Ecosyst. Environ. 165, 28–38. doi: 10.1016/j.agee.2012.11.009
Lobell, D. B., Schlenker, W., and Costa-Roberts, J. (2011). Climate trends and global crop production since 1980. Science 333, 616–620. doi: 10.1126/science.1204531
Long, T. B. (2016). Blok V, Coninx I. Barriers to the adoption and diffusion of technological innovations for climate-smart agriculture in Europe: evidence from the Netherlands, France, Switzerland and Italy. J. Clean. Prod. 112, 9–21. doi: 10.1016/j.jclepro.2015.06.044
Lv, Z. F., Zhu, Y., Liu, X. J., Ye, H. B., Tian, Y. C., and Li, F. F. (2018). Climate change impacts on regional rice production in China. Clim. Chang. 147, 523–537. doi: 10.1007/s10584-018-2151-0
Maclean, J. L., Dawe, D. C., Hardy, B., and Hettel, G. P. (2002). Rice Almanac: Source Book for the Most Important Economic Activity on Earth 3rd Edition. Wallingford: CAB International. doi: 10.1079/9780851996363.0000
Morita, S., Wada, H., and Matsue, Y. (2016). Countermeasures for heat damage in rice grain quality under climate change. Plant Prod. Sci. 19, 1–11. doi: 10.1080/1343943X.2015.1128114
NBSC (2019) National Data. Available online at: http://data.stats.gov.cn/easyquery.htm?cn=E0103
Ohta, S., and Kimura, A. (2007). Impacts of climate changes on the temperature of paddy waters and suitable land for rice cultivation in Japan. Agric. Meteorol. 147, 186–198. doi: 10.1016/j.agrformet.2007.07.009
Osborne, T. M., and Wheeler, T. R. (2013). Evidence for a climate signal in trends of global crop yield variability over the past 50 years. Environ. Res. Lett. 8, 279–288. doi: 10.1088/1748-9326/8/2/024001
Pachauri, R. K., and Meyer, L. A. (2014). “Climate Change 2014: Synthesis Report,” in Contribution of working groups I, II and III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, (Geneva, Switzerland: IPCC), 1–151.
Peng, S. B., Huang, J. L., Sheehy, J. E., Laza, R. C., Visperas, R. M., Zhong, X., et al. (2004). Rice yields decline with higher night temperature from global warming. Proc. Natl. Acad. Sci.U. S. A. 101, 9971–9975. doi: 10.1073/pnas.0403720101
Qian, H., Jin, Y., Chen, J., Huang, S., Liu, Y., Zhang, J., et al. (2022). Acclimation of CH4 emissions from paddy soil to atmospheric CO2 enrichment in a growth chamber experiment. Crop J. 10, 140–146. doi: 10.1016/j.cj.2021
Rehmani, M. I. A., Ding, C., Li, G., Ata-Ul-Karim, S. T., Hadifa, A., Bashir, M. A., et al. (2021). Vulnerability of rice production to temperature extremes during rice reproductive stage in Yangtze River Valley, China. Journal of King Saud University. Science 33:101599. doi: 10.1016/j.jksus.2021.101599
Rehmani, M. I. A., Wei, G., Hussain, N., Ding, C., Li, G., Liu, Z., et al. (2014). Yield and quality responses of two indica rice hybrids to post-anthesis asymmetric day and night open-field warming in lower reaches of Yangtze River delta. Field Crops Res. 156, 231–241. doi: 10.1016/j.fcr.2013.09.019
Siddik, M. A., Zhang, J., Chen, J., Qian, H., Jiang, Y., Raheem, A. K., et al. (2019). Responses of indica rice yield and quality to extreme high and low temperatures during the reproductive period. Eur. J. Agron. 106, 30–38. doi: 10.1016/j.eja.2019.03.004
Song, G. S., Sun, Z. F., and Wang, X. (2011). Effect of low temperature on rice quality in different growth period.Chinese. Agric. Sci. Bull. 27, 174–179.
Song, H. J., Lee, J. H., Jeong, H. C., Choi, E. J., Oh, T. K., Hong, C. O., et al. (2019). Effect of straw incorporation on methane emission in rice paddy: conversion factor and smart straw management. Appl. Biol. Chem. 62:70. doi: 10.1186/s13765-019-0476-7
Tao, F., Zhang, Z., Shi, W., Liu, Y., Xiao, D., Zhang, S., et al. (2013). Single rice growth period was prolonged by cultivars shifts, but yield was damaged by climate change during 1981—2009 in China, and late rice was just opposite. Glob. Chang. Biol. 19, 3200–3209. doi: 10.1111/gcb.12250
Tao, F. L., Hayashi, Y., Zhang, Z., Sakamoto, T., and Yokozawa, M. (2008). Global warming, rice production, and water use in China: developing a probabilistic assessment. Agric. Meteorol. 148, 94–110. doi: 10.1016/j.agrformet.2007.09.012
Tao, F. L., and Zhang, Z. (2013). Climate change, high-temperature stress, rice productivity, and water use in eastern China: a new superensemble-based probabilistic projection. J. Appl. Meteorol. Clim. 52, 531–551. doi: 10.1175/JAMC-D-12-0100.1
Tao, F. L., Zhang, Z., Zhang, S., and Rötter, R. P. (2016). Variability in crop yields associated with climate anomalies in China over the past three decades. Reg. Environ. Chang. 16, 1715–1723. doi: 10.1007/s10113-015-0920-0
Tian, Z., Yang, X. C., Sun, L. X., Fischer, G., Liang, Z. R., and Pan, J. (2014). Agroclimatic conditions in China under climate change scenarios projected from regional climate models. Int. J. Climatol. 34, 2988–3000. doi: 10.1002/joc.3892
Tie, X. X., Huang, R. J., Dai, W. T., Cao, J. J., Long, X., Su, X. L., et al. (2016). Effect of heavy haze and aerosol pollution on rice and wheat productions in China. Sci. Rep. 6:29612. doi: 10.1038/srep29612
Vicente-Serrano, S. M., Beguería, S., and López-Moreno, J. I. (2010). A multi-scalar drought index sensitive to global warming: the standardized precipitation evapotranspiration index. J. Clim. 23, 1696–1718. doi: 10.1175/2009JCLI2909.1
Wang, B., Zhang, M., Wei, J., Wang, S., Ma, Q., Li, X., et al. (2012). The change in extreme events of temperature and precipitation over northwest china in recent 50 years. J. Nat. Resour. 27, 1720–1733.
Wang, J., Mendelsohn, R., Dinar, A., Huang, J., Rozelle, S., and Zhang, L. (2009). The impact of climate change on China’s agriculture. Agric. Econ. 40, 323–337. doi: 10.1111/j.1574-0862.2009.00379.x
Wang, P., Zhang, Z., Chen, Y., Wei, X., Feng, B. Y., and Tao, F. L. (2016). How much yield loss has been caused by extreme temperature stress to the irrigated rice production in China?. Clim. Chang. 134, 635–650. doi: 10.1007/s10584-015-1545-5
Wang, P., Zhang, Z., Song, X., Chen, Y., Wei, X., Shi, P. J., et al. (2014). Temperature variations and rice yields in China: historical contributions and future trends. Clim. Chang. 124, 777–789. doi: 10.1007/s10584-014-1136-x
Wang, Z., Shi, P., Zhang, Z., Meng, Y., Luan, Y., and Wang, J. (2018). Separating out the influence of climatic trend, fluctuations, and extreme events on crop yield: a case study in Hunan province. China. Clim. Dyn. 51, 4469–4487. doi: 10.1007/s00382-017-3831-6
Xie, W., Huang, J., Wang, J., Cui, Q., Robertson, R., and Chen, K. (2018). Climate change impacts on China’s agriculture: the responses from market and trade. China Econ. Rev. 62:101256. doi: 10.1016/j.chieco.2018.11.007
Xiong, W., Conway, D., Lin, E. D., and Holman, I. (2009). Potential impacts of climate change and climate variability on China’s rice yield and production. Clim. Res. 40, 23–35. doi: 10.3354/cr00802
Xiong, W., Holman, I., Lin, E. D., Conway, D., Li, Y., and Wu, W. B. (2012). Untangling relative contributions of recent climate and CO2 trends to national cereal production in China. Environ. Res. Lett. 7:044014. doi: 10.1088/1748-9326/7/4/044014
Xiong, W., Van Der Velde, M., Holman, I. P., Balkovic, J., Lin, E., Skalsky, R., et al. (2014). Can climate-smart agriculture reverse the recent slowing of rice yield growth in China? Agric. Ecosyst. Environ. 196, 125–136. doi: 10.1016/j.agee.2014.06.014
Yang, J., Xiong, W., Yang, X. G., Cao, Y., and Feng, L. Z. (2014). Geographic variation of rice yield response to past climate change in China. J. Integr. Agric. 13, 1586–1598. doi: 10.1016/S2095-3119(14)60803-0
Yang, T. T., Zeng, Y. H., Sun, Y. N., Zhang, J., Tan, X., Zeng, Y., et al. (2019). Experimental warming reduces fertilizer nitrogen use efficiency in a double rice cropping system. Plant Soil Environ. 65, 483–489. doi: 10.17221/315/2019-PSE
Yang, X. G., Chen, F., Lin, X. M., Liu, Z. J., Zhang, H. L., Zhao, J., et al. (2015). Potential benefits of climate change for crop productivity in China. Agric. Meteorol. 208, 76–84. doi: 10.1016/j.agrformet.2015.04.024
Yao, F. M., Xu, Y. L., Lin, E. D., Yokozawa, M., and Zhang, J. H. (2007). Assessing the impacts of climate change on rice yields in the main rice areas of China. Clim. Chang. 80, 395–409. doi: 10.1007/s10584-006-9122-6
Ye, L. M., Xiong, W., Li, Z. G., Yang, P., Wu, W. B., Yang, G. X., et al. (2013). Climate change impact on China food security in 2050. Agron. Sustain. Dev. 33, 363–374. doi: 10.1007/s13593-012-0102-0
Yu, Y., Huang, Y., and Zhang, W. (2012). Changes in rice yields in China since 1980 associated with cultivar improvement, climate and crop management. Field Crops Res. 136, 65–75. doi: 10.1016/j.fcr.2012.07.021
Yu, Y. Q., Zhang, W., and Huang, Y. (2014). Impact assessment of climate change, carbon dioxide fertilization and constant growing season on rice yields in China. Clim. Chang. 124, 763–775. doi: 10.1007/s10584-014-1129-9
Zhang, S., Tao, F. L., and Zhang, Z. (2016). Changes in extreme temperatures and their impacts on rice yields in southern China from 1981 to 2009. Field Crops Res. 189, 43–50. doi: 10.1016/j.fcr.2016.02.008
Zhang, T. Y., Li, T., Yue, X., and Yang, X. G. (2017). Impacts of aerosol pollutant mitigation on lowland rice yields in China. Environ. Res. Lett. 12:104003. doi: 10.1088/1748-9326/aa80f0
Zhang, T. Y., Yang, X. G., Wang, H. S., Li, Y., and Ye, Q. (2014). Climatic and technological ceilings for Chinese rice stagnation based on yield gaps and yield trend pattern analysis. Glob. Chang. Biol. 20, 1289–1298. doi: 10.1111/gcb.12428
Zhang, X. (2014). [Impacts of nighttime warming on rice growth stage and grain yield of leading varieties released in different periods in Jiangsu Province, China]. Ying Yong Sheng Tai Xue Bao 25, 1349–1356.
Zhang, L., Yang, B. Y., Li, S., Hou, Y. Y., and Huang, D. P. (2018). Potential rice exposure to heat stress along the Yangtze River in China under RCP8.5 scenario. Agric. For. Meteorol. 248, 185–196.
Zhang, Z., Yang, Z., Fahad, S., Zhang, T., Xu, W., Cui, K., et al. (2020). A hot-blast warming facility for simulating global warming in low-stature crop systems and its application case to assess elevated temperature effects on rice in Central China. Plant Methods 16:57. doi: 10.1186/s13007-020-00598-1
Zhao, C., Liu, B., Piao, S., Wang, X., Lobell, D. B., Huang, Y., et al. (2017a). Temperature increase reduces global yields of major crops in four independent estimates. Proc. Natl. Acad. Sci.U. S. A. 114, 9326–9331. doi: 10.1073/pnas.1701762114
Zhao, C., Piao, S., Wang, X., Huang, Y., Ciais, P., Elliott, J., et al. (2017b). Plausible rice yield losses under future climate warming. Nat. Plants 3:16202. doi: 10.1038/nplants.2016.202
Keywords: food security, global warming, northern boundary, rice planting system, growth stage, grain yield
Citation: Saud S, Wang D, Fahad S, Alharby HF, Bamagoos AA, Mjrashi A, Alabdallah NM, AlZahrani SS, AbdElgawad H, Adnan M, Sayyed RZ, Ali S and Hassan S (2022) Comprehensive Impacts of Climate Change on Rice Production and Adaptive Strategies in China. Front. Microbiol. 13:926059. doi: 10.3389/fmicb.2022.926059
Received: 22 April 2022; Accepted: 30 May 2022;
Published: 30 June 2022.
Edited by:
Shekhar Jain, Mandsaur University, IndiaReviewed by:
Muhammad Wajid Ullah, Jiangsu University, ChinaAnjney Sharma, Guangxi Academy of Agricultural Sciences, China
Copyright © 2022 Saud, Wang, Fahad, Alharby, Bamagoos, Mjrashi, Alabdallah, AlZahrani, AbdElgawad, Adnan, Sayyed, Ali and Hassan. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Shah Saud, saudhort@gmail.com; Depeng Wang, dwyandywang@163.com; Shah Fahad, shah_fahad80@yahoo.com